{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Visualizing with the `Altair`\n",
    "***"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "# standard\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "# I've got style,\n",
    "# miles and miles\n",
    "import seaborn as sns\n",
    "sns.set()\n",
    "sns.set_context('notebook', font_scale=1.5)\n",
    "cp = sns.color_palette()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from altair import *"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<br/>\n",
    "\n",
    "### Thing 1: Line Chart (with many lines)\n",
    "***"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "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>dt</th>\n",
       "      <th>kind</th>\n",
       "      <th>value</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2000-01-01</td>\n",
       "      <td>A</td>\n",
       "      <td>1.442521</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2000-01-02</td>\n",
       "      <td>A</td>\n",
       "      <td>1.981290</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2000-01-03</td>\n",
       "      <td>A</td>\n",
       "      <td>1.586494</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2000-01-04</td>\n",
       "      <td>A</td>\n",
       "      <td>1.378969</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2000-01-05</td>\n",
       "      <td>A</td>\n",
       "      <td>-0.277937</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          dt kind     value\n",
       "0 2000-01-01    A  1.442521\n",
       "1 2000-01-02    A  1.981290\n",
       "2 2000-01-03    A  1.586494\n",
       "3 2000-01-04    A  1.378969\n",
       "4 2000-01-05    A -0.277937"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ts = pd.read_csv('data/ts.csv')\n",
    "\n",
    "# casting to datetime is important for\n",
    "# ensuring plots \"just work\"\n",
    "ts = ts.assign(dt = pd.to_datetime(ts.dt))\n",
    "ts.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>kind</th>\n",
       "      <th>A</th>\n",
       "      <th>B</th>\n",
       "      <th>C</th>\n",
       "      <th>D</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dt</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2000-01-01</th>\n",
       "      <td>1.442521</td>\n",
       "      <td>1.808741</td>\n",
       "      <td>0.437415</td>\n",
       "      <td>0.096980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-01-02</th>\n",
       "      <td>1.981290</td>\n",
       "      <td>2.277020</td>\n",
       "      <td>0.706127</td>\n",
       "      <td>-1.523108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-01-03</th>\n",
       "      <td>1.586494</td>\n",
       "      <td>3.474392</td>\n",
       "      <td>1.358063</td>\n",
       "      <td>-3.100735</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-01-04</th>\n",
       "      <td>1.378969</td>\n",
       "      <td>2.906132</td>\n",
       "      <td>0.262223</td>\n",
       "      <td>-2.660599</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-01-05</th>\n",
       "      <td>-0.277937</td>\n",
       "      <td>3.489553</td>\n",
       "      <td>0.796743</td>\n",
       "      <td>-3.417402</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "kind               A         B         C         D\n",
       "dt                                                \n",
       "2000-01-01  1.442521  1.808741  0.437415  0.096980\n",
       "2000-01-02  1.981290  2.277020  0.706127 -1.523108\n",
       "2000-01-03  1.586494  3.474392  1.358063 -3.100735\n",
       "2000-01-04  1.378969  2.906132  0.262223 -2.660599\n",
       "2000-01-05 -0.277937  3.489553  0.796743 -3.417402"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# in matplotlib-land, the notion of a \"tidy\"\n",
    "# dataframe matters not\n",
    "dfp = ts.pivot(index='dt', columns='kind', values='value')\n",
    "dfp.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div class=\"vega-embed\" id=\"f4688385-0c8c-408a-9853-e35ce212fe6e\"></div>\n",
       "\n",
       "<style>\n",
       ".vega-embed svg, .vega-embed canvas {\n",
       "  border: 1px dotted gray;\n",
       "}\n",
       "\n",
       ".vega-embed .vega-actions a {\n",
       "  margin-right: 6px;\n",
       "}\n",
       "</style>\n"
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     "metadata": {
      "jupyter-vega": "#f4688385-0c8c-408a-9853-e35ce212fe6e"
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       "var selector = \"#f4688385-0c8c-408a-9853-e35ce212fe6e\";\n",
       "var type = \"vega-lite\";\n",
       "\n",
       "var output_area = this;\n",
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       "  if (err.requireType !== 'scripterror') {\n",
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"
     },
     "metadata": {
      "jupyter-vega": "#f4688385-0c8c-408a-9853-e35ce212fe6e"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "c = Chart(ts).mark_line().encode(\n",
    "    x='dt',\n",
    "    y='value',\n",
    "    color='kind'\n",
    ")\n",
    "c"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'data': {'values': [{'dt': '2000-01-01', 'kind': 'A', 'value': 1.44252100014},\n",
       "   {'dt': '2000-01-02', 'kind': 'A', 'value': 1.9812895456400001},\n",
       "   {'dt': '2000-01-03', 'kind': 'A', 'value': 1.5864936129499998},\n",
       "   {'dt': '2000-01-04', 'kind': 'A', 'value': 1.3789689089700001},\n",
       "   {'dt': '2000-01-05', 'kind': 'A', 'value': -0.2779369373},\n",
       "   {'dt': '2000-01-06', 'kind': 'A', 'value': -1.31733859467},\n",
       "   {'dt': '2000-01-07', 'kind': 'A', 'value': -0.8644774928260001},\n",
       "   {'dt': '2000-01-08', 'kind': 'A', 'value': -0.30338923667},\n",
       "   {'dt': '2000-01-09', 'kind': 'A', 'value': 0.0216723790868},\n",
       "   {'dt': '2000-01-10', 'kind': 'A', 'value': -0.239886816171},\n",
       "   {'dt': '2000-01-11', 'kind': 'A', 'value': -0.144826217045},\n",
       "   {'dt': '2000-01-12', 'kind': 'A', 'value': 0.802032313774},\n",
       "   {'dt': '2000-01-13', 'kind': 'A', 'value': 1.2733918971},\n",
       "   {'dt': '2000-01-14', 'kind': 'A', 'value': 0.9388131911830001},\n",
       "   {'dt': '2000-01-15', 'kind': 'A', 'value': 1.83522553976},\n",
       "   {'dt': '2000-01-16', 'kind': 'A', 'value': 1.17905290664},\n",
       "   {'dt': '2000-01-17', 'kind': 'A', 'value': 1.7978142125599998},\n",
       "   {'dt': '2000-01-18', 'kind': 'A', 'value': 2.2596187132799996},\n",
       "   {'dt': '2000-01-19', 'kind': 'A', 'value': 1.7167892738},\n",
       "   {'dt': '2000-01-20', 'kind': 'A', 'value': 2.02221533058},\n",
       "   {'dt': '2000-01-21', 'kind': 'A', 'value': 0.836930372862},\n",
       "   {'dt': '2000-01-22', 'kind': 'A', 'value': -1.17314583554},\n",
       "   {'dt': '2000-01-23', 'kind': 'A', 'value': -0.07351638076980001},\n",
       "   {'dt': '2000-01-24', 'kind': 'A', 'value': -1.42018546093},\n",
       "   {'dt': '2000-01-25', 'kind': 'A', 'value': -2.1884878073099996},\n",
       "   {'dt': '2000-01-26', 'kind': 'A', 'value': -3.0698263745200003},\n",
       "   {'dt': '2000-01-27', 'kind': 'A', 'value': -2.05258040173},\n",
       "   {'dt': '2000-01-28', 'kind': 'A', 'value': -1.04727952034},\n",
       "   {'dt': '2000-01-29', 'kind': 'A', 'value': 0.7473005538869999},\n",
       "   {'dt': '2000-01-30', 'kind': 'A', 'value': 0.7944466720129999},\n",
       "   {'dt': '2000-01-31', 'kind': 'A', 'value': 1.9539118672},\n",
       "   {'dt': '2000-02-01', 'kind': 'A', 'value': 2.4674776842700004},\n",
       "   {'dt': '2000-02-02', 'kind': 'A', 'value': 3.32348610357},\n",
       "   {'dt': '2000-02-03', 'kind': 'A', 'value': 3.5037858259599997},\n",
       "   {'dt': '2000-02-04', 'kind': 'A', 'value': 1.7825888876},\n",
       "   {'dt': '2000-02-05', 'kind': 'A', 'value': 3.7253781474000003},\n",
       "   {'dt': '2000-02-06', 'kind': 'A', 'value': 4.776555370580001},\n",
       "   {'dt': '2000-02-07', 'kind': 'A', 'value': 4.66611100176},\n",
       "   {'dt': '2000-02-08', 'kind': 'A', 'value': 3.76694760059},\n",
       "   {'dt': '2000-02-09', 'kind': 'A', 'value': 4.11576997866},\n",
       "   {'dt': '2000-02-10', 'kind': 'A', 'value': 3.21706511408},\n",
       "   {'dt': '2000-02-11', 'kind': 'A', 'value': 3.8051945603400004},\n",
       "   {'dt': '2000-02-12', 'kind': 'A', 'value': 4.38396188977},\n",
       "   {'dt': '2000-02-13', 'kind': 'A', 'value': 5.14064742778},\n",
       "   {'dt': '2000-02-14', 'kind': 'A', 'value': 5.93945923399},\n",
       "   {'dt': '2000-02-15', 'kind': 'A', 'value': 6.827430286649999},\n",
       "   {'dt': '2000-02-16', 'kind': 'A', 'value': 6.32393560839},\n",
       "   {'dt': '2000-02-17', 'kind': 'A', 'value': 6.77784664907},\n",
       "   {'dt': '2000-02-18', 'kind': 'A', 'value': 5.8900872924800005},\n",
       "   {'dt': '2000-02-19', 'kind': 'A', 'value': 6.056173983150001},\n",
       "   {'dt': '2000-02-20', 'kind': 'A', 'value': 6.175918682610001},\n",
       "   {'dt': '2000-02-21', 'kind': 'A', 'value': 6.83890721142},\n",
       "   {'dt': '2000-02-22', 'kind': 'A', 'value': 6.73227308368},\n",
       "   {'dt': '2000-02-23', 'kind': 'A', 'value': 8.41200634519},\n",
       "   {'dt': '2000-02-24', 'kind': 'A', 'value': 8.07963010461},\n",
       "   {'dt': '2000-02-25', 'kind': 'A', 'value': 7.56294062467},\n",
       "   {'dt': '2000-02-26', 'kind': 'A', 'value': 8.31828719393},\n",
       "   {'dt': '2000-02-27', 'kind': 'A', 'value': 7.543645517969999},\n",
       "   {'dt': '2000-02-28', 'kind': 'A', 'value': 8.18381232244},\n",
       "   {'dt': '2000-02-29', 'kind': 'A', 'value': 8.11660844137},\n",
       "   {'dt': '2000-03-01', 'kind': 'A', 'value': 8.123096938769999},\n",
       "   {'dt': '2000-03-02', 'kind': 'A', 'value': 8.391132023860001},\n",
       "   {'dt': '2000-03-03', 'kind': 'A', 'value': 7.7922839658},\n",
       "   {'dt': '2000-03-04', 'kind': 'A', 'value': 9.049898833110001},\n",
       "   {'dt': '2000-03-05', 'kind': 'A', 'value': 8.35301729834},\n",
       "   {'dt': '2000-03-06', 'kind': 'A', 'value': 9.095754794349999},\n",
       "   {'dt': '2000-03-07', 'kind': 'A', 'value': 8.23530197875},\n",
       "   {'dt': '2000-03-08', 'kind': 'A', 'value': 7.052384643139999},\n",
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"
     },
     "metadata": {
      "jupyter-vega": "#770bf41a-6228-49b0-99cb-bae88ccdb7fe"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "c = Chart(ts).mark_line().encode(\n",
    "    x='dt',\n",
    "    y='value',\n",
    "    color=Color('kind', scale=Scale(range=cp.as_hex()))\n",
    ")\n",
    "c"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<br/>\n",
    "\n",
    "### Thing 2: Scatter\n",
    "***"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "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>petalLength</th>\n",
       "      <th>petalWidth</th>\n",
       "      <th>sepalLength</th>\n",
       "      <th>sepalWidth</th>\n",
       "      <th>species</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>5.1</td>\n",
       "      <td>3.5</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>4.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>4.7</td>\n",
       "      <td>3.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>4.6</td>\n",
       "      <td>3.1</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.6</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   petalLength  petalWidth  sepalLength  sepalWidth species\n",
       "0          1.4         0.2          5.1         3.5  setosa\n",
       "1          1.4         0.2          4.9         3.0  setosa\n",
       "2          1.3         0.2          4.7         3.2  setosa\n",
       "3          1.5         0.2          4.6         3.1  setosa\n",
       "4          1.4         0.2          5.0         3.6  setosa"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('data/iris.csv')\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div class=\"vega-embed\" id=\"2885395d-6c6d-49fc-8ecb-ad1946b67aae\"></div>\n",
       "\n",
       "<style>\n",
       ".vega-embed svg, .vega-embed canvas {\n",
       "  border: 1px dotted gray;\n",
       "}\n",
       "\n",
       ".vega-embed .vega-actions a {\n",
       "  margin-right: 6px;\n",
       "}\n",
       "</style>\n"
      ]
     },
     "metadata": {
      "jupyter-vega": "#2885395d-6c6d-49fc-8ecb-ad1946b67aae"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "var spec = {\"data\": {\"values\": [{\"sepalLength\": 5.1, \"petalWidth\": 0.2, \"petalLength\": 1.4, \"species\": \"setosa\", \"sepalWidth\": 3.5}, {\"sepalLength\": 4.9, \"petalWidth\": 0.2, \"petalLength\": 1.4, \"species\": \"setosa\", \"sepalWidth\": 3.0}, {\"sepalLength\": 4.7, \"petalWidth\": 0.2, \"petalLength\": 1.3, \"species\": \"setosa\", \"sepalWidth\": 3.2}, {\"sepalLength\": 4.6, \"petalWidth\": 0.2, \"petalLength\": 1.5, \"species\": \"setosa\", \"sepalWidth\": 3.1}, {\"sepalLength\": 5.0, \"petalWidth\": 0.2, \"petalLength\": 1.4, \"species\": \"setosa\", \"sepalWidth\": 3.6}, {\"sepalLength\": 5.4, \"petalWidth\": 0.4, \"petalLength\": 1.7, \"species\": \"setosa\", \"sepalWidth\": 3.9}, {\"sepalLength\": 4.6, \"petalWidth\": 0.3, \"petalLength\": 1.4, \"species\": \"setosa\", \"sepalWidth\": 3.4}, {\"sepalLength\": 5.0, \"petalWidth\": 0.2, \"petalLength\": 1.5, \"species\": \"setosa\", \"sepalWidth\": 3.4}, {\"sepalLength\": 4.4, \"petalWidth\": 0.2, 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\"sepalWidth\": 3.1}, {\"sepalLength\": 6.0, \"petalWidth\": 1.8, \"petalLength\": 4.8, \"species\": \"virginica\", \"sepalWidth\": 3.0}, {\"sepalLength\": 6.9, \"petalWidth\": 2.1, \"petalLength\": 5.4, \"species\": \"virginica\", \"sepalWidth\": 3.1}, {\"sepalLength\": 6.7, \"petalWidth\": 2.4, \"petalLength\": 5.6, \"species\": \"virginica\", \"sepalWidth\": 3.1}, {\"sepalLength\": 6.9, \"petalWidth\": 2.3, \"petalLength\": 5.1, \"species\": \"virginica\", \"sepalWidth\": 3.1}, {\"sepalLength\": 5.8, \"petalWidth\": 1.9, \"petalLength\": 5.1, \"species\": \"virginica\", \"sepalWidth\": 2.7}, {\"sepalLength\": 6.8, \"petalWidth\": 2.3, \"petalLength\": 5.9, \"species\": \"virginica\", \"sepalWidth\": 3.2}, {\"sepalLength\": 6.7, \"petalWidth\": 2.5, \"petalLength\": 5.7, \"species\": \"virginica\", \"sepalWidth\": 3.3}, {\"sepalLength\": 6.7, \"petalWidth\": 2.3, \"petalLength\": 5.2, \"species\": \"virginica\", \"sepalWidth\": 3.0}, {\"sepalLength\": 6.3, \"petalWidth\": 1.9, \"petalLength\": 5.0, \"species\": \"virginica\", \"sepalWidth\": 2.5}, {\"sepalLength\": 6.5, \"petalWidth\": 2.0, \"petalLength\": 5.2, \"species\": \"virginica\", \"sepalWidth\": 3.0}, {\"sepalLength\": 6.2, \"petalWidth\": 2.3, \"petalLength\": 5.4, \"species\": \"virginica\", \"sepalWidth\": 3.4}, {\"sepalLength\": 5.9, \"petalWidth\": 1.8, \"petalLength\": 5.1, \"species\": \"virginica\", \"sepalWidth\": 3.0}]}, \"encoding\": {\"color\": {\"field\": \"species\", \"type\": \"nominal\"}, \"x\": {\"field\": \"petalLength\", \"type\": \"quantitative\"}, \"y\": {\"field\": \"petalWidth\", \"type\": \"quantitative\"}}, \"config\": {\"cell\": {\"width\": 500, \"height\": 350}, \"mark\": {\"filled\": true}}, \"mark\": \"point\"};\n",
       "var selector = \"#2885395d-6c6d-49fc-8ecb-ad1946b67aae\";\n",
       "var type = \"vega-lite\";\n",
       "\n",
       "var output_area = this;\n",
       "require(['nbextensions/jupyter-vega/index'], function(vega) {\n",
       "  vega.render(selector, spec, type, output_area);\n",
       "}, function (err) {\n",
       "  if (err.requireType !== 'scripterror') {\n",
       "    throw(err);\n",
       "  }\n",
       "});\n"
      ]
     },
     "metadata": {
      "jupyter-vega": "#2885395d-6c6d-49fc-8ecb-ad1946b67aae"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {
      "jupyter-vega": "#2885395d-6c6d-49fc-8ecb-ad1946b67aae"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "c = Chart(df).mark_point(filled=True).encode(\n",
    "    x='petalLength',\n",
    "    y='petalWidth',\n",
    "    color='species'\n",
    ")\n",
    "c"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<br/>\n",
    "\n",
    "### Thing 3: Trellising the Above\n",
    "***"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div class=\"vega-embed\" id=\"b8bb5d56-5bc1-456b-97a0-8a30361d3449\"></div>\n",
       "\n",
       "<style>\n",
       ".vega-embed svg, .vega-embed canvas {\n",
       "  border: 1px dotted gray;\n",
       "}\n",
       "\n",
       ".vega-embed .vega-actions a {\n",
       "  margin-right: 6px;\n",
       "}\n",
       "</style>\n"
      ]
     },
     "metadata": {
      "jupyter-vega": "#b8bb5d56-5bc1-456b-97a0-8a30361d3449"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
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k+lDAD93WyuOd7liv3F7QO4zYvuw331HSO91xxINfypYAYFFdMqktCsnO7odvWub98w4jJrXmTS9IwjvdKQgXvRvvMOKH7hK0JL5L73SnBOS8w4jtqwQtYfvKCyrbV17kCm7HpLZgQDu0O+8MsoR98A4jJrUlaAk/FOQF1Tv74ofuvKqQuZ13upMZAXMD7zBi+zJvekES3ulOQbjwS9kSgHTt0mtSy2dqrdWDb1pmqLzDyJXUsn2ZlSaU8E53rFduL+gdRvzQbb/5jpLe6Y4jHnHNvcOI7asELeGXsnlBZfsKkeseGl6Cn79igxRdb6CPhJx56oSfL/zukzf/xtG84GZp5zWp5TN/1qrgnUFar9xe0DuMXEkt25e18ninO9Yrtxf0DiN+6LbffEdJ73THEQ8mtRYA8pl1C5BmRdi+zFB1DEb7VtcoD1HjWrO/3sQDR7rXLV83MXIoz+/Xyivv2SyFuE5KeWoEsh92AVcfuOHcXSlQvgnATwE8YYY7WcJrUsueJGvV6BiDtF5R8YLeYeRKatm+rJXMO92xXrm9oHcY5Xko0OHih25r5fFOd6xXbi/oHUZsX/ab7yjpne444tHRL43SSC0R2sVLjtzXU6/3Z7WvX7zimwNCzDxM4AghviODGrVSCIlVEng7fS4FBv71+nMfjQHwpWEpnyMAzgQwnXePvCa17EmyVgu+aZmh8g4jV1LL9mVWmlDCO92xXrm9oHcYZX0oiELFpNZaebzTHeuV2wt6hxHbl/3mO0p6pzuOeHhJanWyS97brPZ12pX37AawUUDsnLjhnK06SN1XfXOnlDOXQYjdB68/57wYAN8G4H0AfhnAe1y8tV6TWvYkWZsu37TMUHmHkSupZfsyKw2T2vmLUdaHAia11roSFfTu3pwbieSG3mHE9lWClsR36Z3ulIBcR2AU9dIqHI4dXbJi0eIjz6m/85Da7qvufUJKuQoLFqw9+N9+Y5+O8S9e+VdrBbrGiKwevOHc1RH8iYfeCeATANYBOAPAp/Pukdeklj1J1mrREQZpvZpyBL3DyJXUsn1ZK5p3umO9cntB7zDih277zXeU9E53HPHoaE+S7drZvmyRcpZj+zJD2BEYJZFaITAiZUAogysnqZ2SUi542UteWLx36L3HdMhWXfatxcdeMn1EAFMTN5x7QgTOVwL4AYB3AVgJ4FMAagBeNMM+V4JJbR7U/GvTEQbZZti9w4hJbcs0yjvdKQE57zDih+4StCS+S+90pwTkvMOI7asELWH7ygtqR9hXEqmNLjonqc3rqb0AAIUr01lbOlNLf58D4JE8m8GkNg9q/rXpCINsM+zeYcSktmUa5Z3ulICcdxjxQ3cJWsIP3XlBZfuKIMdn1q1VyTvdsV65vWBHYKSTWgEclMBpaUv82V98eWj9+vXbbWA47cpv7gZm4s/UXnHPTikQd6a2C8D3ALw/9NbSUPTvXwLwUZtxozKtJrWLAXwQAP2frkUAdgL4WZg2/HIArwNwDYARywVReurYdfCZP0sEOWW7DVAdcdOyWYiScSW1bF/WaHunO9Yrtxf0DiMmtfab7yjpne444hHX3DuM2L5K0BJ+aZQX1I6wL53UdglcNCNxu2nB0ZI/SfLN2Y/xHSlFUJpHCJwhpXwH/VvK6fX/+pmNugeWcLsHwFoAU2Hfrwn5H9W5fd40v3aTWloAuZj/kNYHgGKrhwFQOucfhYT3GQD3hotsOmycsLhEUstn/qzVoSMM0no15Qh6h5ErqWX7slY073THeuX2gt5hxA/d9pvvKOmd7jjiwaTWAkD21FqANCvC9mWGqiMwimY4Hl9dm9C9tVGiK1/1qom1f/cAnXO1urqvuncQkNdJGTgnG5cQeBqYuXri+t8kvlfq1WpP7XoAvwLgxsiqyN38FgCXhZ+T25m8uDssVs+eWguQDCIdYZDuy3TqwTuMiNQKIeRZZ51lFV4SRY89tdb65J3uWK/cXtA7jJjU2m++o6R3uuOIR1xz7zBi+ypBS+K79E53SkCu8hjtPWPtOiGmH4MQhyHlMvLA1mu1Qd1bS5/pRHf6zf/L/X1f+tKGLHh1D92/BC/89O1SCPK0Qkj5FE582Xcnhs6m87KlX60mtb8N4C+0VX0YwK0ALgUwA+Bz4XdUp4gI8BUWCLCn1gIkJrXOIFX+ppV1heypzYpYbnnvdCc3EskNvcOIH7pL0BJ+6M4LKttXBDn21Fqrkne6Y71ye8HKYzS+uucmCflRqiMLyE09++vdtDzlvaUztvSZTnSPve+9d6679lpyOnbM1WpSSwV2TwXwlfDs7D+FWa4+AOBxALdopHYTgAvDMGX6mEhv3EVriF0HhUfeeeedp+/YseO6jtmR9kyUlHuiPUN3zKjeYXTrrbdeOjAw8JOBgYGhPLvA9mWNmne6Y71ye0HvMLrtttsu7e/v/7Ftoo0oVPTQfccdd7yef7+MSuSd7hhXnF3AO4zYvrIrQc4W3ulOThzSmlUeo8dX1+5bCJzyl4ee3/irLz/x/Lc99SSVziFSG5x9rR87etX5Bw58Tf/syLZrbnrTBRdQrqOOuVpNapcCmNTQ+e8A/j4krK8F8NnwO0rpTIeF1d/0cdJciewmktqHH374FVu2bFFhzR2zMS2eaOXfMrUYj7jhvMOIPbUt0yrvdKcE5LzDiD21JWhJfJfe6U4JyHmHEdtXCVrC9pUX1Mrbl/LIUogxhSKvfWJvkIyXPldeWrV48tYevfzyXzr2pjf9e96XsnmBdG3XSlJLY/0tgC+HyaGItBKhPR8AFd+lLFxU/JcK7j4I4JMAvmGxQD5TawGSQaTyBum+ROcevMOIz9Q664RtB97pju3CM8h5hxE/dGfYfTdR73THDY7Y1t5hxPZVgpYwqc0LauXtSye1+iLpc0oQVavXm5I4udpXXiBd27WS1NJc+wF8X5v0RwCQt5a8rZ8AELjDAVwLgEIiibCaLj5Ta0LI/H3lDdK8hNIlvMOIPbWl64wawDvdKQE57zByfSjgM3/WWuad7liv3F7QO4zYvuw331HSO91xxCOueeUxSiK1lBhKna/VF5bXvuQQlmBm6QaEiaJAiaJOnvyuuAxHS8B9TpetJrU0gQUAlgE4BuCnkRmdBGBhWN7Hdv3sqbVFKlmu8gbpvkTnHrzDyJXUcvZja53yTnesV24v6B1GeR8KFGRMaq2VxzvdsV65vaB3GLF92W++o6R3uuOIh1eklkKNo15aWmAe+5Lblm6GwHWQQe6k45fADyFxtdg+uSsGvDcCIO5HF5V5HQfww7x71A5Sm3euSe3YU+uOKN+0zBh6h5ErqeU6tWalCSW80x3rldsLeodRnocCHS4mtdbK453uWK/cXtA7jNi+7DffUdI73XHEwytSm4RFVvuSQ8sGIOXDQX8C34HEk5AQEEGd47cHn8+IAXHd4UcjY94TktgHALwCwJ+ER1H35Nknr0kte5KsVYJvWmaovMOIz9SaN70gCe90pyBc9G68wyjrQ0EUUya11lrmne5Yr9xe0DuM2L7sN99R0jvdccSDSW0MAnJo2W5IuRFC7BRDh7fqInLbMiojdBkgdovth8+LNL8LAFWoGQs/p2OolJE5zqtr3DqvSS17koz7rwT4pmWGyjuM2FNr3vSCJLzTnYJwYVKbAiSTWmstY/syQ+UdRkxqzZtekIR3ulMQLh31+5V0pjYJi6z2JYeWPQEpV0HItWLo+X1NpPbql61FV9cYIJ4Q2w+vjoz5Z2H48WNh1Rsq5XoGgGfz7BOT2jyo+deGb1rmPfUOIya15k0vSMI73SkIl456KMi65qwPBdH+mdRaI872ZYbKO4zYvsybXpCEd7pTEC4d9fvVAlI7BSkXQEwuFkNBzqTGJW/GYvx46RFATInth+ncrH4Rqa0DeATAIgB/COBuALfk2ScmtXlQ868N37TMe+odRkxqzZtekIR3ulMQLh31UJB1zfzQnRWx3PJsX2bovMOI7cu86QVJeKc7BeHSMb9flAxqRuL2aD3aNByy2peDp5bCjz8NIKibC6AbwL0AzgQwnXWvvCa1fKbWWh34pmWGyjuMXEkt25dZaUIJ73THeuX2gt5hlPWhIAoVe2qtlcc73bFeub2gdxixfdlvvqOkd7rjiEdc80pjtG91zwFAdsfVo03CIqt9OZypvQPAFwE8CGAJgA+HxPZDlmVdm5bgNanlM7XWpltpg7ReRbmC3mHkSmrZvqwVzjvdsV65vaB3GGV9KGBSa68sEUnvdCc3EskNvcOI7asELYnv0jvdKQG5SmOUNfSY8MlqX03Zj4HvQATJnug6AxLvCP4lxHoxdJjCjPXrZgCXah98FcAlAH6cZ5+8JrXsSbJWiUobpPUqyhX0DiNXUsv2Za1w3umO9crtBb3DKOtDAZNae2VhUpsZK7avCGQcCWGtQ97pjvXK7QUrjVErSC1BJYeWDkIGmYxfF4HuaQhcLYYmh+0hzSfpNallT5K1UlTaIK1XUa6gdxi5klq2L2uF8053rFduL+gdRkxq7TffUdI73XHEI665dxixfZWgJfFdeqc7JSBXaYxaRWpniS2FEC+lurRvCHF+Cpj8rhjCkRJwn9Mlk9pWoFz9MSptkBWBzzuMmNS2TLO8050SkPMOI37oLkFL+KE7L6hsXxHk2FNrrUre6Y71yu0FK41RK0mtPWTlSDKpLQfXTuu10gZZETC9w4hJbcs0yzvdKQE57zBiUluCljCpzQsq2xeTWtadvAiY21XavpjUmjewShKSjh/HTYjP/FlvU6UN0noV5Qp6h5ErqWX7slY473THeuX2gt5hxKTWfvMdJb3THUc84pp7hxHbVwlawi+N8oJaaftiUpt3W9vTLpHU8pk/6w2ptEFar6JcQe8wciW1bF/WCued7liv3F7QO4z4odt+8x0lvdMdRzyY1FoAyOHHFiDNirB9maGqNEZMas0bWITE5QCeBHBP2BkpBX1GWbOu0QrxmsZiT60JIfP3lTZI8/RbIuEdRq6klj211nrnne5Yr9xe0DuMmNTab76jpHe644gHk1oLAJnUWoDEpNYWpErfg1pJaruHu5csFUs3SCmDRFFCiKd+fvjn333ysieP2oLpIteuM7XvBPA3AD4C4BYArwTwIwAfBPAMgHsBrAWwz2Jx7Km1AMkgUmmDdF9eIT14hxGRUiGEPOuss7bnQYg9tdaoeac71iu3F/QOIya19pvvKOmd7jjiwaTWAkAmtRYgMam1BanS96BWkdq1X1q7uUt2XSelPFUHTgjxw5mZmav3XrR3VwKgxAHfDeAXADwWcsAZW/CbxsrTyLHNKVTXF8DXAIyFpPb9AN4C4LKw748CWARgh8VY7Km1AIlJrTNIlb5p5Vkde2rzoJarjXe6kwuF9EbeYcSktgQtie/SO90pATnvMGL7KkFL2L7yglpZ+1KElha2Zn/d2pGZ1b76vtQ3IGfkwwGAAt8JInElOWrFKikllfiBgBgYHRx9NALyegD/DOADAJ4CcB6AXwfQC+DFrBtivcCsHSfILwRwP4ArQu8suac/C4BILLHyz4Xt3gOAFkpypos9tSaEzN9X1iDNU2+ZhHcYuZJa9tRa6553umO9cntB7zDK+lAQhYo9SdbK453uWK/cXtA7jNi+7DffUdI73XHEI655ZTFqFantHe7dDWCj6BI7R393dKsOUu+u3p2QuAwCu8c2jxFpVRdx0O+GXG+WEM9edBT1GyHJzbRdrSa1/yeAl4RnZsk7+9qQ1H4ewOOh15YWQKR2E4ALqZZvuKIkVzStIXYd9NB95513nr5jx47rMqEy/4S7AUzMv2VnWrF3GN16662XDgwM/GRgYGAoExKhMNuXNWre6Y71yu0FvcPotttuu7S/v//H69evzxXeTw/td9xxx+v598uoRN7pjnHF2QW8w4jtK7sS5Gzhne7kxCGtWWUx2re69gRNfM3++hlZ1p3Vvvp29T0hpVwlZ+Tavb+3t5hRjC8AACAASURBVOno6Jpda9Z2yS6KzH1ibHBstTaPlwKoh8dNJ7PML0m2laSWJv8vYcy0Ph9yOf9MI7j03QUAXhMSXiWbNFciu4mk9uGHH37Fli1bVFhzEZj52Edl3zJVCGzvMOIztS3TLu90pwTkvMOIPUklaEl8l97pTgnIeYcR21cJWsL2lRfUytmX7qGFEHvW1MfXZVlcVvvqHe6dArBAnigX733v3mP6WKtuXrV48dLFRwBMjQ2OnaB9twTAnjAyVye1dPy0qQ/bubeS1NKcloYElCY7CGAlgE8AOBvA7QAIdIqhfhDAJ0P3s2ktfKbWhJD5+8oZpHnKLZfwDiPX8GPOfmytg97pjvXK7QW9wyjrQ0EUKg4/tlYe73THeuX2gt5hxPZlv/mOkt7pjiMecc0rhVEToZ2d7QNr9teJZ1lfWe3LxlMrIJ4YHRzVPbVEavcC+DUAPwgnR7z0bwFcBUAPSbaae6tJrT4pCj9+GYAvhB8Suf1U+O9rAVBIpAo9TlsMn6m12upUoUoZpPtySunBO4xcSS2fqbXWM+90x3rl9oLeYZT1oYBJrb2yRCS9053cSCQ3rDxGvcO9wfPe2OCY1XMp21cJWhLfZeV1p2VIdIh9xZDaXWv218mRaH1lta/eXb27IbFRQOwcHbQ+U0vzoZxK7wLwuwB+AuAcAH8OgHIuPW89YY0RZ21TpvxJACiZFJX3sb3YU2uLVIcYpPtySunBuxu7K6llT621nnmnO9Yrtxf0DqOsDwVMau2VhUltZqwqaV9nDp85+Pjg48OK0GYhtd9+6NvXr+ha8XOXM+sPPfTQSZdccgkfT0tXp0rqTmYLKLdBpTCaQ2oFtq+p1zPlTsn6+xXNfiykCM7ySiHPgMQ76N9iWqwfvXj0kchWEOe7AcDHws+J/1HZ19E8W2b1RixPxy1sw55ad7ArZZDuyymlB+8w4jO1pehJXKfe6U4JyHmHUdaHAia1ubXKO93JjUSHvbju3dV7YGzz2MqspLZ3uHfrihNWXPnHZ/zxrUxqS9CW5i7ZvswQVwajGC8tldK5vGf/+E3mZRyXyPP7RS+pZsTMdZB4XWSspyXk1XsH9w6nzOFEABSO/JxllG5sV0xqs+yyv7KVMcgKQ+wdRq6eWg4/ttZW73THeuX2gt5hlOehQIeLz9RaK493umO9cnvBymEUPABj5nYKN85CatcNr1s+hSl68MXta28fYlJrrwQ5JSunOznXUWazSmAUR2hp0V0CG2r1OpVTtb7y/n51D3cvebl8+dshgvBhOkT61PPi+e9ODE5QoqjSLya1pUPcEQNUwiArjpR3GDGpbZnGeac7JSDnHUZ5HwoUtkxqrbXMO92xXrml4Ks3vfrsZ3c/m+mh1rLrJrG1w2vX7R3cO2LTlry0kOjuQtdFRG5VG9OZ2r5dfY9JKRuZXE3ySXNh+7LZpUCG7csMVVsxqtdqg0eOLNm9aPGR4GUPXWv214Uiua0ktWaoypXwmtTymT9r5WmrQVrPsr2C3mHkSmrZvqwV0jvdsV65vaB3GDGptd98R0nvdMcRjznNV21fdeWT256kc2ulXn3DfTdFk8TEDai8tMF3AhNEbnW5NKKqe3WpDZPaUreUSa0dvG29B+1b3XNACHlIyqCCzBxSSwTXbhnHpVx/v7KOV5R85oUWNXCB/fCZWncw22qQ7tNvSQ/eYeRKajn82FrvvNMd65XbC3qHketDAXuSrJXHO92xXrml4JrPrfnavkv3nW8pnltMnZE1daC8tElyTGpNCLb0e7YvM9xtxSgadnzs6JIV6yZGDqnPmdSaN7BKEpz92H032mqQ7tNvSQ/eYeRKatlTa6133umO9crtBb3DiEmt/eY7SnqnO454zGm+9otrn9578d5o8pYmuawldeLmSH1IyH5TCHLU2xrti0lt0Rrg1B/blxm+tmIUJbWKxDKpNW9cFSXYU+u+K201SPfpt6QH7zByJbXsqbXWO+90x3rl9oLeYcSk1n7zHSW90x1HPOY0JxK5EAtXjgyOTCT1HSW1Wc7Hqj6pD1WnUpXrSSK/aWtkUlu0Bjj1x/Zlhq9tGI10r1uun6WlqebxzEaXmPf36/7u7iW/sHjxhi4hgkRRM1I+dcLMzHdXPfnkUTOM7hIcfuyOoQ89tM0gOwg87zBiUtsy7fNOd0pAzjuM8j4UKGw5/Nhay7zTHeuVWwoS2aSETFQTNq6JnlFYEUrb87GK/Da8rwITQZmesFxPkaSWxhIQjwmIg79x8m+MfPM/v7mRz9RaKkF+MbYvM3Ztw2huTVqxZ019vHG21jz1eIk8v1/jPT2bIXGdlPJUvVch8EPMiKt7nhjfFTPamQBeEX5+AoB9AJ7OO28mtXmR86td2wyyg2D0DiMmtS3TPu90pwTkvMMoz0OBjiuTWmst8053rFduKRgQToHdY5vHzos2IUI7LabvUxmFFfm1PR+ryK8eUkzeWgn50STCaQo/pjnGtaWxqF/qf9eZuw5dsu+Sjz504UMrLGFoEmP7skaN7csMVVswiivho87TmqecLpH196teqw3MSDxMvQohvgOJJ2XwT6ySUr599nMM9NTrj0ZGvgfAQQAPAVgK4HMA3g/gzjxrYFKbBzX/2rTFIDsMRu8wYlLbMg30TndKQM47jLI+FEQx5Yduay3zTnesV24pmHReNolcqtqxVudjQ49sXF9xxFSXi5bz0Zejt432TfP68plf3nTHv93xxh3n7phD1G1gYfuyQSmQYfsyQ9UWjOJIbRGhx7TcrL9f47We3VLKjfTCqWf/+FYdsvHVPfSS6zIhsLunXo/a610APg1AlQIjYnsYwCkA/s0MfbMEk9qsiPkp3xaD7DAovcOISW3LNNA73SkBOe8wyvpQwKQ2t1Z5pzu5kYhpqIcWR8/VmkitOh+bNh+VHIrCgqNyaaSWQohHB0e7A08xpu+XkG+0JbXUL9tXkVqS2hfblxnqtmAUTQQ1vro20bO/3lQeyzz1eIms9jW+uvaEBFbJmQVr1z65l0KIG9e+NWvWYnpmDMATa/bXV0dGJFL7fwOzXt6gyBfwLQBDAL6Xdf5ek1rOzmqtDm0xSOvZVUPQO4xcSS3bl7Vieqc71iu3F/QOo6wPBUxq7ZUlIumd7uRGIqZh1DNK52pVEicTqVXdmRI3qXDjLKRWP+MbR2x1Ah5Xm5btq0gtYVLriGZb7kFRUluv1QZr9Xrsufms68tqX/tqPVOQcoFcuGDx2r17j+njPblq1eIXuxYcEcBUz/46nZvVryippe/uAPDHGtG1nr7XpJazs1rrQVsM0np21RD0DiNXUsv2Za2Y3umO9crtBb3DKOtDAZNae2VhUmuPVeSs667RwdFBOi+7UC7cMIWpA3E9EaHUvzORWghMQKIbAochsSyNDCeFQmvEljI0b9RJL5Na+/0uQdK7e7MvGLmU7DFhkPX3q0BP7UsB1AG8CcB/mOYZ/Z5JbVbE/JTnm5Z5X73DiEmtedMLkvBOdwrCRe/GO4yyPhQwqc2tVd7pTm4kYhomeWMFxHkS8usAHliIhYPTmN4dDQFOI6fqu0j/DwB4W9z8FTFOq4dLxHYGM5tmMHM79RFto3/G9lWklqT2xfZlhrotGFWK1Kacqd27umenCM7Uit099fHomVryyn4BwD8AeBmATwDBi7EPUkUgM/TNEq0mtTTe7wJ4H4AnAdwM4AfhlEgpLgdABcKv0Q4Nm9bEdWpNCJm/b4tBmqdVKQnvMGJS2zL98k53SkDOO4z4obsELYnv0jvdKQo5/TxtSp/bxwbHhtJkjZ7a451vFxCDEvK06Hg2pJbarBte1628xExqi9IEp37YvszwtRSjeq1G52bPnpEIXv4UlRxKX2bW3y89+7EU+E4XxBOz/ckzpMQ76F/TAuv76vVHInB+BsDHtc++AmAzgCNm2OdKtJrUbgHwRyGpfSuAj9B+AFgC4EchM38GwL0A1ob1ikzrYlJrQsj8fUsN0jydSkp4hxGT2pbpmXe6UwJy3mGU9aEgiilnZ7XWMu90x3rlBkHlFZUvyro4QdTixMljOzo4upu+SztjG9dW1Y1V31FfAoK8rcHDtn7ZktroPFQmZtWX6oftqygtMfbD9mWEqLUZouns7IwU2wAZJIWqAqmledC8JATVqSXn5PFLiKcl5NVrCzrvm7YdrSS1NNY3AFwL4J8BLAhJ61sA/BcA9P/Lwsl+FMAiADvMugQmtRYgGUT4pmXG0DuMmNSaN70gCe90pyBc9G68w4gfukvQkvguvdOdopBTJPWHN/9w4NTLTo16SIJh9IRMfcN9I3EhyPr5Vn1uqm6s+kz1lVbeJy38WPWjt9dJre4xZvsqSkuM/bB9GSFqLandt7pGyaDImxlcVSG1NJeJ7u4lLyw68e3omnlDMLmZrqdOPPbCd7snJnJ5Xs3QN0u0ktTSyERkaczfALA+9NiSR/bDYew0Fd2l6z3h91dYLCiR1HJ2Vgv0ZkX4pmWGyjuMXEkt25dZaUIJ73THeuX2gt5hxA/d9pvvKOmd7jji0WiuEcgzeod7w3DA5t51opgYgiwwMbZ5bGV0XpRwKkgQFV5x4cL6d3r/GUKaG8MyqU3XjL1nrF239om9qt5nUWrE9mVGsqUYRevTVonUmqEqV6LVpJZWszAkrb8C4LcADAD4JIDHAdyikdpNAC6kgOzws6QDw7SG2HVQdtY777zz9B07dlxXLowd3zv9KFHGQb6SEfAOo1tvvfXSgYGBnwwMDFA9sMwX25c1ZN7pjvXK7QW9w+i22267tL+//8fr16/fbg/DcUkixXfcccfr+ffLiJ53umNcsaWAIrJjg2O/1jvc++24ZmODY2ekdaf10SR3ysWn9Kx464q79bZ6X0kkmuQpHHrvB/b+ZtK4r9706lNO3nTyfdHv9f7Zvuaid+/K0wfPOfCDQkq6aL2zfZntrfu6V53ykqv/5zPjSaLXveqUnrTvzUPMSnzk5JNP+YNXHLeNaeCZvv31DbbtbeVc7ct2nKLlWklqicy+F8DXtAPAlPXqrwFQTaPXAvhsuMALALxG+5s+Tporkd3Y79iTZK0uLX3LZD2ragl6hxF7alumYN7pTgnIeYcRe2pL0JL4Lr3TnaKQy+qpjRs3KVw4GnpMbXVPatL5XJJbiIUrRgZHDqWts2+4b0JPOBX17LJ9zUVvvNZD2WXJIVTkxfZlRnPV+OqeD0tIOjoZGw48vrrnpp7941vNXaVLzJ6nnU0QNUuMxM4i+o2O6mpfruvM276VpLYLwN+F3lgis68EcD+Ai8M0zrRJ6wC8CODB0HtLZ3BNF5+pNSFk/p5vWvMQI1dSy3VqzUoTSrB9maHyDiPXhwJOFGVWGravdIyipFZA7NHPzAqIg6ODo43w4bje4mrEklw09Jg+iyO1RGCnMX2/Pm5a6LGaQ99w37CEbJwbZFJrtod9tdpza+r1FWbJTBLe3Zszrd5C2CYceN/qngNr9o/PCeG36L5JJHqeVsoF/SWEnMP19yvruoqSbyWppTmfBUBPVkBJo+i/6bA20afChdFnFBKpQo/T1suk1l0b+KZlxtA7jJjUmje9IAnvdKcgXPRuvMPI9aGASa21lnmnO9YrNwjGkFpVmzZomZQASu82jtRGsx7HkVTdwxs9q2tDas8cPnNQz6LMpDZ9s+k8rRDTj5VwvpLty2BnaaRW/66IvSFyrLIeC+Bgz/566kupvPcS19+vvOO6tms1qaX5UlZjepNEmbAORxZwUnjmlsr72F5Mam2RSpbjm5YZQ+8wYlJr3vSCJLzTnYJwYVKbAiSTWmstY/sKoSLySGG9MUT0jL7hvr8hr6z6jry2o4OjFB1nvKLZiHUvahJBjYYt22Q91iei16ulz5nUxm+TIk1CYERKrCuCOEVGYvuqCKml+rQzEgfUdMoKPab+mdQab4ulCTCpdYeWb1pmDL3DiEmtedMLkvBOdwrChUktk9oiVIntK0Sxb1ffYwvkgvOmMNV48A0JIZHaPxodHB0kckmEdgEWnG0616o2J+18rI3XlfrJSmqpje6tZVKbTmrVt0xqi7ilZOsj6qlVrSk0mLznRexN3BhlhR4zqc22/0VLM6l1R5QfCswYeocRk1rzphck4Z3uFIQLk1omtUWoEttXiGIS+aSswWcOn/nLjw8+Pky1aLMQWhOxLZPU0tgqYRSTWia1RdwsiuwjicweH0NMqFBh+szlhUN0rDJDj5nUFqkl2fviOrXZMYu24IcCM4beYeRKajm7uFlpQgnvdMd65faC3mHkGr7F4cfWyuOd7livPCKYRmrXDa97cWRwZEKFKGcdI6XvUo+xKW8tk1omtVl1tmx5M6ltnkGxpLacrMdqxq6/X2Vjn9R/qTejFi2KPbXuQPNDgRlD7zByJbWc/disNExq5y9Grg8FTGrnr+5YrzwDqQXwZN5+Vbs4YmvrqXUZm7y10SzNbF+ASg6lY0vEaaR73fJ1E+klkzLsh3fPPhnWnipaFKmlMj21ej21vrA+FnlpZ+SCTWVkPWZSW5R25O+HSW1+7FRLvmmZMfQOIya15k0vSMI73SkIF70b7zDih+4StCS+S+90Jy9yaZ7aIkgtzUuNoUr12CabyrsmakfeWgqd1vuYz/ZFZJYIDdU+VbVRdWwoaVRPvd7vgrnWlu0rBsjoCwXlhU0jul0CF8WRV5tyP5F+d63ZXx8saH9ju3G1rzLnltY3e2rbhXy1xuWblnk/vMOISa150wuS8E53CsKFSW0KkOyptdayeWNfceROoRQtgaOjR2dqiya15KHNG8psvbMG+5ienpbr16/fnqe/Trav8dU9W3v2j9+URqBcQl0jeM4b+8qiR7QHEvJG1caG1AJiIq5WLe1jEuFV/et7bZLNso4kWSa1RaCYrw/21ObDzesHSndI5vTg3Y2dSW0JWhLfpXe6UwJy3mHk+lDQyQ/dJehHWpfe6U7SYnt39R4Y2zy2Mu77JC9tWLrnPWWQ2hbvc9Nw89m+xms9u6WUG9PwZ1JbrnZG98CO1MYni5olrPGEl1ZB4eSLFh95Tq2oS2BlrV6fKHOFrvZV5tzS+mZPbbuQr9a48+ahwAF27zBiUuugDdmaeqc72ZZvJe0dRq4PBUxqrfSGhLzTnURSO9wru9B1UTQUN81LS2HCI4MjryyK1FrvSsmC88m+VLixgnRfrfYcJJYzqS1ZyVK6V3sQZiF+l7Iv0znbuJcNqk2cB5YI7eIlR+6jGsQ0nbKzHqslu9pXu3bGa1LL2Vmt1WrePBRYIzJX0DuMXEkt25e1NnmnO9Yrtxf0DiPXhwImtdbK453upJFaCExAoptkVJIm8uDqn60dXrtOQAT1MUMZ7zCaT/ZFZ2d79o9vpf2MSw6VpC8FeWu90x3rO0saqQ28q0QygyzEtxRBaqk/fc+ihDacTunnaWkcV/sqAuM8fXhNajk7q7VK8E3LDJV3GLmSWrYvs9KEEt7pjvXK7QW9w8j1oYBJrbXyeKc7cStfN7yuewpTB/TvFmLhSirTo0KP9UzEkfqu3mE0n+xLTyQUPcup9IFCUo8cWXJo0ZKj90PKN0YJkrU1zYMX+g5YNJoq76qUC/rXPrH3Z3lJbdSzq5Pa8VrtMeWhDQYWYk8X5E2mTMlFrM/VvoqYQ54+vCa17EmyVgnvfvCsV24v6B1GrqSW7ctaebzTHeuV2wt6h5HrQwGTWmvl8U534lbeN9y3SUJ+Xf9OhSInkNogMy57auP1qJPsi4hPSJ5G4sJb9ZBU/fxlmqe2Xqt1W57LnBf2ZX23CQXVPoQYNzDKGn6cRmqj3x07umTFkiVHllvuW9YlNcm7/n45De7Q2GtSy54ka83gm5YZKu8wciW1bF9mpQklvNMd65XbC3qHketDQSc9dNtvcymS3ulOHEq9w71DALalIah7alUIMpNaP0htGOa6tYnoCLEnWJ2UI3qJFyUTkqBNcZ49m9qo/PuVbG02pDYueVT0RUMWUltQOLnVTdj198tqkBKEmNSWAGoHdjkvHgoc98U7jJjUOmqEfXPvdMd+6daS3mHk+lDApHb+6k4Cqb0fwNtsSS3JUQjy6OAonb9l+4oA10n2pbLjStl1nhDTwVlpuoi00v+XLDnSRFwVUaJ6tVKK5QllZIalXHAT1bs1WJp3umN9Z0kRTCK1cU3GV9cmJHAafcektgj0k/vISmoXAegCcMRhWucA+CSAfwWwE8A/am+DLgfwOgDXUBZryzG4pI8lUClifNMyY+gdRkxqzZtekIR3ulMQLno33mHEpLYELYnvsuN1x6bea++uXmPGW91TG5Lam0YHRynBUMdjFN36+WRfsSGtQuxZUx8PMuJGQ4nTvH8KRzqnK4C7VQIqfj7Mdr/KQmrJKz4jcXsWUhtNCNaqrMcKBVf7yoZmcdK2pPZkAJTd670AtgA4BcDfA/h2xqm8E8DXAPwmgNcA+H8B1AD8BMCPAHwQwDMA7gWwFsA+i/6Z1FqAxG/inEHy7qGASa2zTth24J3u2C48g5x3GLk+FHSSJynDPpch2vG607er77EFcsGGkcGRQ0kAJdWh1eWjpJZCkPcOBp64jseISa2GgBB7jh1ZfPa6iXh9sSO16bVRtdG80528NyE6r6wwz0JqaTx9T3RvbcOrDhwkby6V9ZmeWTCie+SpfVy5n7zrsGnn+vtlM0YZMjaklmS+CuDd4QQuAnB6SECJkDYKAltM8B4AwwD+v1D28wD+CcBRAG8BcFn4+UcBkFd4h0WfTGotQGJS6wySdzd2JrXOOmHbQaLuyKHl68TQoUZUihxavlwMHUp8sLUdsAPlvLMv14cCJrXWWtzxuqMT1igxVSjkIbU+E5P5ZF9RkkqZjtOSBdmTWjqOG2TvTYuM7Hj7sr6TGAQpG/HRI0s2ELEtmtQSaZ315ooJ8qBTkjc1nVZ7aWlcV/sqCvOs/diQ2pcCeBwAkdllmI0L/zIAevAiIvq9DINS/P9PAbwI4FQAjwDYCODNAGYAfC7s6z0A1gO4wqLvRFLL2Vkt0JsV4ZuWGSrvMHIltWxfZqUJJVJI7bKbxNDhoP4gEVrImfvE9sl+6579EfTOvlwfCpjUWit35XQnLhuxWs2Zw2cOPj74OL3cb1xMaq33uiE4n+xLJ6k2BGdfrWdElfUhwOISDB33EAZ1VoPfoISrcvaVXVuKaUGY0TllAZw3IxGU14pmP04aKe5cbdR7e/xvMQHIoBY1Xa320tKYrvZVDOLZe7EhtUsAPArgz8OztCeGJJe8txQi/MOMwy4GMAjgVgAfAPDF8N9EnCnEmS4itZsAXEjPeuFnRHrjLlpD7DooO+udd955+o4dO67LOMf5Jk7GMzHfFp1xvd5hdOutt146MDDwk4GBAcqqmfli+7KGLFF3jl299L5F101u2FQ7Yekd737Jl5csRI/YPnmGdc/+CHpnX7fddtul/f39P16/fv32PNtEDxV33HHH6/n3y4he5XSnd7j3CZr1cw8+t/GZLz4zrq9g7RfX3rf34r0b9M+UPH02NjgWa/9KRn2vt1F9JbUFUDmMjLtqEJhP9rVvdS3Qp0Cnpqe//stPPXllGjwbTly29JZTX0NOo+Bas78+R6dUn1PAM2furzfpY6Rv73Qnr+7p+0B9HJWo9z9Rp+OURoweeMOqP3rlggWb9f3Q+6M9ivZPstPAM33p+5N3OantXO2rlElZdGpDaqmb3wfwhUh/DwJ4O4Api3GUyCtDz+7/AEAP0nSOlq73A3gtgM+Gf18QnrlVf9PHSXMlsptIah9++OFXbNmyRYU1Z5jqvBLlN3Hm7fYOI1dPLZf0MStNKJHsqd22VEJ09UPOUBKJIOmH2D5pe1+2nkAHCHpnX65vutlTa621ldOdNM8rfafqy6oVZvHUqvDkuHDkpNBlH6Ox5ot96XVnSV9svXZJZziVzunfG0KQK2df1neGggXj6saGZ2yNGOmJnyhrtR7CHBJdEZcQzHa/C16q155ahdWvAPgvAF4Sem7/kjKKZwTyv4ckmMKK6czsAgAvAKC+1UMdhSYTYaYMyd+w6J/P1FqAZBAxGqT7EB3fg3cYMaltmU4aSK3YCamdn2FS27KNKXOg+fLQXSaGln1X6t6s6sOquUeJZpTAUjjyDIKXWsElIftPwAkTM5jZpIcpR0Oao39r5XviYKsURpb7mio2X+wr63laBVpaGRmSaQ5pTg1B9k538upfylllK4z0Uks99Xp/o78wk3UcqW1lbVodF1f7youxaztbjwCRTjoPq0KBadyFAL4VJnmymQeVAqLMx3SGVr8oBPnPAHwCwKfCL64NPbn6eEljMKm1QT9dxsog3Yfp6B68w4hJbcv0MZ3URqbBntqW7UupA7k+FLCn1np7KnVv7hvuu0lP8mIitb27eg9AoltAHJSQpwmIXRB4o4RcPrZ5bCWhoIgvyYR1Z+eAE3dWVxOqFEbWO5siOB/sy4XkpJWRiZaLIZhTyJN3upNX/4oitTQ+eWsXLT4SJNqN89yqOTKpzbZbNqSWZIi8kpdWv54Pk0ZlyX5smt1JIVlWYckmefqeSa0NSkxqXVHy7sbOpNZVJazbM6k1Q+Wdfc2Hh27ztrZEom26E+eVVSRVrTyN1C7EwhVTmAqeochDKyAe0xFTYcqqz2jYcgZ024ZRhjlmEp0P9qWTqCA7LsRWVZvWBqwkb+346p6tEvJGvQ8mtWZEXUmt/jKBEk5JiXXQ6g27vMQwzz6bhKt9ZRutOGkbUkuj0dtCSvCkLjoY/aGwxiyFC7fz4uzH7uh794PnDsmcHrzDyJXUcvZjay1jUmuGyjv7cn0oYE+tWWlCibbpTu9wL2WNbZCDOGKaRmqFECNSyuAsPcnNOScrMLFQLuxXxDflzKwJrLZhZJpY3u87xb6IyBhK5iRCED0XS97XWr3elDk7Db8kb+14rWe3lLIpFCrtSwAAIABJREFUapJJrVkTXUktjZByLnfOdyTPnlrzvugStqQ22itl+qJsxXmyH2eboVmaPbVmjEwS3v3gmRac43vvMHIltZwoylqLMpFa1es8C0MOMJKUOCtjsiw5tHRQDE1aP+hZ75qjYKc8dDsuswrN23Zv7h3u3R1zpKoJkzRS27D1MKw4thatwCFILFfENyfgbcMo53yNzTrFvsZX99xkKJljJLWqjE+9VutOq08b11Gc968hJ8QeU+kfH5OMGZUrQaAMUquTVpv6wnnnnrWdq31lHa8oeVtS+zF6YRDWkqWx+0JCS2nCny1qMjn7YU9tTuC0Zt794LlDMqcH7zByJbXsqbXWsljdCevSJh7fmM+kFqJrhRg6RLXQjZfctvSA2D4ZnD2s0uX6UMCeWuvdbNu9uXdX73OKcCbNNi3TsWrTCDMe7k3NI8Ke2uMod4J9zYabznx9zf7xzPcnPeuxSwbcNFIrIC7Xw5ATvIJtsy/rO0CLBIsmtdGaw6p/QzbqlqzW1b5aMsmYQWxJLSVyujjS/nIAOyPJo9qxDvbUuqPONy0zht5h5Epq2VNrVppQIp7UbltK5+eC0MO4S5HaqnoirVdvJ9jkqQUwIrZP9ic1pRcCRHoJG0jcXsUXAK4PBUxq7RSnFZ6kaKZhmln0PG10tgJiZ5AwSmBCJXwimag3Npr8KdZbG3bOpLazSC15aUkHbEJIox7d8VrtMTpzGSU+1lahCSYRWyJPQkw3znEzqU1Ht3hS25x1mvovYr/z6Ei0jevvVxFzyNOHLaml8ju67HTG+rR55mbbhkmtLVLJct4RNndI5vTgHUZMakvQkvguk0htk1eGiJkKv6VuGqS2op7IgtGLktrUer2SXgiIrg2QM/RA1l3FFwCuDwVMaq01rNR7s04yda9r9DxtdLb6GVmdjEZJq40nV/XNpLazSK2pVix5Y8M6p8F5yrhQVBcvrUIridTSePtqPYcg5TKSnU+kNmsod1PGaCH2HDuy+Gy1d1lerKXVB6bEXoDYnTdc3fqOaSHo+vtlMUQpImmklhJDfQ5AoOwxF30/CMAqRKyU2c92yqTWHdxSHwrcp1eJHrzDiElty/Rqju7MCT0WOCiGJrt1Uts0O4GLqnhutEAEs5Jauu/Tb09w1lB7AZD5TG6Ba2jqyvWhgEmt9c6Uem9uIqGa19V0nlYntZTlmFYzMjhyKEpqjSV/tJBkJrWdQ2qjZXPiCCN5Y48eWbLhhEUvdpPHVBFYPfTYxstrspQ0UqsnjZpnpNYq6ZZKzqW87oS1KsGj4W59D9pX6xlR55ijeNMYM7JrOG9iMZMeZPne9fcry1hFyqaR2iUAHqISaQkDUtmdGoAiS/rkWRufqc2DWnMba4N0H6pje/AOI1dSy2dqrXV5LqmNhh4LsVMMHd4qh5avC72P0c4nqnhu1BoBs2AeUtvoNfByh6HIOsk1D1uehOtDAZNa670p9d4cJaFEUANyajhPG5vNGKBjWzeqmrS0wiRSS+HLo4OjW9X4AmLP6OBo4nEFA1qlYmS9UwUKVt2+dBKUQIQC7+xsaRdxCJBnA2ICkJSItXEVQ2rXbAJmvh6Fn/rWy/vMJ1K7b3VteM3++qAi/DFENYBr3+qeA3Qmmv6v9iYGJ2v7Snth4ZIpu0DTCrpyta+i52Pbn234sW1/7ZBjUuuOurVBug/VsT14hxGT2pbpYhypbYQezxKy5evE0KERmtE89da6k9ptSw9QKDKT2pbpdVUGKvXePOcM7GwZHiKn9+kARElsAqkNmlDI8Qxmbk8jtVQeaO/g3hEanwjtAiw4m8h0TtBLxSjnnJyauT50l/3SSCdBwT1JYKSnXm/KE5CamThEpwhSS6G2MxJ0f5zVP4GLVGkg3aPsM6mNEsbjZLU2G92Tsj+N8/Gz5zAP9uyvN714yBJ+7KT0LWzsal8tnGrTULakljK3/WF4jnYm7OF/A/BL7Klt19YVOq53P3iFojPbmXcYMaktQUtiuvzixhN/8+K7X/gr/au4s7Pq+0RSC/jsrXUitQDuB3B2A+MM2ZPL0gLXh4KyH7rLWncb+i3t3pyYDEors6PWm4XUpoURhyT24OjgaPDg3DfcN+JIaL38/aqyfelEsUtgw4ycfQESJY2tIrU0dtr5XvWdz6SWPNI9+8dvIiwUySfv7KLFRxrRptGsw3H7k3DGubR7UBvup8GQrvbVrnnbkFqSobCFpkLNACj8+A0Anm/X5MNx2VPrvgHeGaQ7JHN68A4jJrUlaElMl//2f7x8+LWffZ7yDzSunKQ2ODuap5Zra1bqNIorqY0Onpo92Wmmlo1dHwqY1FoCXeILR1MyKH2GRFTPHD5zUPfAJmUytiC1Qegx9b9ueN1yBw+tmqJ3v19Vti899DhIxrR61htIpOnFYydM6MmhTFpehKfWltTGEW9fXujT2eGe+vimkNQOzlDW/CD0+3gFAipxpIhvFDO1Tz4Tf10XXe3LpNdlfW9Dal8K4HEAFwJ4F4B/B/AdAH9D2ekB/LysyVn2y6TWEqgUMe9+8NwhYVJrwpDP1JoQmv3+2NVLn1503eTrdGkrUitwEOiisORDKd7bRremsjYVJ8Or5NDy/4Ccabw1j4ZlJ+GXtAsmPOx2L7+U60MBk1pr7Ev7/TIlg4qSWvpbL/9DXlYJ+cboSkykVoUeWyNgFiwNI/PQ5Ui0074Mns05XtGox0+d3zR6aoXYs6Y+nvccdRPwNp5aauByXrScnS6m13212nNr6vUgYRudpwWwOdqzEOJuRXxDuaYKBSkvGNi+itkm516ykNpPA3gRwK8DuCIM93ofgEecZ+HWAZNaN/yotXcG6Q7JnB68w4g9tSVoSUyXAZkUXf3qzCyJpBHMBoHVMh53OqlVdWVTEF8lty19Qv8+TP40JIYmh6LtNIwOQuK0uH6Z1LZGvyswSmn3ZlMyKFq7SvqkiKpOasnLOoWpOck000ht33DfhAo9LhDb0jAqcI6ZuupkUmtcqBCHqcxOUvIiY/sYAVN5oRSiXqruqOzCedaUpQ2tT4UXR887N/oROKSIL5Pa7w9NT0/L9evXb8+Cc7tlbUgtzZEeKi4JvbXfDidNYcdnAHi2zYtgUuu+AaXetNynV4kevMOISW25etVERMPsxmpEC1J7WGyfDMrV6CQ4bcYmEhdHlstFIJz70PLlkDP3ie2TTUlS9LE31U446+vve0nTC9JGqHXkfGxTOSSBiyARJNyJXiY8yl57Ox+6y15bxfov7d6sZR4+KCHJu7MtunaV9CmJqPYN990kIT+qtzOQ2ptU6HGBOJeGUYFzzNRVu+zLRA7jstsaPbLayikRkRAYovDYokKPqXvTvE2ktizyqRI2Zdr8HMJBpmmIy4WQu/WkWdGu9HO10X1jT20O4FvcxJbULgXQE3plfxXAmwD8E4B/zDnfUwC8H8Bnwzqz1A3ddCmjIIXpXUMl3Sz7LpzUdn/83nUTO86xHd9ympUW8+4HrwS0vcOoVaRWDi3vFkOHJkrYk0p3GfGuNiV5MpLaSF1aV09tpFRQyxJOhQSUkqSsSyOZP/+jpfuWLEQPBPZAIgjX1M4Pj0B0bQjCsEOCTP1FZGZ1IdK+nQrSrofudq65TWM37s3rhtd1jwyOFHavUaSWiKuEPCQhG2VR6LPHBx8nokvJnBK9q3qyKZs6syRPWY8LxtK736922ZdOdOKSBlHtWXVOUydBBmL7AIC3zd7CxM6e/eNbx1fXJmKy7BasFse7SyltE+hOWeSTxk1IvtS0VlPIdxIwlBSqVq9PzJZPEncLBKQ29kWo6kPtmxqTXjTQdyn7wfZVmmZm69iG1JLMnQBOAPCnAL4H4KfZhmlILwKwNgxfJmK7AcA0gFeGiac+COAZAPeGcvssximc1J525b03HbzhnCBJwzy5vDPIEvbNO4xaR2qXDoqhyeDhbz5dc4hoGIKcdp6W8JFDSyfE0GRTyQB3Urt0KyRubOAfIc1l7YvU6vGmkdrjXuSuFY1ztaKrX6vZGyR+0vsLHgC1xFnBGkRzez3ku6w1JvXbrofuVq+zAuM17s2UqEkRzSLmFQkl7p7CVKMsykIsXKkItGlcIr0S8jQbUlvEvGP68O73q1321UxOxcSxo4v7VeInwj2JHKaRWvIOdonp3RI4TXkKy/KMJunXvlrPCKR8Y0xpm1X1Wu2XbT3HWec9i4uYoFqwabrvQGoHqXxR0H42a/ndcedp9bHnklqxUwg5osogsX2VdJcqoFsbUkvDfCz0qqohPwPgqwAe1TytNtOhB7WbAbwZwEMAKBMZlQgir+1bAFwWdkKhOkSAd1h0WhipVR7a066858DBG85NNTCLeXWSiHc/eCWA7x1GrSO1y4bF0OGm7L8l7E+lupRDSwdjwmIDj2M0GVJ04tQ27iWAidimksahZbshpZ7BvuGtLTOBlInAq7Xrc9DCpC/XifhcAouDUfIfvBSgM8wBwRU7xdDhtr2cbNdDd6UMoTWTadyb+4b7hkcHRwu71+iklpaivKhZz72qEGQmtcUpRLvsK0pOoyQwjXzFhbMqj6zKmFxkyHEWtOPCpsP2q/atrgX5DmzmRmu0kVNzU5iQt/bIkSW71QsCms+SJUc2KSKZh9TqbRrYx5TjiuJE89fxiJb6YVKbRbNaK2tLatWsVgP4OICLw1I+lKBjThIEiyWcD+BSAO8ISS2RWCK3nwvbvgfA+tCja+quMFJLHloxg2HZJR87eMO5WbExzbPK33tH2EoA2zuMWkZqty0l70bD89jus44l6MacLmVkzZoAhRXOZrMU8aTMZn5xBNfgCaX7dOOMbjj+RUSeK0tqAQojbdKb5nPKCOY/96XA8nWhh7dlYdZxe9auh24b/fFMpnFv7t3Ve2Bs81hhL6SjpFbhlpU8qxBkJrXFaV677CvO4xoXZhxH7IjAkjeWUFAht0RmKdxY1bbNQgiLQ3O2pzji+LWVK6+sLVp8PX1vSlxFXlpbj26U1JK3Vgh56OiRJRTBicVLjtwnpVhOHly97m8WfGJJrQVoVFtYAjfGhZEnNPfu+dDVvixgLkXElridGnpSSdm2hDP5l/DhLE+dWiKtf6CR2s+HZYNu0UgteXGpjJBKqU2kN+6iNcSugx7a77rrrtfv2LHjOhv0Tvv47vumX3j+bxe8bMXmgzecS0mw5stFD46FnUPyFDTvMLr11lsvHRgY+MnAwMCc7LI2e2hrXzFZbb20rS9uPLHn4rtfGCfsomuOw/OxZ6evetPnf/Y1G6yjMnH9i+2TDVz1uSTN58UZPHNCF+gYSHCdd9fPB65526J35p1TdBzqT0/+pM8vaT0k8/NPLv2rJQtQM+Fi25+pn7K+v+222y7t7+//cd7skfRQcccdd1j/fpW1jg7ot3Fv7h3ufeK5B5/b+MwXnwnsMO91ysWn9FAf1B/1MTY41nTPWrV91flPbnsyk+32frH3vrGLx4IH9jZc3v1+tcu+lNdS38M1++uBfujfqc90ua+tXHm+Iojq++tedUrP1f9zVl/HVvc82rt//Kw26EcwpOaRbej7989Y/eASIV5F3x+DHL/8h8/+zn0vHJ6Mm+Pjq2v3LQROqR87etX5Bw5Y2UcUTxqD+l4EQXl85lxxuMbJ6f3+6Y//c8MfvOJkyu3QuKaBZ6Yknl8s5v7WzAhMdklQLiHMQDxvsSdsX+1S2si4tqT2LgDvDdtSEqe/BECK11TDKcOaoqSWwo9fq4U4XwDgNZGQ56S5EtlNJLWPPPLISVu2bFFhzYlTpNBj8tCG5K6bPbUZdnN+iHr3Jq5sT60q4xL1KvrqqZVDS7eKocmbyBxMocIk44KDHFo6ohIq6ean+pRDy27SQ29t5hP24+TdjIxz3Cudsl49m3FYm5ayJR+PAKJ6vZGyPSbsyvQ+297uXN90d2qdWuXdXIiFK0YGRw7Z4pVVTkuodNxTO9wbnJsb2zwW1KPMe1G4sIAYmcHM7VSyJ1piJ09CKuqzhKzGtkv07verXfaV5KnVw1UpsVBSUiHlrY335M56bW03tWi5OE+tKdxazUF5aWf/Np+RVe2yZIamNrae2mhCr2hyKBXuvGjJ0fuFlMuVBz0G0wfW7K+fbcCa7atoZczZny2pJa8qPaA8HNaqzTlco1mU1L4TCLKRUVge1cJ9EMAnAXzDYqBCwo8p9Bha2n0mtRbIzy8R725apZNaShIUOUOqk7mks6OdqlZyaNluMXSYIkxaQGqDMjlzj36ECaAo/Flsn1xpSWYPA1imcDcRxrT9SRtPEVbKYqz6iIQT7xFDk0FotnYudhcg74+eTzbNkUlt+6yoUQZHiJHRzaOJZZxcZ6iRxODerNeEdQ3zpTBmyNnQdz3LscucS8pqbDsl736/2k1qiVwlEbK0bL5pIboUZrv2icIzX9vqSGz4sSnc+jg57TkAyMZxEZuMxtS2FaQWwK5ocihFjtXZ3cSMyALb19Trpmg2ti9rLStX0JbUFj0LSlhC53JVoijq/xMAPhUOdG1YG9fGE+xEaruvundw4vpzhik5lH5+i0lt0Vve8f15d9NqAakl22zy1jWR2pB4dbxmhAuQ25Y+F5aeGbEhkyZiZotLXOmg4LPm7MHJ3ekZg109yCpJU8xoYaKn2RcdNA6V6NHltXq00Zq6Wb39TGpttad4OUVqqWdXcpk2O+38bHBv7tvV95iUMngp4jpuq9ZQPPqJPXr3+1VlUmvyJra6XI+tntl4aqmvuPXNJadmb61+VtZ2jhZJm4KuolmqdcIdt4Zkct113pr9+3Yb5sf2ZbuBJcu1i9QmLeskAAvD8j62S3citURmxYw4Lww9bozJpNYW/nkj591Nq0Wkdq6CEInCzCbyvhVF7KqghbNEcjbj7txyPtlDaLOsKZpAKfBsCrETUlISvtQrmlXYZU9SybzARZrHNTUTtFbiZyXVONZIbmzG4+gCqSxSELLcotJFcQC366HbtN9lf98KQhhJvBTcm/Vx9XI7WddLocV66R5Xgpx1/JLkvfv9apd9mZIPmQgt7W/Wsjcl6cScboslteZQYZXxOcv6VB1fUxuTBzi6Tyle95VU55ZJrQnxanxfNVKbBxVXUkvtm7Js0iTEjOif2HFOYQXQlUc4zwJb0Ma7H7wSMPMOo7aR2tnNCWzOhUCZ9ti2nIypH9vvw/EmwpDrRj3LoL3uNRXYQ+dhi1x7Apmcc1+LW0tRpFY/G9s0TjOZ1b9KPHM7+4KgOTt0+FlsxuMYUqtKKjmdEbbdeya1xxHQyWVRobtRfNUYErJ/7+Den60bXvcfU5hqCsdXZDRr2G/fcN8mCfl1NSaTWhcrKK9tJ5Pa8lBx6zmN1JKHVIhpyjsTXDak0ETw04gnnUtuOucqxGFIucz2vG4qqRViz5r6+GwVgsil2lGm5xMWvdhtGQ7u3fOhq325aWL+1kxqr7wnMcS5SG9txWvfemeQ+U0isaV3GLWZ1M4CLbr6xdChwl4e6bvXClKrkmHRuJo3cTsktqm5TEk8c8K1k69TfwfkDzP3q/OjRehqwzOZ0tmcOq8B/gjOsWYN740bRg4tPxtypinDZCNxVUpYsupLJ/mh13uXXt+Y1hhXlzZpye0OQXZ9KOjERFHKg9rYE4GJIkvsqH4b53Yhdo4Ojt6ishTruqDIaNYETb3DvXR+rmG/TGqLuEMV30cZ9lWv1bpNXrkmT22tNqTf6+PIXvErL6/HNFIbPUMcLe9je/ZWn31SGwrPFgJDUmJIEVvy0Mow742JLNMYiaRWiD3Hjiw+W9XDjUOTztmmfR/TxrvnQ1f7Kk9L03tmUtsCUkteWinl7UWS5IIVxjuDLBgf6s47jKpBamfDdUvYrznJmor0jDYIKiXDUnVnExbx7z+Vu1772ecHmwj30PLlesIk1/XLoWXDkHJzUj+x5JI8xug6e87Z1pznainxV1JCp6xnjOO8slkTi80XUpvVE+mqa2ntiUCqB08l50IK9bVRIqgZzGyaxvSIgJj1GM2S5l+LI7Uq+3LW2rW9w733A3hbEfMvE+uMfXv3++X60B330sgmLLg5/HjNJmCm4dX3hdTq64gSXZ0sErlUBDCJRCYRUD1btK7LJK/2QQ9P1j3FJlLbNBch9kDKN6oxTLV2M9qVEmf7yglc0c3mLanVEkQd99QKHDx4/bndp4VE1xSCbBNSrPqijWNSW7T6trQ/725aLSa1sxl2w9BbbedKCw8twvto0rD0M6TyPEjx9T8fmdp48d0v/JWpL5fv4wil3l+U0AclgUJCS3KBpzf4B06bJQtdK7KSbjm0dI7XwspTK7pWHJma+aeX/F+TjbqEYaKr4DxtXlzmC6nN6onMi6dNOz0sWBFPF1Krry1IBAW5XEhxt06cn3/s+d95ef/Lv9yYn8BhSCwTQozMyJmLaB5Z5tC7q/c5SCxnUmuz4+2TKYPU7ltdG16zv970AjK6Qp3kkWd3RqJx1MREttqHlt3IUcJKraKkViejRBAXLzlyX0+93p+V1I7Xao9JGVQ8SSzToyeS0j3FJpz1udAcFy05OkGhy10CNudj7cBqlvLu+dDVvvKAWESbeUtqVTiwTjoBsfPgDedsPV7eZ/bvJKBtQoqZ1BahppXow7ubVlmkNo5MUrkbSLmRyNKcUjQlhSC3n9R2rQzDjN9FiWzK1GI5tLwbcqb5HK824FxS2+wpDkjxLKml0mp0jYjtk5nKscQR/ON1c4/X1Y07w7updsJZu+svPqqmnDXUOA7b+UJqs3oiy9RDRWqJROr/VmNm9SqrtenndC3mfzcAqrAAFbKYidRSrVvtytLWYm7tEvHu98v1oTvOU7tvdc+BNfvHV6ZtUpLnMq02bbs2Peu4qoauTjRtkkdR+Z6kkjhJBFQ/u5oW6huXmMuW1Cq58VrPbinlRlO7rHhp8mxfDuAV2XQ+k1ophLiIwoIVoMoz2/3xe9eF2ZAnDt5wbuINjggr9UElgVKIb+MHkj21Rapuy/vy7qbVWlK7dCskbow/1xkfgiyHlq9zOW9bNqm18Y7KoWU3iaHDt5RNagM+ejzjb5CIKnio3z6Z6R6vn821bRueEQ6yWQdWKcQuFQp9nNRGSHR4xlYbo8m+KJxaP0+bx9pbcaY6bV5lPHTHjUeEL0yYVMrZ9CzYm0htnFf5zOEzBx8ffDz2N1StrRFubDeZywHcOKuLoCzY3VmIaRwZtxu20lLe/X6VYV9EoNK8eQ0vpRCH19THA2++Il22dVmrrCXkqVb1XBUBtCG1ak06BnHt9LWbvleyNqRWPwsd520eX92zVULeyKTWXvtc7ct+pGIlMz3wFDt0Yb3lyn7c5KEVOEizodBjNSv1fRoRDWWMxDdKmgtbeXEdefeDVxw0jZ46BiN6KWOTubu1pHb5OsiZx+YkA5qFNzYEOSSEuc/b6mVgZsu7FJuUSm5b2lTbOqpzAYGfJeY/aw2pDc/VzpZMuj9PhuUoUY/x8M550SBnzxXTA97s/XN2/BHC3JYYR8+sZz0/G2fv84nUkkdydHA01layekdd7p0mUhvnVU7zNFN/eoIYm7kRwY+SYFtSSwR7BjPByxnbNjZzqoBMx/x+2WLl+tAd76kNSO1FtXo99iVLvVY7e0aCkuE9sGZ//Wyd1JZImGwhcZajs6zK45qH1OoYpJHWuHGSJm9JagfVnsWRWhXGXOIesX05a18xHTCpDRwL4qLgyVrzuDbO1QKXT9xw7k1xcDdkUry1EfI8Io5MbZi4adMhm/O4xWyxVS/eGaTVqrMJdQRGx3Vy4cqJ63899TyiK6l9/MF7rv/HvU+fuGXLlst0KJM8pHLb0kNi+2TjrFoTgYohnEQaxfbJ1FCwtC08TmrDeq1hDdls2x4vnUT+EohUS3RHzSkk07kzLEdr3oqhycYDnhxaulUMTTbdD+PDzWeTRuUntcu7Xc7T0q7NJ1IbJkyKtZXe4d6tY4Njsb9hrrYQ9WoaSW3Eq0zJn6gUT1Lpn6C/0NtqmqtOQqPhyuq7NK8w9U8Emzy7TGpNaLf/+7JILYBdSedqlcdPr5UaencTiXD7kbKfgX5GWCWBWrT4SFAqK46wRntukqn1HEo6x0ph3oAM7CwL0UwiyvpZ6DhSG7x8qPUcUt51e0SsJVvyG289mwIEXe2rgCnk6mLekNooiTSddTV9T2jHyahMx/Q9eXmbz+wG4VAjB68/t9/mPG6uHc3XyDuDzAdDaquOwKhBaqU8b+Iz//vutBW5ktpjnz7937+y7IN/deEfXPmhRFKrJRyic7Vi6PCmWNkYwhkmC+onD69qk4EkaSV2ulQfhSWlinpp4xIiJYXWlqCbQZfqXG1SyK/tuLFh1QJBfdjUPYyEO2c8F1u4fXU6qf3C/V+4dWp86tgll1zS9NIouo+Rmq1zQpDLCqdVhFQRwOjfceMqzyt5lUl+WkzfJ6Vcl0TK087SElHVSwjZkFoTFqbvbW2ognKF21e71+j60J3kqU2rg6qy8QqIy3v2jwcviugcas/+eiPKr924uI6vztV2CWyQwI2UzCl6XnhfrWdEzyisxtQJqjrHGuf5tg09jq4lmdT2HOgScjvJ62d7o/PpqY83PX+4YqW1Z/sqEEyXruYNqdVJZJRoxoUY6zJJ52abZI5OrcCSEzZJKam+XeoNTp3lzXrGtkTvrncG6WIUCW07AqPjnlpsn7j+XKq3mHi5kloiDT9bsOI/Xjpz+Aw9U24SmTB4+eYQzrBW6U5I+VEXUquf481CitOwSzuvSyHHkVDrlulORiKZuMSYpE/B/shtS58T2ydXJL3EaAovH1o6qHt5DTZZCkbHvfXFhp7b3F9cH7ov+MsLvvfWH731n21JbVwIsk4KXcJpoyHM5P0VQmwOCGnkEhB7RgdH18WNrTyvC+XC/gahDdvHeWv1PqJhyGo9cUS0b7hvROJ4GQ8agvo3hRYzqbWU3OqEAAAgAElEQVTR7GrIuNpXMqkF9HO1FLq69om9wcsi7fzshlq9TqWfYFMGqBqI2c1CP1erWkSJaXC2eMnR+4nYJpXIUV7tOM+3K6nVx4xmoKY500sHKTC4pj7euD/RfNSLCDskMkmV8vuVaQYFC7vaV8HTse5uPpHaRlKnrKSWIpPjEkbN8cICFO5p88YukMtKal28uwbPs3cGaW0B9oIdgVFjnwUeOHj9ucGZn6SrCFIbRzaTSW184qekLLXh5002ZUtKFbGEwEExNNldBLnRz3maklBFyGXLdKeIBEu0p0mZjJX3XE/gpZ1d3iOGJueQHEsTKwUjPQS9rHrISetzfSh481+8+bnB5we/bEtq47ydSWG4lnvSENMTPOke2bh+GvVhtSzCRCi70LWbQo2DNikhxUkeV5UMKy3kWc1H9+A25qiNqeYYnT+T2qya0T55V/sykNpGODF5Z3v2jwfn1W0z9rYPFfeR9fOuqre4EGFFbHXiqI9+vByPmNAzSieFB9vMXLUVAiNHjyzZQFmTk+ar6ueqfvWXEzZjZZQp5fcr4xwKFXe1r0Ink6GzeUVqFTmNJonSE0Qp7HIQ30TYY8OQc9Sttcm2nDQJJrUZrCJetCNuWsdJrTh08Ppzmjxq0WUVSWr1uqZZwz6TCGdaiZik3aRMvOQ1piRTgYc3DGvWiNfl0TOhtpqhzvjazCuS5KplulNEgiXCI53UoglDbf8y17bVsC8FI20dhYWe2+qL60OBrZc1TS4ufDePx1Y/a2pav+q/yVsqMCEgDsV5dqP9qfZRYpoy71jdSQtdphq2o5tHm0pWqfEExMHRwVGbl9MmKKr0fSn21c4FutpXlNTq9Vd176Iq86N/n+UcaDsxyjN2nOczab1R4hgdz5Q5OSuOOiEmYhvWx21kbE4j4XmwyNCG7SsDWGWKzjdSGySFairjk5Dk6bQr7x2BFr4U9ap2b929XC5eOPvW2XAVSWqTvMamOTCpNSFk/L4jblpNIfEzoj8tC3KhpFara5qb1EbPZIZlX/SdMXlqg0y8omtDeA63W2U81jx2d0fP9Rp3PhSY9VLiIq2Wa2LJnEg5opbpDp2rdU2wlERqGzgJ0YRhkqfdFtdQrjSMEiMBwhcgGedpLe760F0pUhup3ZoGgiKfwZlZTN8fDQM2AaiR4pskjh89KJLU0hyi/VFINZUCEhC7RgdHZ+s2+3OVZl/tgsjVvqKkdrxWe4zOj86u57h3kYiUlAv6u7qmbw++F2JPkneyXVgUPW7Em3pG3uz9aaQ2K6GlNerzor+pDz3plMIhT9+OGLJ9OQJYVPMqkVpSCqov9zoA1wCwrbmXWNInJjy4Cbe08F8irZSluHFG8ejUCvqbOggI7ZKF9yG4AYo9OvltegDX2qjPbRJQJW2uTbZlU1v6Pmbd3hlkUQai9VNpjNR566QIg+6r/ro7mg3ZldRS+7O+8XY6Q964murQWmYbTgxXzkdq6X5A947g4SQmgRNlYE71YCfpTjQc2kSwO0V34tYb56nV5Jow7FhSG74A0c+DF3nfcH3o7nRSS1iaQpUV3kQw1XrV2Vrb9UfLQak+0zy1JBNDaimx3sakTMxF6kYb+qr071cePFztK0pqo4RJndukz/Xz3ElnSPOsoaptqkpqI9704OzzjASV1mu6mNS6a5arfbnPIF8PVSG1rwTwIwAfBPAMgHsBrKUXMxbLKoXUqnG1M4pUd3H2LZ5A49/i6NSKJI+tKQGV7ZnauLO7cWd807BiT62FJqWLVPqhQJ23Tia19waeB71sVRmktgnCDHVhDSSqiTSnbVPSWdemzzPMS41lE3KcMq9K604iqVVeaarjTXV+9UvDsINJ7ewLENG1oQxi6/pQoJOyNKKVFGIce640JHNENkcGR4KXtDaXiSBSH0meVNu2DTmBCSnleXqtWUPIdKp9RZJNHZSQTbrcSDi1q/c5SCxfiIUrRwZHUsuh2WBWMZmOuweZ8HO1LxOp1cJbJXlu85SgMa2hqt9H6sjm9tRqmZQbZ5TzJolSWEVfPsRhyKTWXbNc7ct9Bvl6qAqpfT+AtwBQpQso2+kiADsslpVIaumh/d1ffbbJk6T3Z0Mqbby9STJZSW33x+9dFxcuGte/zdz1tTKptdAkTUThpeFc6YcCdd5aD62n5dD8Sa/kAmyFlG/TX4aUSmrDBE22qLeW1DafCbWZ47wjtUNLJxoJtiIh1wFe4jiGHU5qaTUjYvtk0/lKG50wybg+FNgkeaK6qyqjrz4f3fOpwmlVf5QkiTIPR8+URtdjQ0bDNneTh7MwUjurXxOqXmwaYQ7Hz0Jqd0nIzVGs6G+Pk0TR8ir9+2WypbjvXe1LJ7VRD6Aabza8tUbPmI2rDYQpDzxObSL1anOT2gg5DvhG2aQ2roSQExh2jdm+7HAqXaoqpJZI7AyAz4Urfg+A9QCusEAgH6kVOBiXICo6XlZSK8JzjKdddc+EKQGVTkxjSFQwlaSzu0xqLTTDQaQTSS05YqPZt0kfZRcGAbmRvtPLUxVBamvfOv/DL506dPIcqIXYJYYOW59La2QrjnQUDR82hfzaeWqbz4TaqMkcUiuQJdNvx/3gqYRTKovz3PUfx7BTSG3AlbZPNn7zsp79ttETXcb1oZvq1O6c2NmoAR1HGhsJnAQOQ2KZGj8tnJeSJFHCJlPCKFtSS1mJyaua1F/fcN9E1DtKyZjUZyoxU9J4pnmaCFvU4x19CRANd7YYL6sqVEG+4+5BJtBc7Usntc3naY+PTGdphZhu1Emnb+YDqY2Qz9ykVu9HYedKaqN96noSradr0qECv2f7KhBMl66qQmo/D+BxALdopJaKJF9IiTjDz4j0xl20hth1pHlqp38++fWnb77gShN4p115zxNpMgdvOPeM0664+z6IBadATj9z8DMbN5D8ay+6+fx/u/2yr8W1VX1SW/W9/tmJp7956Qs/eGiSvvvFP/za3WLBop5oP3pb0xpoLif8wuuv1+Ui7SnTo2/hViZYGt8v/5ULTzn0939BYe+NK2aPKo1Rkp5O/fjp/7Zwxas3o2vhKcHiZqaeObhjU6Cjt95666UDAwM/GRgYSK1nmwQk2dc377q9dvWJX35fVOaxZ6evetPnfxar/0n9yW1L59ia2D4Z2Ij6Tv1t20e0fQCBxOSCaycHbBTkixtP7Ln47hfGo3M7766fD+yuvxjYqMVVad1Jm//3P/TS82kfo+tXGOqfm/bGgFNpGCXNscC5xy7ttttuu7S/v//H69ev326hI3NE6KH7A9//wB8eXXj0pfTl2OBY4/dCCfcO9wY288Obfzhw6mWnPqI+1//+z93/ueHZ3c8+o2SVTFx/+iSi8nrfh79/eFJ9T/30frH3vrGLx4L7SvRatX3V+YtPWxz8/qgxazfV/mjh8oWBx3Tq0NSu+tb6p5LGM80zfJFn/P2i/gmLkzedfF/afliMl2c7292mNPtq18Jc7UsjV2fsW12Lfc6bAp5ZCMz+dobXmv31OXbYLgzKHnd0de2+vv31i1yeD3VsCTv1twuOSftVP3b0qvMPHMj03FEQhmxfBQHp2k1VSC2FH78WwGfDBV0A4DXa3/Rx0lyJ7BpJbfTsq+6xsgExLcSYkvTMhn2KnQdvOCeoZ5Z2NWWoDZNJNZJAkWdtgbxdHJnaoCeqivanPMKmseh7Om8Z9eBFPL3evWWywUXJqCRLepuYpFyVxsgUURDFg/a/CE/tI488ctKH/v2KS+fgLbpWZs3Cmxbia+NVi/P2xiSKmp2q5blaVZonyQNsqWeV1h2bNZDHdu65WrtM0Db9m7xtln3EitkkIjNFAOQZvwhP0rbHtm06sODAG2n8qAdRDz1unAsNsxQrb6zeziacWa0zGtZM3lT6jryrkbEeGBscO1uvYxuHlfLWxpXridafjba38Jxa2RfNgUr19A733g/gbUl7ajFeHnVodxsrjNo9ySzju9qXzdnMuPnMF08trZ3Ch2v1+j/kzX5Mfeyr9YxAyuAepodzu+AYt3dt9NLS0ti+shhvibJVIbXvBHB7mLH0RQAPAvgkgG9YrN0q/DhaVkeIhSuj2WDTxpolDWIntBIDlPn44A3nBMmjgjONhhIqqv+4ZD7HP4uOoc+qOdOybQiyxZlc7wzSQm8aIqddde/wwevPaYTKUqZgKadURr2J8BxqpTGKnpnuvuIbm6QQX0/CoVBS++wVvwp0nQ3MbFLlbvKQBFtSS2tqCiMNy9jIoaVbIXFjk8WE4aYx4cNW9WqjtWmD7M5DSwfF0CTVxrO9Kq07Noto1P1tFm6Eu+fZ78i4pWIUFyJt86LEBpskGdeHbmr/lYe/svqexff8VxpjTrbeXb0H1LnTKKnV5xRbNzYlsVPcOV3K/kp9UokdfSyVVImSUu0d3JtYsUD1qa8heoa1rPBjhUXfcN8wlerpHe6lyJTYXBsCYs/o4GhY1sVl9yvXtlT7asdqXe0ridQqsmX6vh1rbtOYTrqTdl4573rU3uhENiTgWX6X8w4f184JoyInUlRfrvZV1Dyy9lMVUkvz/gSAT4ULuBYA/fA0HdBPWFwqqSVP0pYtW1QCqoB8Uj+2hFCNqUir7JKN8xXk/VVlfpLO0CZtSJSEaH/PORep+oh6m+fUzo0p25LkwSNPNaYxEiam8s4gsxiCyhxMbeLOMIc4Vw4jPbFYXCKwNO9tsaT2qmtU9liX85XHa8liD5HkaEbaRI9bSDLl0LLdkHIj1ZKNI53NGZDtztXO1qYVOyFn62XmJG+V050s9hGQmaHl68Lav7FNc+Ki91UqRp1Kah966KGTbnnJLUEkhH5ONroJNqQ2Wjc2MbFThCwT2SRvaqD/2tlZ5fm01aWo/P/f3tkA61GVef7fIXyoY0gQQYGtG5xxABEhZTJ+7FiCOjvOJCuMK+tg6RhKB0EXCGVJso7KZVy3EjPWJiguoKOhpmqRXbWCJisz62pWx++sBGTQUXe4dwrcKRQIWXFAkrxbz3u7b/r27X6fp885/fGe9/9WWYZ7nz59zu/8n779f8+XlCtm+QfrfzCc3VS29jZrt3IPk3bEWN+z/p4d5+w456IBBou+8BNDexSOOr/OrtDWtvcgzsSoB/U0V8H3pbvUtObOoNV+b67o+Ad6a6eMZYiR2o42haKp7bGm+2RqBdMJAJamx/tYsbVjatONn6p2EZ7auHubZepx3iRn/y6OIpc3fOGo8PAFozAyPGoabUmZM0ByR1pn74eWtbP6GDe3c/DcyP3KTbvOHwywYM2V9M+Jr93wul/cue0Lfap/XnNlX9aMMrWinc++8WRZtw6fNbXFL428TG02xTVZsqLsiJWiqT2ymdHxO2RTqsF1yx4FsBwjpj7nzJnpvFrPaceZXKLIr1E7VI+7qa36IsQn331furONbHxMbfF4mvy5sbILcpmBK54PmzejhX8PRz6tjDJTmcVnZjkb4a0YIbaMnJry67wd562Uo3rk/w9ifibOfPWzadDW9oxZnInROLXJN7/yRis7e1ZGFc+bmTvqqsyITcIZtSUa8NZOE6a24+nGRUzejPqWe7751VV7+mZqXTi0Y2pT01qy1nJY56rjeEY1yL4OMrk7efKp8+dHhdPR5uIa3uI0Wkv5fR2FdBGC6zXZcThyhuvKjbs2DLBwCqswOu1df7XjgRvfMv8CVzaF3PX+rtdlI8z50eWyHbUrviTZ/rmLTx7+8Q5uah3W00o9xKQCS2aS6f2y5m3RZzC9TM6HHq7NST8zSHA9Brguuf7A6VZDbY0b1klGanMfR/MWxR+8mExtycjzjGjINRfLrvN9KXAxtVKPoikt1m3U74vGUkZz8+tl8/8umtS67MpGerPR2sxgGs/TrZ1f2XRpjVXdNvU4vjajHrdlWDXf/MobrbJRw/zvZRfks39cPb2+76w86+etnaKp9TWkUl6PRmkFrzcjzz4KfrlvfgWvkLFAmlojqMy0Ds2M8TggrWjNdGbTm8W0ZIZWyqweLd51f/4cUq38rH7pTsg/0eob6+/n+jS5FYOF5xdKP8vmODJVe3Doqf8wu/Wi0zIGXZva4dmzuanwc/U6Mppf1ElJ38187uLn3Co/D2pq0/NNm9DKYHr5cgwOy2hs/jM3XT9ZcjoGh4froDXjqZna/O9pao+gHjUFWWNu0EOjLwXFPp9fI5zmuEU3hjYsCPF9KSia2lH3L1urKvFlU4zzo7Wj1ulm1+fXy+b/nY181uWSxZdtLlW29tZQvrN2aGoNdHsa4ptfmqmVZoc4fqan+OpUyzm/ijfJMb/1BX//I/Msj2I5PzzjzJmz/v5HsuNwXz7BGPWlQb751VU7Js7U+oLOj+qFKGtBGbkXLPl51brfqY279wFzu8nlpyDnp9HK70pNbeEe6X28ziHz5dD19WWckgQXAMnK4a7WSbIfg8HyUaOgdddo+7ZZph4v3LQMyK/xruz/3I03vnzFzb9z6rH/FNbUzk0F9m1f1fWVo4XJkZ14NYNlNbVlddDKrqh3NH/wSndBNnyRYNBDo4wG1y2TWQnHI53aLhuAzX0Z4r1eurJpvi8FvqY2O3+1rILFTZqymDo7JBv6dGRI1eZSUoeaOxA7a+ecHefsi3gdbZ6/MyPffm7qet/8oqk190ww7WTMfUdZO94UqgxcMEbmXmk40De/Gq5eZfE0tTXJ190QalTxRTM1HBEcHg0096kySnPTTY/eM2ds544Ryqag5o8qKq6znPvvxbsrc6R2bvOw/CcziGWj4keOcDpyRfumdnGdy+oges0dxfLY8MU+/ax6zrHfed8rVtwZ1tTW3hm4VgaWTEFedL1mPGlqayFfEFyxC7I6Om64Y6MvBYPp4/dgMHglkiVylur++U2vkiWrsn9rujG0YUGI70uBr6ktrqfNV64PpraKp3Y8UMl1ztoxTm+u2/V9jHdm1MfGSJ188+vvXvbyf0oeeeRkKatq0yKO1A57P5h2cqb29DN/9CP1bOm+ai/kM6ivbfTNr67aRVNbk3zZZkw1i5gPX2xql56eO0pm5A7NuemnlbslZzfKzE7ZDs4SQ1NbbRArdhUejvLkv4Ro09SWTz0u/xKkYMDvAHBhpovfOGbJ/lsvPGl7WFO7fGXd82nr5E/FFOQFRWjmpGxK8bBc+Sye3nyk7ASzyfQBlylPwV4K6rBqInZ+CnJuh2kZvXXkkq9io4xKzXjan9qXHK4cfV8Kykyt7NA7SGfpZPWSM2Tl/NXsv6sM67iYWgfejWrHoT59vCQ6Rr75ddff/M3mY6+8auMoU9vHjuygTsG0I6bWdz1tB+233DIYI8vN2ojxza826lh2D5rarsgXpwen63Sr1suWVbPGmtlhP2ejzCXrQTn9uAA4/0VA/suBvKHM71rdpqktm3qcfjlRms/zm5sB1xQ3wZIpyO+88F9e7pIGe/funS7ufuxSTt1rfDcsKjW11y3LjuqqPqOy4qggQ/2j+oNXNLEO5/aWIWuUUdkZxjL1OJl+bENT59X6vhRkpvaKK664KjOqsmPxQRxcsK581DTjKm0WjW+26VN++nHRLBt03lVIo9rpqlGB7xsdoxD5ddwlbxqeV+xzvEzgfupjccG0k47Ueq2n7SOgkKPZfWmfb3511Q6a2q7IZ6Y2W+OaJLfObl67vlFTW9jBOWfWaGpTGEVzWuyPvKHsztTumlsPWGHEiz+fN7WHk1XFzaVkCvLOa37vpS5pMLamtrCLsozsjlire3cyfaDa6NrABXspsN2u2ahAJrZYyUYZDaaXn4/B4QVHdSFZsiqZ3r9v4fnF5cdJuRD1fSnIm1q5fzZVNsS616KpfeGtL7z/3rfee3q+bBez7MIpwDWNaidA/fpQRHSMQudXHzqpp3UIpp0e7locCnkwRqEq5FuOb3753t/1eppaV3IBrss2nZJ1tPm1sNaiLSO1eZNW3ME5W2vJ6cdHph/rpvaIocyb2uKZwdY+dImr6vfqjcXm2pfWd27DnPQjU5D/7oN/uMKlHp2Z2uw825JKa1OP5ZK5qcaH92THA402tUFMTnR/8Fz0olzTKKOyaeuZVgpfaOxLrj+wKkT7fF8KiqY2q1NoU5vfcXhMdwNuVDshtNCDMqJj1FR+9aCv+laFYNpJTW1s62mlv4Ix6kvn++ZXV+2gqe2KfGE6cJIsPX1m82trLZyva2qzphY3jJpkU1tcnzrK1Balkje1mWlsUk7Z0U51TW2+TlMbd+0Ekpn8zsmuU6c7NLWyu/KGYbsWnltr3rDIsjZXireYZEOfR/cHz9DmuiGNM1o4Ijs39XgooTBnES9qr+9LgcXU1twleL6OmXmV0djDyeHrMMBKKSv7+RhNPY7yhbJu8hjiG88vQx2ChjSVX0ErGUdhwbTTw6N4QvVQMEahKuRbjm9++d7f9XqaWldyAa7LNp1y3VG5ODW2aNCqRn+LG0ZNmqnN7wpdXJ/aF1Objaov/CJi7tiewbFL59bUGY+Aykt15cZdG3A42ZOfhjxupnZoRNKNnZLp/TLyLMZkOAJdx4RWTzlecjpweKcY5jrljXgkRPcHL8Djr1hE44wWnD88vfw8mXo8qaY2G53Nd0Le1I7R1GOaWlsyNp5ftmqEi/J96a760ihcDaMpKZh27jvjzB0+59P2mGgwRn1po29+ddUOmtquyOfuO7Vp9w5ZT1u3KvmdbXMbG6XnMWJ2dvO60p1aixtGxWxqy3arHjXCXWpqy8/2nc+d/JrVma1rhy/Kvh8xnzNb1m0rmlok2IcBhms8s92X65jSBVPQ08LrXJ9vV1cjtWVsB9PH78RgcGEdE1ocucNgcPWQq6yxTacoB1hPy5duWzJ09lIw1EGCu/PT0W1VHh3l+1JQ9dJ9zo5zZgYYTMndXUdq5dqyacyWnZNDsAlcRmfaCdyOJouLjlFT+dVkJ4xp2cG008PzZUN1STBGoSrkW45vfvne3/V6mlpXcgGv8zkmKDuHNGdqd84d2zJ3fm1ZNWV0Un6XXfv43V++8Bd3bvtCwCZ1VtTijZ123T+7Zd3p+QqVmdpsvenslnVzR7ukH2GUPHHwvPnR0ZLzg4+M9lYzrwtEpgnPbll30Xw9hmcML/wM67xp10zVlxfaPcWUSkzII320ezb1+2x3W3dTO7dpUL5+YmyzkWDPekf3B8+TR9nlnTEann2MJbKR1HAGRB0NjeLg+1JQZWrzo6w0tcMe6Ew7DeRBU0VGx6ip/GqqA8a43GDa+dGZZ66M7HzarFuDMeqLTnzzq6t20NR2RT5335Wb7lxZdz1tdnk2WpuZWhnhk2NbRm1cdGS0bvc2WVt56JeP3vrAjW+pPVLcA3SLqpA3rFUjmYvPB04undm8dkfRSErh818A5ExlcWSzeMxPCC5Tm3Y/Ort57fwGTlVG3OcLkbhM7fLzMDh8Vx1D0tRRLiX9H90fvBAaL5TRGaPsywsXPQymq89l9n0pGDU9MhutpamlqTXmYmf5Zaxf7bAm86t2ZeK+IDrtNNBd0THyza8GGJuKpKk1Yep3UH60LjNYliml82bs8MEHZ7dedFqdVhbXfNa5tsnYgvmTjbdWautk818I5Kf8Sj2t03Xz63RDtC/bGVvMtmwQlR8pzsq39PGousRkaqWdsq42uf7AgpH2Ue13MTGOfRvdHzxHDqMu65zRKD1UHWM06ngj35eCUaY2v2OxT18Udzvm9GMfmr2+tvP8Ck2nyfwKXdcxLy867TTQH9Ex8s2vBhibiuzK1J4K4BIAHxnuXzr3EVFcA0DM1QcAWNcmyvWl7ejTmj9TbzgGFUfrpjbu2l+cRltVtKsZy0Ywh8Zvw87lM9suGm7Y0/WnakQzq9fi3yd3z25ZO1yjOsqoa+cHu3Ic2S9Jsl9Ga6c27borW0ebj6epXUhP1tUm04/NT9nWtEhTqxFq9fedvxSMOq92cN2y+5PrDwyXMQzym0xNH78jmX6sdJaL70uBtpGNjNb+YP0PSvdNsPZc2YZRcq3PCLD13gHjOtdOwLY0VVR0jJrOr6Y6YgzLjU47DfRBdIx886sBxqYi2za1xwA4G8C1AMTYXgDgEIBnA3gIwGUAHgSwO427z9CKiTe1RUZl02jDm9oja1XFdCUD3Foc5TT0XbCQ+Z2kK9aeVpla2U3YYsizY5Cq1ykfOQs2RKMW7tCcrqfNbVhlrfeoukQ3Uju9bEMyfWB+cy2tH2hqNUKt/r7zl4LBwvOPF5xXm24mdWkyfWDHYPr4bbnjgO5HguuFlPwuT8z3pUAztWJI71l/z4J7uvRYfuOp7HqaWheSvb6m8/wKTafp/Apd3zEuLzrtNNAX0THyza8GGJuKbNvUyrfKNwB4CYDvAJBRlcPpqO3LAFyV1lp2IRUDvNXQCpraAqTizrmjGLqOMGbHAsluv/O7/xoNoqFPa4dMbZwz2faR2uRuJIP9s5vXnW+5Wb69ZfGuHC1fNhxpU7Jd1kD7jtBm94zP1B45psXSpzS1FkqtxXT+UiBTiTHAp7MWD3fBXniG7YyM1majtrKeFoPD9wMYni+ejeRm1/u+FGimNlTPnLPjnG0DzO38LZ8xM7RS5c61E6ovGiwnOkbjkl8N9mlbRUennQbARcfIN78aYGwqsm1Tm1Xq9QCuBPDq1NTKH1Qxtx9NAy4GsCYd0dUaQlNbNLXv2X2e9WgZVzOWH7mcN10J9s1uXrdK67Amfp/WZw8wOF/Ob02QTA8Gg+EL6vya2U13rhwMDspL6PC8V8sIbVbXqWvveGD2wxdWrjt25aiZWtnwKztTNvs3TW0YBdHUhuEYqJRevBQsGK1NcGne5A7bmSTb5einuWOfFpvgPAvfl4K2TO3ZO84+L0FyF01tICX3s5he5FdINOOSXyHb3FFZ0WmnAY7RMfLNrwYYm4ps2tSKaZW1szLq+ucAfpozre/MmdqbAdwD4Mbc72UU9825Nbdiess+0obKNZSazMcAACAASURBVLW3337787Zu3fpBE40JDJrauOvHqfH77TrNH143t8HUBVkZcv3PP/vB1c9+w/v3upRZ5/752Kf/5kuWZfeUnz/10D9s+tmnr/p8Vq98nbLr0rN5zbd87ts+vuX//uU7N1Zd4MpRK+/gww/8x6XPOu29Gc+pa+/46uyHL5Rp+96fm2666crVq1c/4nOkzzjn1z+/b9kXjjsKZwrI5PoDtfRfE77MUBmO5vFTSaAXjL7/jme8ftVzjto8fI4cxoNHLxkuk1n0Eb38/NplW058Gv4o+2VRQ7fccsuVq1atenjNmjXD6cl1P/JScdttt7Xy9+uFO144/Dsgn3vX39tkLtTFYInvhXYsFe0wJjpG45RfHfZ7iFtHp50QUAplRMfIN78aYGwqsmlTKy+MZ6U1+VvxPOm/ZSQ2b2rF+J6SbhwlIW8C8Nzcf8vPquoqZneiN4oy9XRFkOsIY3FK7HzxCfZlmxqFGlEc1b5R043zI8jFjZbq1u3E12543aizfF05lrWt0KY75s4dnhtxzm/Q5dPvcm1s04/r8pCjXIDDezDAuXWOAqp7H06PNBHrzTfdhSnHpZUvmZosf4WGa26zC3y/6W5rpFbqW9wF2dRj/QnqjXb6g2RRTaJjNE751WNdWKoWnXYsja4ZEx0j3/yqyS9YeNOmtqqiRVP7GmC4lkl2oX0KwNcBvA/AFw0t5fRjA6SqEFczVmYmy+5R1zzWbYrJ1JYU6lCvkQ+tUOuKs3OHq1iGPEpp0k2tMM6MbTJ9YLgDdkOf6P7gNcCpN4wsphbJktPT9bR5FMM1t+NsasdwPa3g7o12GsiLUEVGx8j3pbvNL41CdWJH5USnnQY4RsfIN78aYGwqsitTKyNPb8ttFCWVlSmWH0prLVOVp3NTj0c1hqbW1NXlQXLGLQaYkvWa1nW4Veemtm1q58/ZLdw4M6xTG3fvAwbnBqqXYmqP3KvMMFvNqGx4JacLBarzSGXQ1M7hEWObTO9v8kiq6P7geTxyqi7tDaPCLsjl9S1bbzs3jX3+b6rvS0GbL91jej5t1je90U4DeRGqyOgYjVN+herEjsqJTjsNcIyOkW9+NcDYVGRXpraqcicAWJoe72NqQGp8Of3YSqsQJ9NZZUddINledVxNsejF56bO7crbhhHL7jFqpHh+Y6gNO5cPjl36aKB6jXxo5Y1+kiSXzmxeu+CojaodqVduunPlzObXzq+3tLTLsasXXUZTG4qkWk50f/DUFtcP6A2j4gZQpU1JklsxGLy1+Dua2vodH+CK3mgnQFuaKiI6Rr4v3W1+adRUp7ZUbnTaaYBbdIx886sBxqYi+2ZqTZUuBHGk1oVaek1utHNGjsSxFFU0XvkdeovXO0zzraxCdhatNkU3X0CpSUwwO7t5Xelo6Ij2qw+t3L2GLMXoZjssV50dnLWp1KznzqWV34dkKeXR1FrUHiRG1U6Qu4x3Ib1iZJiCLF9ErSxOQx5XUzve0uH0Y0P/9Sq/DPVVQ3xfumlqVcRZQHTaMbfcHhgdI9/8sqMLG0lTG5bnWJZWd11t0SjObWC0S75cWPQJacRyZ9Gap+iW1atsJNXQcepDK3+vIZNNu+5Knjh4gRjbqU27H53dvHZF8T5Tm3bvmN28dn2pqcXCEfCQLGlqDT0eLkTVTrhbjW1JvWJkMLVD0MUNo2hqO9Ffr7TTCQH9ptEx8n3ppqnVRZNGRKcdc8vtgdEx8s0vO7qwkTS1YXmOZWnjYGrzdSwz1VXgczsgz8raYTnD1mGUVopXH1qLTK0Y/QT7xNjKNOiydcuZUS8ztcURcJrasUwvk3bGtmXhKq7mV7hb6SUtMLX5GRPJkgswOPzVrASaWp1lCxG90k4L7XW5RXSMfF+6aWrNMopOO+aW2wOjY+SbX3Z0YSNpasPyHMvSQpjarOHFqcEuRiw/bTfbYCm/u3Bxneyoe8xflySXDgaDTzuO0pqMSamplSvTY44S4JqZLeu2yY+ytbRyTZIsPT1bV1sy2jvcyEuucWE5SpCcftxaukb3B68Bcr1itNDUputnE8wm0wdW5n+36Gif3LE+vi8FfOk2q6xX2jHXut3A6Bgxv1oTUHTaaYBcdIx886sBxqYiaWpNmOIOcjW1VSYr21HZ1YgtmLa7cfe2JME+MaRVvaCa2nR0VurlOErrZ2qPVPyO2S3rLpoztbvXy2ZSc6Y2uXQY8sRTO/OGPTuXNtuEi6Z2bPMwuj94DfRErxjNG1cZpZWd+Af4NJJkezL92IZFpnZ6mayvnYsB5o/18X0poKk1q6xX2jHXut3A6Bgxv1oTUHTaaYBcdIx886sBxqYiaWpNmOIOCm1q86O1LkZsWJ8j03bvSulXbuykmdpsdLa4KVPNXlUfWpUjtdmNkmR/tq42W0s719bhSNArkWA/BsOzmmV0dzhNOn9skQvLUW3kSG1NBbiHq9pxLzqaK3vFKGdqLwWW7BmeSZssWZVM799XYmrXJ9MHdmQ/z9bV+r4U0NSatd0r7Zhr3W5gdIyYX60JKDrtNEAuOka++dUAY1ORNLUmTHEH1VmjKiQsJnh+2m+N828zyrl1sPvmTV5JF1hMnufobP6u6kNLNbXiVVMeuU2vSjfYyk+THo58y/Tj+js2jxQuTW1rea1qp7Wa9PdGvWJUNKhydq1MPRZ8RVObIaWp7UxcvdJOZxRG3zg6Rr4v3fzSyKzU6LRjbrk9MDpGvvllRxc2kqY2LM+xLK1sh+Ayw7ggTtlwad7U5taRWuFU7aScv95iaCXec3S2nqkV85muf61qq6yrRbJ052Bw8H7rrtFylrBMwS6efWvlWRVHU+tL0Hx9dH/wzC23B/aa0WD6+B3J9GPDXco1UysxMlrr+1LAl26zeHqtHXMrmg2MjhHzq1nB5EqPTjsNkIuOkW9+NcDYVCRNrQlT3EFOphbJ9tktazdUkZnauGs/gOMBzK8j1ShazGxWhtXUaves8Xv1oTXq/Nzcfe5IkmSnrBG2mtpss6wadTWF0tSaMIUIUrUT4iZjXkavGQ2mlw2nGI9iXDS7vi8FNLVmRfdaO+ZWNBsYHSPmV7OCoamtxZf5VQtXc8E0tc2xHZuSXUxt2fE0+QZPbdy1E8CF8jOrAR13U5u1f2Q7kkTM/h0YDN5abWqTu2e3rJ1bW9vgh6a2QbgLi47uD14D5HrNaDC9fGUyvX+4DMBibDlSq5EK+vteaydoS90Li44RTa27GGpeGZ12arbfEh4dI9/8skBrIoamtgmqY1ZmlanNH60jTSquGR3VzJUbd20YAP9JYjQDbDKDhZtZjXLArjA/tOqY87L6JU8eXDGz7SIxv41+aGobxZsv3Kyd1mrUvxtFwejIBlNLVtz1uq9sOHTo0GDNmjXXu+DmSK2ZWhTaMbfWLTA6Rr4v3cwvs5Ci04655fbA6Bj55pcdXdhImtqwPMeytDITJsZqcNzSr85uXreqzHRqpjK/a2/+fNYqQMapu+nl7YxkFupqfmgt3jBq977kyafOL56vW8VCYxtKZDS1oUiq5Zi1o5YUb0AUjHJTkPfddeGeO2hqWxFsFNppmFR0jHxfumlqzYqLTjvmltsDo2Pkm192dGEjaWrD8hzL0kpHFhMMdx7OGyzLrsd5APldjPPmuAyS7AYs+zqNApjVpTiC3BJ080OraGqz+lpHcGlqW+rR9m5j1k57VerdnaJglF9Xe9eFe66nqW1FZ1Fop2FS0THyfemmqTUrLjrtmFtuD4yOkW9+2dGFjezC1K4F8D4A/whgO4Bvpk0SUVwD4DQAHwCwz9hUORKltB0yErV3794TLr/88quMZU1k2CizJQaraMqspkuuy0YntWsshk8ro+HOMz+0cmZ+eNZsVi+tjUPWm3avD73LcRUXjtQ2rJgjxZu101qN+nejKBjR1HYirCi00zC56Bj5vnTT1JoVF512zC23B0bHyDe/7OjCRrZtal8D4PMAXgfguQD+C4AzATwC4CEAlwF4EMBuAGcDuM/QXJpaA6RRIfkzZQdLBnflYxdtZqQc5VO8z6jzavMjriWG77F09+T5IsfN1ObPmpVGWEytZ1fWupymthYun+Do/uD5wKi4NgpGNLUNKEMvMgrt6M30ioiOke9LN02tWU/RacfccntgdIx888uOLmxk26Z2FwA5FuGzaTNuBvAtAE8CeBmAbET1agDHANhqaC5NrQGSampTs1o0XmLM5PiZ7PqiUdNuPeq82qlNu+5Knjh4gWyKVDwDF4NkJzAQHcg4/Kz8X37UU7tvA783P7Sqpmkrpvax2S3rljdQ78oiaWpbo23WTms16t+NomA0mF4myzbOFbycftyayKLQTsO0omPk+9JNU2tWXHTaMbfcHhgdI9/8sqMLG9m2qV0B4JcAngLwLwDsTY99eQmAwwA+mjbvYgBrAFxraC5NrQGSamrTc2enNu7eBwyGL2XpR46xmJ9CW3e0NLcL8h3JkwfX53f1HZq8dO3uwvol25PD2JGNGs8Za1nfW30uricCy+XeD62pTbtmMMBUxc3M5/laKmuJoam1UAoS462dILXodyFRMBpML1+OweFHaWpbFVsU2mmYWHSMfF+6aWrNiotOO+aW2wOjY+SbX3Z0YSObNrWvBnBJOur65wB+CuBYAOsB3ATgTwH8ZfrvewDcmDO1FwF4MwAxrfIR01v2kTZUrqm9/fbbn7d169YPhsUWV2lTG3f9+PG7v3zhL+7c9sOn/+ZLlj37De+XLxtKP7Nb1v12ndaf+NoNZz3j3NfcIdcMDv36h//4F68fnl0rH7lvWVlZXbLfyz2lHKlfnXsHjhVjr55TOeqep1x6w+uPPul5m4sx0r5T337T+gc/ebnMYmjtc9NNN125evXqR1avXj3tclMxxcwvEzlv7ZjuMt5B0TAaXLds+Fz7xKl/8dFVq1Y97HOkz2233ca/X7quo9GO3lTniOgY3XLLLVcyv5z1UOfC6LRTp/HG2OgY+eaXkVvwsKZNrayXPSut9d+m//9tAH8NQF6kZR2tfMT4ngLgI+l/vyldc5v996iGc6TWUxZT197xwOyHL5QNuoaf6mmybkfpVJ1vW7Hr8vzmSnV3W/bEoF0e5Ju4yjOB37P7vJmta62bo2l1Nf2eI7UmTCGCgmgnREV6XEY0jLJ1tZx+3JraotFOg8SiY+Q7ksSRWrPaotOOueX2wOgY+eaXHV3YyKZNbbG2/xnAwXRasayZPQrArwD8LgBZt3leOjX56+kOyV80NJem1gBpVMhp7/qrHQ/c+BYZPZ//5Hculh/md0GuezvzETeydnaQ7MymGcdsaocbcKXTketO6a7LvyqepjYUSbWc6P7gqS2uHxANo/xmUXvX/c9pn5Ha73znOydcccUV3L1/tJ6i0U79tDFfER0j35dumtrJ1Y655fZA5pedVaORbZraJenOx/PTT9OWyRTkTwJ4L4APpT+TqcoykptNPR4FgabWUyInvnbD635x57YvFIupGmGte7t8OcmTB1cMjlv6VTm3duGoZXI3gD2ylrbtEUtje4I8tPJGXY7vkU24aGqNPTC+YUG0M77NN9U8GkY0tab+DhkUjXZCQimUFR0jmtoG1bKw6Oi00wC56Bj55lcDjE1FtmlqLRU6AcDS3LRkyzU0tRZKDt90hzO1uc2n0o2hFu2q/OTBFTj66JU9NbRCL8hDqzj6LKO1Xe3qzJFa/8QxlhBEO8Z7jWtYVIwyY8uR2lbkGJV2GiIWHSPfl26O1JqVFp12zC23B0bHyDe/7OjCRvbN1Lq0jqbWhZrhm7hQpnY4lfm4pXLURX7n3/ldlbsaqayJrZGHlozWzmxe2+oGUVm7aWprKsA9vBHtuFenl1dGxSg/Wptcf8Dp7yxfus06jUo75lbXC4yOke9LN/PLLKDotGNuuT0wOka++WVHFzbS6Y9t2Cp4l0ZT642wfBQylKmV6k1t3L1t/tzZQn0n2dT6d517CTS17uxqXhndH7ya7beER8WIptbS5cFiotJOMCqGL64bulcrxfq+dNPUmruJ+aWjio6Rb37pyJqJoKlthuu4lVqakCFN7cr37D4vO3e2CIemthu50NS2xj26P3gNkIuOke9LAV+6zSqLTjvmltsDo2PE/LJ3vmdkdNrx5FF2eXSMfPOrAcamImlqTZiiD6owtUfWwoYwnlVHBYUou4Ueiu6hRVPbgmrmbhGddhogFx0j35cCmlqzyqLTjrnl9sDoGDG/7J3vGRmddjx50NQ2ADBUkTS1oUiOdzmlD625Y32O3gMMzg1hPGlq+yUSmtrW+oMvBTrq6BjxpVvv9EAR0WknEJd8MdExYn41oJLyIqPTTgPkomPkm18NMDYVSVNrwhR9UGVCZsZ2dstaOUPY+7PI2CaY7Wr335qNie6hRVNbUwHu4dFpxx1F5ZXRMfJ9KeBIrVll0WnH3HJ7YHSMmF/2zveMjE47njzKLo+OkW9+NcDYVCRNrQlT9EEjE1KM7cy2i/aHoFA0tXK0T1e7/9ZsT3QPLZramgpwD49OO+4oaGqt7GhqraQ4vd9AKrpnkO9LN/PLoJq5kOi0Y265PTA6Rr75ZUcXNpKmNizPcS2t9YQcmtvxGaWN8sFOU9tauraeX621LNyNomPk+1LAl26zuKLTjrnl9sDoGDG/7J3vGRmddjx5lF0eHSPf/GqAsalImloTpuiDWk9IMbVjNEpLU1uSAmKK9+7de8Lll19+VfQZ4tfA1vPLr7qdXB0dI9+XAppasw6j04655fbA6Bgxv+yd7xkZnXY8edDUNgAwVJE0taFIjnc5rT+0pjbtmhmTtbRZz7bOqGlJcaS2acLz5UennQbIRceIL90NqKS8yOi00wC56BgxvxpQCfPLFSrzy5Vc4OtoagMDHdPiWk/IlZt2rx+TtbQ0tRWi5kitOdtbzy9zzfoTGB0jvnS3Jq7otNMAuegYMb8aUAlNrStU5pcrucDX0dQGBjqmxUWXkA30Q3SMOFLbgEr4UuAKNbr84ku3qxRqXxeddmoT0C+IjhHzS+/0QBHRaScQl3wx0THyza8GGJuKpKk1YYo+KLqEbKDHomNEU9uASmhqXaFGl1++LwVcU2uWUnTaMbfcHhgdI+aXvfM9I6PTjiePssujY+SbXw0wNhXZtqmV+/0JgDcC+AmAGwD8n7SmIoprAJwG4AMA9plaAAwAlLaD0yONBLlluwVUdA8tmlpLtweJiU47QagsLCQ6Rr4vBTS1ZpVFpx1zy+2B0TFiftk73zMyOu148qCpbQBgqCLbNrWXA/iz1NS+AsC/A/ACAMcBeAjAZQAeBLAbwNkA7jM0lKbWAEkJ4UNLZxgdI5pavdMDRUSnnUBc8sVEx4gv3Q2opLzI6LTTALnoGDG/GlAJ88sVKvPLlVzg69o0tXKvLwL4cwDfBXBUalpfBuD3Acj/Z0eDXA3gGABbDe2lqTVAoqn1hhTdQ4um1lsT1gKi04614TXiomPEl+4ave8XGp12/HCUXh0dI+ZXAyqhqXWFyvxyJRf4ujZNrVRdjKzc8w8ArElHbGVE9l0ADgP4aNq+i9PfX2tor2pq16xZ87ChnIkN+d73vvcsMhrd/TEyGgwGw/xfvXr1tIv4s+n91M7kacdFL6OuiTG/kiRJDh06NFizZs31Lrzkpf273/3uCcwv5peLfvLXML8WE2R+2VQVo3ZsLbdHxcjI9++XnV7YyKZN7asBXJKOusoI7U8BLAUgpvV3AbxB3qkBvA/APQBuzJnaiwC8GXNrZuWT/X8ZgZFrasMiY2kkEA+B1atXP+JrauOhwZaQQFgCL37xix92NbXZl0Zha8TSSCAeAsyvePqSLekfAZ/86qo1TZvaMwGclTbu2wAuAPB5AE+kP7sNwJ0Afg3gFAAfSX/+JgDPzf23/HhJBSQxu6MMb1dseV8SIAESIAESIAESIAESIAESIIGGCTRtavPVF1P6tXQ0VszsswHsAfA2AL8B4NMAzgPwFICvp6O3sgaXHxIgARIgARIgARIgARIgARIgARIoJdCmqZUKvBjA3lxNZEqy/O8QgPcC+FD6O/mZrPPjCCyFSwIkQAIkQAIkQAIkQAIkQAIkUEmgbVMrFZFdjVekU5AfK9TshHTNrRzvww8JkAAJkAAJkAAJkAAJkAAJkAAJjCTQhalll5AACZAACZAACZAACZAACZAACZBAEAI0tUEwshASIAESIAESIAESIAESIAESIIEuCNDUdkGd9yQBEiABEiABEiABEiABEiABEghCYBJMLY/80aUiOuCmXKM5xcpI2uXzHGB+Mb90AnoE86ucEfNrcrWjt9wewfxazEpO5JBNSvnuM5nvPvbs0SOZXzqjViJ8XmZbqWCAm8gDq+qM2wDFR1HEYTJS+zFWRtIun+cA80uVDmLVjt5yW4To7yCAo2zhYxOVtcvn7w/zS+9uMSaxaUdvtT2C+VXOKjO1Pvlp74XxjIxVOyF7I1ZGIf5+heRsKsvnZdZ0gx4EyUvBJLTTBzUZ6fRiZeTbLt/rdfLjH0FG+kiAGJPYXi7l745vu6gdPf/5pRHzS1fJ4ojM1PL9sJpeiGeYS9+M0zWxMhrLdk1CMvOlQH88kNHkMvLte9/rdfLjH0FGfOl2VTG1o5OjqWV+6SqhqXVhNJbGxqWhHtfEymgs20VT66HkiC7li5PembEy8m2X7/U6+fGPICO+dLuqmNrRydHUMr90ldDUujAaS2Pj0lCPa2JlNJbtoqn1UHJEl/LFSe/MWBn5tsv3ep38+EeQEV+6XVVM7ejkaGqZX7pKaGpdGI2lsXFpqMc1sTIay3bR1HooOaJLZW2JvBjwU00gVka+L82+10+C5mLVTqi+k79D8r/YnkEhXgpo2HSVMb90U8v8Kje1skFdbGv59YyxR8T6bLYT0CNjZRTi75dOL3DEJJjawMhYHAmQAAmQAAmQAAmQAAmQAAmQQF8I0NT2pSdYDxIgARIgARIgARIgARIgARIggdoEaGprI+MFJEACJEACJEACJEACJEACJEACfSEQo6l9JoCnA3iqBPJSAD8HIOsAJ/lDRnrvk1E5I3KhdnQCegR1xPzSVUJGZORKgNpxJcdns06OjHRGnUTEaGpvAHDlCJrPAvBIJ7T7c1My0vuCjMoZkQu1oxPQI6gj5peuEjIiI1cC1I4rOT6bdXJkpDPqJCJGUysgrwHwNABbARxTIPt4J6T7d1My0vuEjMoZkQu1oxPQI6gj5peuEjIiI1cC1I4rOT6bdXJkpDNqPSJWU/tbANYC2N460fG5IRnpfUVG5YzIhdrRCegR1BHzS1cJGZGRKwFqx5Ucn806OTLSGbUeEaupbR0kb0gCJEACJEACJEACJEACJEACJNA+gVhN7YkALgDwIgBHAfgZgG8B+D43iZoXGRnp+UZG5YzIhdrRCegR1BHzS1cJGZGRKwFqx5Ucn806OTLSGbUeEaOpfT6AH6cG9jMA9gM4A8C7AXwKwGUADrVOul83JCO9P8ionBG5UDs6AT2COmJ+6SohIzJyJUDtuJLjs1knR0Y6o04iYjS1so72awA+VyAqx/zIaO0lAO7rhHZ/bkpGel+QUTkjcqF2dAJ6BHXE/NJVQkZk5EqA2nElx2ezTo6MdEadRMRoam8GsBPAlwpEpa3ys2kA3+6Edn9uSkZ6X5BROSNyoXZ0AnoEdcT80lVCRmTkSoDacSXHZ7NOjox0Rp1ExGhqXw7gGwA+DOArAH4J4OT07NpTAJwL4IlOaPfnpmSk9wUZlTMiF2pHJ6BHUEfML10lZERGrgSoHVdyfDbr5MhIZ9RJRIymVkCelU4zfgeAk9L1tR9LpyQf6IR0/25KRnqfkFE5I3KhdnQCegR1xPzSVUJGZORKgNpxJcdns06OjHRGrUfEamrzIOUsKWnnT1qnOz43JCO9r8ionBG5UDs6AT2COmJ+6SohIzJyJUDtuJLjs1knR0Y6o1YiJsHUrgdwKoAPtUJ0PG9CRnq/kVE5I3KhdnQCegR1xPzSVUJGZORKgNpxJcdns06OjHRGrUTQ1LaCufc3YULqXURGfCnQVUJGZORKgNpxJcdns06OjJhfukrIiIxcCfTkukkwtecAWALg7p4w72M1yEjvFTIqZ0Qu1I5OQI+gjphfukrIiIxcCVA7ruT4bNbJkZHOqJWISTC1rYDkTUiABEiABEiABEiABEiABEiABNonEKOpfSaApwN4qgTnUgA/BzBoH3Wv7khGeneQUTkjcqF2dAJ6BHXE/NJVQkZk5EqA2nElx2ezTo6MdEadRMRoam9Iz6StAvosAI90Qrs/NyUjvS/IqJwRuVA7OgE9gjpifukqISMyciVA7biS47NZJ0dGOqNOImI0tQLyGgBPA7AVwDEFso93Qrp/NyUjvU/IqJwRuVA7OgE9gjpifukqISMyciVA7biS47NZJ0dGOqPWI2I1tXJm1FoA21snOj43JCO9r8ionBG5UDs6AT2COmJ+6SohIzJyJUDtuJLjs1knR0Y6o9YjYjW1rYPkDUmABEiABEiABEiABEiABEiABNonEKupPRHABQBeBOAoAD8D8C0A3+cmUfMiIyM938ionBG5UDs6AT2COmJ+6SohIzJyJUDtuJLjs1knR0Y6o9YjYjS1zwfw49TAfgbAfgBnAHg3gE8BuAzAodZJ9+uGZKT3BxmVMyIXakcnoEdQR8wvXSVkREauBKgdV3J8NuvkyEhn1ElEjKZW1tF+DcDnCkTlmB8Zrb0EwH2d0O7PTclI7wsyKmdELtSOTkCPoI6YX7pKyIiMXAlQO67k+GzWyZGRzqiTiBhN7c0AdgL4UoGotFV+Ng3g253Q7s9NyUjvCzIqZ0Qu1I5OQI+gjphfukrIiIxcCVA7ruT4bNbJkZHOqJOIGE3tywF8A8CHAXwFwC8BnJyeXXsKgHMBPNEJ7f7clIz0viCjckbkQu3o4CydnAAACw9JREFUBPQI6oj5pauEjMjIlQC140qOz2adHBnpjDqJiNHUCsiz0mnG7wBwUrq+9mPplOQDnZDu303JSO8TMipnRC7Ujk5Aj6COmF+6SsiIjFwJUDuu5Phs1smRkc6o9YhYTW0e5CsBPAPAf2+d7vjckIz0viKjckbkQu3oBPQI6oj5pauEjMjIlQC140qOz2adHBnpjFqJmARTux7AqQA+1ArR8bwJGen9RkbljMiF2tEJ6BHUEfNLVwkZkZErAWrHlRyfzTo5MtIZtRIxCab2T9MpyDS11ZIiIz3dyKicEblQOzoBPYI6Yn7pKiEjMnIlQO24kuOzWSdHRjqjViImwdSuALAEwMOtEB3Pm5CR3m9kVM6IXKgdnYAeQR0xv3SVkBEZuRKgdlzJ8dmskyMjnVErEbGa2lcAuBrAv0kpPpROP94BgBtFtSKtsb+JnGv8ZwDeC+C/Abgi/WLkuPQc5N8H8OjYt9KtAcwvN2686ggB5le1GphfzBRfAswv5pevhnh9NQHmV0/VEaOplQXbe1ITcheAX6VH+lwG4MUAXgjgn3vaH21V65kAJCmfKrnhUgA/BzBoqzI9vc+lAN4H4C0ALk618yoAwuduAC+dUFPL/NIFy/zSGTG/yhkxv3TtML90Rswv5peukvII5pdOjvmlM+okIkZTezuAbQC+VSAqbf0ygE0AvtcJ7f7c9Ib03N6qGj0LwCP9qW7rNRGtfDE1tfvS6etfA7Al3UX7vgk2tcwvXY7Mr9GMmF/VfJhfzC+dAPPLlRHzSyfHv1/ML10lPY2I0dR+IDVkci5t/rMsNbWyoFtG2ib9cw2ApwHYCuCYAozHJx0OAHmw3wPgkymLc1JDe0F63vH5EzpSy/yyJQfzazQn5lc5H+YX88tGgPnlwon5ZaPGv1/ML5tSehYVo6k9HcA/pJzlxekXAF4A4I8BiNGVtbaHe9YPXVTntwCsBbC9i5uPwT2Fz08APADgRamBlXW1Hwcga7TPnFBTy/yyiZf5NZoT86ucD/OL+WUjwPxy4cT8slHj3y/ml00pPYuK0dQKYhmBXANARtfk348B+AYAmTbKDwlYCciOdmcB2Avg1+lF8gWJrKf9TLpe21pWTHHMr5h6s7u2ML/K2TO/utNkTHdmfjG/YtJz39rC/OpbjwCI1dRy90hdbGRERjqB8ghqRydHRmSkE2B+kZErAf06PoOYX7pKyIiMXAn08LoYTS13j9SFRkZkpBMoj6B2dHJkREY6AeYXGbkS0K/jM4j5pauEjMjIlUBPr4vR1HJ3O11sZERGOoHyCGpHJ0dGZKQTYH6RkSsB/To+g5hfukrIiIxcCfT0uhhNLXe308VGRmSkEyiPoHZ0cmRERjoB5hcZuRLQr+MziPmlq4SMyMiVQE+vi9HUcnc7XWxkREY6gfIIakcnR0ZkpBNgfpGRKwH9Oj6DmF+6SsiIjFwJ9PS6GE2toObukbrgyIiMdALlEdSOTo6MyEgnwPwiI1cC+nV8BjG/dJWQERm5EujhdbGa2hMBXJCeL3oUgJ8B+BaA7wMY9LAfuqgSGenUyaicEblQOzoBPYI6Yn7pKiEjMnIlQO24kuOzWSdHRjqj1iNiNLXPB/Dj1MDKWaL7AZwB4N0APgXgMgCHWifdrxuSkd4fZFTOiFyoHZ2AHkEdMb90lZARGbkSoHZcyfHZrJMjI51RJxExmtrtAL4G4HMFok9PR2svAXBfJ7T7c1My0vuCjMoZkQu1oxPQI6gj5peuEjIiI1cC1I4rOT6bdXJkpDPqJCJGU3szgJ0AvlQgKm2Vn00D+HYntPtzUzLS+4KMyhmRC7WjE9AjqCPml64SMiIjVwLUjis5Ppt1cmSkM+okIkZT+3IA3wDwYQBfAfBLACcDuBLAKQDOBfBEJ7T7c1My0vuCjMoZkQu1oxPQI6gj5peuEjIiI1cC1I4rOT6bdXJkpDPqJCJGUysgzwIg04zfAeCkdH3tx9IpyQc6Id2/m5KR3idkVM6IXKgdnYAeQR0xv3SVkBEZuRKgdlzJ8dmskyMjnVHrEbGa2lcBWAvgfwO4Pd0YaimAqwHItAEZvZ30DxnpCiCjckbkQu3oBPQI6oj5pauEjMjIlQC140qOz2adHBnpjFqPiNHU/iGA3QDeC+Dt6ejstQCeAeBH6TE/j7ZOul83JCO9P8ionBG5UDs6AT2COmJ+6SohIzJyJUDtuJLjs1knR0Y6o04iYjS1twG4CcD/ArAMwE8A/Kt0x+N7AbwUwKSbWjLS042MyhmRC7WjE9AjqCPml64SMiIjVwLUjis5Ppt1cmSkM+okIlZT+4l0kyiB+nsAtgH4HQDfBHA+TS0kIclodMqRUfVLAbVD7fj+wWJ+Mb9cNUTt6OTIiPmlq4SMyMiVQE+vi9HUvhLAHgDXpTsgPwngMwD+LYCHAJxJUwsy0hOSjMoZkQu1oxPQI6gj5peuEjIiI1cC1I4rOT6bdXJkpDPqJCJGUysgVwP41wC2pptCHQvgTQD+BMAfAdjfCe1+3ZSM9P4go3JG5ELt6AT0COqI+aWrhIzIyJUAteNKjs9mnRwZ6Yxaj4jV1LYOkjckARIgARIgARIgARIgARIgARJonwBNbfvMeUcSIAESIAESIAESIAESIAESIIFABGhqA4FkMSRAAiRAAiRAAiRAAiRAAiRAAu0ToKltnznvSAIkQAIkQAIkQAIkQAIkQAIkEIgATW0gkCyGBEiABEiABEiABEiABEiABEigfQI0te0z5x1JgARIgARIgARIgARIgARIgAQCEaCpDQSSxZgI3ADgZACXAHgegDMA/A8AvzZdzSASIIFRBJhf1AcJNEeA+dUcW5ZMAswvasCbAE2tN0IWUIOAPLRWArgoPS/446m5fbxGGQwlARIoJ8D8ojJIoDkCzK/m2LJkEmB+UQPeBGhqvRGygBEElgLYBOCDAD4K4NUA7gXwMQCfBXASgM8AeDsAGltKiQTqEWB+1ePFaBKoQ4D5VYcWY0mgHgHmVz1ejDYQoKk1QGKIM4GrAWwDsDUt4T0A/iuA9wP49wDWA7gCwKc4BdmZMS+cXALMr8nte7a8eQLMr+YZ8w6TS4D5Nbl931jLaWobQzvxBcu3cHsAPJJONT4M4MvpiKxMP14H4BMATgfwq4mnRQAkUI8A86seL0aTQB0CzK86tBhLAvUIML/q8WK0kQBNrREUw2oTOBrANwDcD+CPAQwAfDKdciym9vUAbgTwfAAHapfOC0hgsgkwvya7/9n6Zgkwv5rly9InmwDza7L7v7HW09Q2hpYFA5gGcB2AN6amVqYey/9k92MxtTLt+A8AfDP9PaGRAAnYCTC/7KwYSQJ1CTC/6hJjPAnYCTC/7KwYaSRAU2sExTAnAisA/DWANbmrM1P7qvQ4n/+X7ogs05T5IQESsBNgftlZMZIE6hJgftUlxngSsBNgftlZMdJIgKbWCIphXgROSKcYHyyUchQAWVvxpFfpvJgEJpsA82uy+5+tb5YA86tZvix9sgkwvya7/4O2nqY2KE4WRgIkQAIkQAIkQAIkQAIkQAIk0CYBmto2afNeJEACJEACJEACJEACJEACJEACQQnQ1AbFycJIgARIgARIgARIgARIgARIgATaJEBT2yZt3osESIAESIAESIAESIAESIAESCAoAZraoDhZGAmQAAmQAAmQAAmQAAmQAAmQQJsEaGrbpM17kQAJkAAJkAAJkAAJkAAJkAAJBCVAUxsUJwsjARIgARIgARIgARIgARIgARJok8D/B3qBg/kKvi64AAAAAElFTkSuQmCC"
     },
     "metadata": {
      "jupyter-vega": "#b8bb5d56-5bc1-456b-97a0-8a30361d3449"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "c = Chart(ts).mark_line().encode(\n",
    "    x='dt',\n",
    "    y='value',\n",
    "    color='kind',\n",
    "    column='kind'\n",
    ")\n",
    "c.configure_cell(height=200, width=200)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div class=\"vega-embed\" id=\"0ce25076-72c7-426f-8a91-5868d185957e\"></div>\n",
       "\n",
       "<style>\n",
       ".vega-embed svg, .vega-embed canvas {\n",
       "  border: 1px dotted gray;\n",
       "}\n",
       "\n",
       ".vega-embed .vega-actions a {\n",
       "  margin-right: 6px;\n",
       "}\n",
       "</style>\n"
      ]
     },
     "metadata": {
      "jupyter-vega": "#0ce25076-72c7-426f-8a91-5868d185957e"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "var spec = {\"data\": {\"values\": [{\"sepalLength\": 5.1, \"petalWidth\": 0.2, \"petalLength\": 1.4, \"species\": \"setosa\", \"sepalWidth\": 3.5}, {\"sepalLength\": 4.9, \"petalWidth\": 0.2, \"petalLength\": 1.4, \"species\": \"setosa\", \"sepalWidth\": 3.0}, {\"sepalLength\": 4.7, \"petalWidth\": 0.2, \"petalLength\": 1.3, \"species\": \"setosa\", \"sepalWidth\": 3.2}, {\"sepalLength\": 4.6, \"petalWidth\": 0.2, \"petalLength\": 1.5, \"species\": \"setosa\", \"sepalWidth\": 3.1}, {\"sepalLength\": 5.0, \"petalWidth\": 0.2, \"petalLength\": 1.4, \"species\": \"setosa\", \"sepalWidth\": 3.6}, {\"sepalLength\": 5.4, \"petalWidth\": 0.4, \"petalLength\": 1.7, \"species\": \"setosa\", \"sepalWidth\": 3.9}, {\"sepalLength\": 4.6, \"petalWidth\": 0.3, \"petalLength\": 1.4, \"species\": \"setosa\", \"sepalWidth\": 3.4}, {\"sepalLength\": 5.0, \"petalWidth\": 0.2, \"petalLength\": 1.5, \"species\": \"setosa\", \"sepalWidth\": 3.4}, {\"sepalLength\": 4.4, \"petalWidth\": 0.2, \"petalLength\": 1.4, \"species\": \"setosa\", \"sepalWidth\": 2.9}, {\"sepalLength\": 4.9, \"petalWidth\": 0.1, \"petalLength\": 1.5, \"species\": \"setosa\", \"sepalWidth\": 3.1}, {\"sepalLength\": 5.4, \"petalWidth\": 0.2, \"petalLength\": 1.5, \"species\": \"setosa\", \"sepalWidth\": 3.7}, {\"sepalLength\": 4.8, \"petalWidth\": 0.2, \"petalLength\": 1.6, \"species\": \"setosa\", \"sepalWidth\": 3.4}, {\"sepalLength\": 4.8, \"petalWidth\": 0.1, \"petalLength\": 1.4, \"species\": \"setosa\", \"sepalWidth\": 3.0}, {\"sepalLength\": 4.3, \"petalWidth\": 0.1, \"petalLength\": 1.1, \"species\": \"setosa\", \"sepalWidth\": 3.0}, {\"sepalLength\": 5.8, \"petalWidth\": 0.2, \"petalLength\": 1.2, \"species\": \"setosa\", \"sepalWidth\": 4.0}, {\"sepalLength\": 5.7, \"petalWidth\": 0.4, \"petalLength\": 1.5, \"species\": \"setosa\", \"sepalWidth\": 4.4}, {\"sepalLength\": 5.4, \"petalWidth\": 0.4, \"petalLength\": 1.3, \"species\": \"setosa\", \"sepalWidth\": 3.9}, {\"sepalLength\": 5.1, \"petalWidth\": 0.3, \"petalLength\": 1.4, \"species\": \"setosa\", \"sepalWidth\": 3.5}, {\"sepalLength\": 5.7, \"petalWidth\": 0.3, \"petalLength\": 1.7, \"species\": \"setosa\", \"sepalWidth\": 3.8}, {\"sepalLength\": 5.1, \"petalWidth\": 0.3, \"petalLength\": 1.5, \"species\": \"setosa\", \"sepalWidth\": 3.8}, {\"sepalLength\": 5.4, \"petalWidth\": 0.2, \"petalLength\": 1.7, \"species\": \"setosa\", \"sepalWidth\": 3.4}, {\"sepalLength\": 5.1, \"petalWidth\": 0.4, \"petalLength\": 1.5, \"species\": \"setosa\", \"sepalWidth\": 3.7}, {\"sepalLength\": 4.6, \"petalWidth\": 0.2, \"petalLength\": 1.0, \"species\": \"setosa\", \"sepalWidth\": 3.6}, {\"sepalLength\": 5.1, \"petalWidth\": 0.5, \"petalLength\": 1.7, \"species\": \"setosa\", \"sepalWidth\": 3.3}, {\"sepalLength\": 4.8, \"petalWidth\": 0.2, \"petalLength\": 1.9, \"species\": \"setosa\", \"sepalWidth\": 3.4}, {\"sepalLength\": 5.0, \"petalWidth\": 0.2, \"petalLength\": 1.6, \"species\": \"setosa\", \"sepalWidth\": 3.0}, {\"sepalLength\": 5.0, \"petalWidth\": 0.4, \"petalLength\": 1.6, \"species\": \"setosa\", \"sepalWidth\": 3.4}, {\"sepalLength\": 5.2, \"petalWidth\": 0.2, \"petalLength\": 1.5, \"species\": \"setosa\", \"sepalWidth\": 3.5}, {\"sepalLength\": 5.2, \"petalWidth\": 0.2, \"petalLength\": 1.4, \"species\": \"setosa\", \"sepalWidth\": 3.4}, {\"sepalLength\": 4.7, \"petalWidth\": 0.2, \"petalLength\": 1.6, \"species\": \"setosa\", \"sepalWidth\": 3.2}, {\"sepalLength\": 4.8, \"petalWidth\": 0.2, \"petalLength\": 1.6, \"species\": \"setosa\", \"sepalWidth\": 3.1}, {\"sepalLength\": 5.4, \"petalWidth\": 0.4, \"petalLength\": 1.5, \"species\": \"setosa\", \"sepalWidth\": 3.4}, {\"sepalLength\": 5.2, \"petalWidth\": 0.1, \"petalLength\": 1.5, \"species\": \"setosa\", \"sepalWidth\": 4.1}, {\"sepalLength\": 5.5, \"petalWidth\": 0.2, \"petalLength\": 1.4, \"species\": \"setosa\", \"sepalWidth\": 4.2}, {\"sepalLength\": 4.9, \"petalWidth\": 0.2, \"petalLength\": 1.5, \"species\": \"setosa\", \"sepalWidth\": 3.1}, {\"sepalLength\": 5.0, \"petalWidth\": 0.2, \"petalLength\": 1.2, \"species\": \"setosa\", \"sepalWidth\": 3.2}, {\"sepalLength\": 5.5, \"petalWidth\": 0.2, \"petalLength\": 1.3, \"species\": \"setosa\", \"sepalWidth\": 3.5}, {\"sepalLength\": 4.9, \"petalWidth\": 0.1, \"petalLength\": 1.4, \"species\": \"setosa\", \"sepalWidth\": 3.6}, {\"sepalLength\": 4.4, \"petalWidth\": 0.2, \"petalLength\": 1.3, \"species\": \"setosa\", \"sepalWidth\": 3.0}, {\"sepalLength\": 5.1, \"petalWidth\": 0.2, \"petalLength\": 1.5, \"species\": \"setosa\", \"sepalWidth\": 3.4}, {\"sepalLength\": 5.0, \"petalWidth\": 0.3, \"petalLength\": 1.3, \"species\": \"setosa\", \"sepalWidth\": 3.5}, {\"sepalLength\": 4.5, \"petalWidth\": 0.3, \"petalLength\": 1.3, \"species\": \"setosa\", \"sepalWidth\": 2.3}, {\"sepalLength\": 4.4, \"petalWidth\": 0.2, \"petalLength\": 1.3, \"species\": \"setosa\", \"sepalWidth\": 3.2}, {\"sepalLength\": 5.0, \"petalWidth\": 0.6, \"petalLength\": 1.6, 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\"sepalWidth\": 2.0}, {\"sepalLength\": 5.9, \"petalWidth\": 1.5, \"petalLength\": 4.2, \"species\": \"versicolor\", \"sepalWidth\": 3.0}, {\"sepalLength\": 6.0, \"petalWidth\": 1.0, \"petalLength\": 4.0, \"species\": \"versicolor\", \"sepalWidth\": 2.2}, {\"sepalLength\": 6.1, \"petalWidth\": 1.4, \"petalLength\": 4.7, \"species\": \"versicolor\", \"sepalWidth\": 2.9}, {\"sepalLength\": 5.6, \"petalWidth\": 1.3, \"petalLength\": 3.6, \"species\": \"versicolor\", \"sepalWidth\": 2.9}, {\"sepalLength\": 6.7, \"petalWidth\": 1.4, \"petalLength\": 4.4, \"species\": \"versicolor\", \"sepalWidth\": 3.1}, {\"sepalLength\": 5.6, \"petalWidth\": 1.5, \"petalLength\": 4.5, \"species\": \"versicolor\", \"sepalWidth\": 3.0}, {\"sepalLength\": 5.8, \"petalWidth\": 1.0, \"petalLength\": 4.1, \"species\": \"versicolor\", \"sepalWidth\": 2.7}, {\"sepalLength\": 6.2, \"petalWidth\": 1.5, \"petalLength\": 4.5, \"species\": \"versicolor\", \"sepalWidth\": 2.2}, {\"sepalLength\": 5.6, \"petalWidth\": 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\"sepalWidth\": 3.0}, {\"sepalLength\": 6.0, \"petalWidth\": 1.5, \"petalLength\": 4.5, \"species\": \"versicolor\", \"sepalWidth\": 2.9}, {\"sepalLength\": 5.7, \"petalWidth\": 1.0, \"petalLength\": 3.5, \"species\": \"versicolor\", \"sepalWidth\": 2.6}, {\"sepalLength\": 5.5, \"petalWidth\": 1.1, \"petalLength\": 3.8, \"species\": \"versicolor\", \"sepalWidth\": 2.4}, {\"sepalLength\": 5.5, \"petalWidth\": 1.0, \"petalLength\": 3.7, \"species\": \"versicolor\", \"sepalWidth\": 2.4}, {\"sepalLength\": 5.8, \"petalWidth\": 1.2, \"petalLength\": 3.9, \"species\": \"versicolor\", \"sepalWidth\": 2.7}, {\"sepalLength\": 6.0, \"petalWidth\": 1.6, \"petalLength\": 5.1, \"species\": \"versicolor\", \"sepalWidth\": 2.7}, {\"sepalLength\": 5.4, \"petalWidth\": 1.5, \"petalLength\": 4.5, \"species\": \"versicolor\", \"sepalWidth\": 3.0}, {\"sepalLength\": 6.0, \"petalWidth\": 1.6, \"petalLength\": 4.5, \"species\": \"versicolor\", \"sepalWidth\": 3.4}, {\"sepalLength\": 6.7, \"petalWidth\": 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\"sepalWidth\": 2.7}, {\"sepalLength\": 5.7, \"petalWidth\": 1.2, \"petalLength\": 4.2, \"species\": \"versicolor\", \"sepalWidth\": 3.0}, {\"sepalLength\": 5.7, \"petalWidth\": 1.3, \"petalLength\": 4.2, \"species\": \"versicolor\", \"sepalWidth\": 2.9}, {\"sepalLength\": 6.2, \"petalWidth\": 1.3, \"petalLength\": 4.3, \"species\": \"versicolor\", \"sepalWidth\": 2.9}, {\"sepalLength\": 5.1, \"petalWidth\": 1.1, \"petalLength\": 3.0, \"species\": \"versicolor\", \"sepalWidth\": 2.5}, {\"sepalLength\": 5.7, \"petalWidth\": 1.3, \"petalLength\": 4.1, \"species\": \"versicolor\", \"sepalWidth\": 2.8}, {\"sepalLength\": 6.3, \"petalWidth\": 2.5, \"petalLength\": 6.0, \"species\": \"virginica\", \"sepalWidth\": 3.3}, {\"sepalLength\": 5.8, \"petalWidth\": 1.9, \"petalLength\": 5.1, \"species\": \"virginica\", \"sepalWidth\": 2.7}, {\"sepalLength\": 7.1, \"petalWidth\": 2.1, \"petalLength\": 5.9, \"species\": \"virginica\", \"sepalWidth\": 3.0}, {\"sepalLength\": 6.3, \"petalWidth\": 1.8, 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{\"sepalLength\": 6.8, \"petalWidth\": 2.1, \"petalLength\": 5.5, \"species\": \"virginica\", \"sepalWidth\": 3.0}, {\"sepalLength\": 5.7, \"petalWidth\": 2.0, \"petalLength\": 5.0, \"species\": \"virginica\", \"sepalWidth\": 2.5}, {\"sepalLength\": 5.8, \"petalWidth\": 2.4, \"petalLength\": 5.1, \"species\": \"virginica\", \"sepalWidth\": 2.8}, {\"sepalLength\": 6.4, \"petalWidth\": 2.3, \"petalLength\": 5.3, \"species\": \"virginica\", \"sepalWidth\": 3.2}, {\"sepalLength\": 6.5, \"petalWidth\": 1.8, \"petalLength\": 5.5, \"species\": \"virginica\", \"sepalWidth\": 3.0}, {\"sepalLength\": 7.7, \"petalWidth\": 2.2, \"petalLength\": 6.7, \"species\": \"virginica\", \"sepalWidth\": 3.8}, {\"sepalLength\": 7.7, \"petalWidth\": 2.3, \"petalLength\": 6.9, \"species\": \"virginica\", \"sepalWidth\": 2.6}, {\"sepalLength\": 6.0, \"petalWidth\": 1.5, \"petalLength\": 5.0, \"species\": \"virginica\", \"sepalWidth\": 2.2}, {\"sepalLength\": 6.9, \"petalWidth\": 2.3, \"petalLength\": 5.7, \"species\": \"virginica\", \"sepalWidth\": 3.2}, {\"sepalLength\": 5.6, \"petalWidth\": 2.0, \"petalLength\": 4.9, \"species\": \"virginica\", \"sepalWidth\": 2.8}, {\"sepalLength\": 7.7, \"petalWidth\": 2.0, \"petalLength\": 6.7, \"species\": \"virginica\", \"sepalWidth\": 2.8}, {\"sepalLength\": 6.3, \"petalWidth\": 1.8, \"petalLength\": 4.9, \"species\": \"virginica\", \"sepalWidth\": 2.7}, {\"sepalLength\": 6.7, \"petalWidth\": 2.1, \"petalLength\": 5.7, \"species\": \"virginica\", \"sepalWidth\": 3.3}, {\"sepalLength\": 7.2, \"petalWidth\": 1.8, \"petalLength\": 6.0, \"species\": \"virginica\", \"sepalWidth\": 3.2}, {\"sepalLength\": 6.2, \"petalWidth\": 1.8, \"petalLength\": 4.8, \"species\": \"virginica\", \"sepalWidth\": 2.8}, {\"sepalLength\": 6.1, \"petalWidth\": 1.8, \"petalLength\": 4.9, \"species\": \"virginica\", \"sepalWidth\": 3.0}, {\"sepalLength\": 6.4, \"petalWidth\": 2.1, \"petalLength\": 5.6, \"species\": \"virginica\", \"sepalWidth\": 2.8}, {\"sepalLength\": 7.2, \"petalWidth\": 1.6, \"petalLength\": 5.8, \"species\": \"virginica\", \"sepalWidth\": 3.0}, {\"sepalLength\": 7.4, \"petalWidth\": 1.9, \"petalLength\": 6.1, \"species\": \"virginica\", \"sepalWidth\": 2.8}, {\"sepalLength\": 7.9, \"petalWidth\": 2.0, \"petalLength\": 6.4, \"species\": \"virginica\", \"sepalWidth\": 3.8}, {\"sepalLength\": 6.4, \"petalWidth\": 2.2, \"petalLength\": 5.6, \"species\": \"virginica\", \"sepalWidth\": 2.8}, {\"sepalLength\": 6.3, \"petalWidth\": 1.5, \"petalLength\": 5.1, \"species\": \"virginica\", \"sepalWidth\": 2.8}, {\"sepalLength\": 6.1, \"petalWidth\": 1.4, \"petalLength\": 5.6, \"species\": \"virginica\", \"sepalWidth\": 2.6}, {\"sepalLength\": 7.7, \"petalWidth\": 2.3, \"petalLength\": 6.1, \"species\": \"virginica\", \"sepalWidth\": 3.0}, {\"sepalLength\": 6.3, \"petalWidth\": 2.4, \"petalLength\": 5.6, \"species\": \"virginica\", \"sepalWidth\": 3.4}, {\"sepalLength\": 6.4, \"petalWidth\": 1.8, \"petalLength\": 5.5, \"species\": \"virginica\", \"sepalWidth\": 3.1}, {\"sepalLength\": 6.0, \"petalWidth\": 1.8, \"petalLength\": 4.8, \"species\": \"virginica\", \"sepalWidth\": 3.0}, {\"sepalLength\": 6.9, \"petalWidth\": 2.1, \"petalLength\": 5.4, \"species\": \"virginica\", \"sepalWidth\": 3.1}, {\"sepalLength\": 6.7, \"petalWidth\": 2.4, \"petalLength\": 5.6, \"species\": \"virginica\", \"sepalWidth\": 3.1}, {\"sepalLength\": 6.9, \"petalWidth\": 2.3, \"petalLength\": 5.1, \"species\": \"virginica\", \"sepalWidth\": 3.1}, {\"sepalLength\": 5.8, \"petalWidth\": 1.9, \"petalLength\": 5.1, \"species\": \"virginica\", \"sepalWidth\": 2.7}, {\"sepalLength\": 6.8, \"petalWidth\": 2.3, \"petalLength\": 5.9, \"species\": \"virginica\", \"sepalWidth\": 3.2}, {\"sepalLength\": 6.7, \"petalWidth\": 2.5, \"petalLength\": 5.7, \"species\": \"virginica\", \"sepalWidth\": 3.3}, {\"sepalLength\": 6.7, \"petalWidth\": 2.3, \"petalLength\": 5.2, \"species\": \"virginica\", \"sepalWidth\": 3.0}, {\"sepalLength\": 6.3, \"petalWidth\": 1.9, \"petalLength\": 5.0, \"species\": \"virginica\", \"sepalWidth\": 2.5}, {\"sepalLength\": 6.5, \"petalWidth\": 2.0, \"petalLength\": 5.2, \"species\": \"virginica\", \"sepalWidth\": 3.0}, {\"sepalLength\": 6.2, \"petalWidth\": 2.3, \"petalLength\": 5.4, \"species\": \"virginica\", \"sepalWidth\": 3.4}, {\"sepalLength\": 5.9, \"petalWidth\": 1.8, \"petalLength\": 5.1, \"species\": \"virginica\", \"sepalWidth\": 3.0}]}, \"encoding\": {\"color\": {\"field\": \"species\", \"type\": \"nominal\"}, \"column\": {\"field\": \"species\", \"type\": \"nominal\", \"title\": \"Petal Width v. Length by Species\"}, \"y\": {\"field\": \"petalWidth\", \"type\": \"quantitative\"}, \"x\": {\"field\": \"petalLength\", \"type\": \"quantitative\"}}, \"config\": {\"cell\": {\"width\": 300.0, \"height\": 300.0}}, \"mark\": \"point\"};\n",
       "var selector = \"#0ce25076-72c7-426f-8a91-5868d185957e\";\n",
       "var type = \"vega-lite\";\n",
       "\n",
       "var output_area = this;\n",
       "require(['nbextensions/jupyter-vega/index'], function(vega) {\n",
       "  vega.render(selector, spec, type, output_area);\n",
       "}, function (err) {\n",
       "  if (err.requireType !== 'scripterror') {\n",
       "    throw(err);\n",
       "  }\n",
       "});\n"
      ]
     },
     "metadata": {
      "jupyter-vega": "#0ce25076-72c7-426f-8a91-5868d185957e"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {
      "jupyter-vega": "#0ce25076-72c7-426f-8a91-5868d185957e"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "c = Chart(df).mark_point().encode(\n",
    "    x='petalLength',\n",
    "    y='petalWidth',\n",
    "    color='species',\n",
    "    column=Column('species',\n",
    "                  title='Petal Width v. Length by Species')\n",
    ")\n",
    "c.configure_cell(height=300, width=300)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "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>petalLength</th>\n",
       "      <th>petalWidth</th>\n",
       "      <th>sepalLength</th>\n",
       "      <th>sepalWidth</th>\n",
       "      <th>species</th>\n",
       "      <th>random_factor</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>5.1</td>\n",
       "      <td>3.5</td>\n",
       "      <td>setosa</td>\n",
       "      <td>B</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>4.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>setosa</td>\n",
       "      <td>A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>4.7</td>\n",
       "      <td>3.2</td>\n",
       "      <td>setosa</td>\n",
       "      <td>A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>4.6</td>\n",
       "      <td>3.1</td>\n",
       "      <td>setosa</td>\n",
       "      <td>B</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.6</td>\n",
       "      <td>setosa</td>\n",
       "      <td>B</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   petalLength  petalWidth  sepalLength  sepalWidth species random_factor\n",
       "0          1.4         0.2          5.1         3.5  setosa             B\n",
       "1          1.4         0.2          4.9         3.0  setosa             A\n",
       "2          1.3         0.2          4.7         3.2  setosa             A\n",
       "3          1.5         0.2          4.6         3.1  setosa             B\n",
       "4          1.4         0.2          5.0         3.6  setosa             B"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tmp_n = df.shape[0] - df.shape[0]/2\n",
    "\n",
    "df['random_factor'] = (np.\\\n",
    "                         random.\\\n",
    "                         permutation(['A'] * tmp_n +\n",
    "                                     ['B'] * (df.shape[0] - tmp_n)))\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div class=\"vega-embed\" id=\"ed60d909-19ff-4d94-a407-62608e4ee56d\"></div>\n",
       "\n",
       "<style>\n",
       ".vega-embed svg, .vega-embed canvas {\n",
       "  border: 1px dotted gray;\n",
       "}\n",
       "\n",
       ".vega-embed .vega-actions a {\n",
       "  margin-right: 6px;\n",
       "}\n",
       "</style>\n"
      ]
     },
     "metadata": {
      "jupyter-vega": "#ed60d909-19ff-4d94-a407-62608e4ee56d"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "var spec = {\"data\": {\"values\": [{\"petalLength\": 1.4, \"random_factor\": \"B\", \"sepalWidth\": 3.5, \"sepalLength\": 5.1, \"petalWidth\": 0.2, \"species\": \"setosa\"}, {\"petalLength\": 1.4, \"random_factor\": \"A\", \"sepalWidth\": 3.0, \"sepalLength\": 4.9, \"petalWidth\": 0.2, \"species\": \"setosa\"}, {\"petalLength\": 1.3, \"random_factor\": \"A\", \"sepalWidth\": 3.2, \"sepalLength\": 4.7, \"petalWidth\": 0.2, \"species\": \"setosa\"}, {\"petalLength\": 1.5, \"random_factor\": \"B\", \"sepalWidth\": 3.1, \"sepalLength\": 4.6, \"petalWidth\": 0.2, \"species\": \"setosa\"}, {\"petalLength\": 1.4, \"random_factor\": \"B\", \"sepalWidth\": 3.6, \"sepalLength\": 5.0, \"petalWidth\": 0.2, \"species\": \"setosa\"}, {\"petalLength\": 1.7, \"random_factor\": \"A\", \"sepalWidth\": 3.9, \"sepalLength\": 5.4, \"petalWidth\": 0.4, \"species\": \"setosa\"}, {\"petalLength\": 1.4, \"random_factor\": \"B\", \"sepalWidth\": 3.4, \"sepalLength\": 4.6, \"petalWidth\": 0.3, 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\"species\": \"virginica\"}, {\"petalLength\": 5.4, \"random_factor\": \"A\", \"sepalWidth\": 3.4, \"sepalLength\": 6.2, \"petalWidth\": 2.3, \"species\": \"virginica\"}, {\"petalLength\": 5.1, \"random_factor\": \"B\", \"sepalWidth\": 3.0, \"sepalLength\": 5.9, \"petalWidth\": 1.8, \"species\": \"virginica\"}]}, \"encoding\": {\"color\": {\"field\": \"species\", \"type\": \"nominal\"}, \"column\": {\"field\": \"species\", \"type\": \"nominal\", \"title\": \"Petal Width v. Length by Species\"}, \"x\": {\"field\": \"petalLength\", \"type\": \"quantitative\"}, \"y\": {\"field\": \"petalWidth\", \"type\": \"quantitative\"}, \"row\": {\"field\": \"random_factor\", \"type\": \"nominal\"}}, \"config\": {\"cell\": {\"width\": 200.0, \"height\": 200.0}}, \"mark\": \"point\"};\n",
       "var selector = \"#ed60d909-19ff-4d94-a407-62608e4ee56d\";\n",
       "var type = \"vega-lite\";\n",
       "\n",
       "var output_area = this;\n",
       "require(['nbextensions/jupyter-vega/index'], function(vega) {\n",
       "  vega.render(selector, spec, type, output_area);\n",
       "}, function (err) {\n",
       "  if (err.requireType !== 'scripterror') {\n",
       "    throw(err);\n",
       "  }\n",
       "});\n"
      ]
     },
     "metadata": {
      "jupyter-vega": "#ed60d909-19ff-4d94-a407-62608e4ee56d"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {
      "jupyter-vega": "#ed60d909-19ff-4d94-a407-62608e4ee56d"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "c = Chart(df).mark_point().encode(\n",
    "    x='petalLength',\n",
    "    y='petalWidth',\n",
    "    color='species',\n",
    "    column=Column('species',\n",
    "                  title='Petal Width v. Length by Species'),\n",
    "    row='random_factor'\n",
    ")\n",
    "c.configure_cell(height=200, width=200)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<br/>\n",
    "\n",
    "### Thing 4: Visualizing Distributions (Boxplot and Histogram)\n",
    "***"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div class=\"vega-embed\" id=\"33d04d87-40ae-424e-85ae-58780b7c36ba\"></div>\n",
       "\n",
       "<style>\n",
       ".vega-embed svg, .vega-embed canvas {\n",
       "  border: 1px dotted gray;\n",
       "}\n",
       "\n",
       ".vega-embed .vega-actions a {\n",
       "  margin-right: 6px;\n",
       "}\n",
       "</style>\n"
      ]
     },
     "metadata": {
      "jupyter-vega": "#33d04d87-40ae-424e-85ae-58780b7c36ba"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "var spec = {\"layers\": [{\"data\": {\"values\": [{\"petalLength\": 1.4, \"random_factor\": \"B\", \"sepalWidth\": 3.5, \"sepalLength\": 5.1, \"petalWidth\": 0.2, \"species\": \"setosa\"}, {\"petalLength\": 1.4, \"random_factor\": \"A\", \"sepalWidth\": 3.0, \"sepalLength\": 4.9, \"petalWidth\": 0.2, \"species\": \"setosa\"}, {\"petalLength\": 1.3, \"random_factor\": \"A\", \"sepalWidth\": 3.2, \"sepalLength\": 4.7, \"petalWidth\": 0.2, \"species\": \"setosa\"}, {\"petalLength\": 1.5, \"random_factor\": \"B\", \"sepalWidth\": 3.1, \"sepalLength\": 4.6, \"petalWidth\": 0.2, \"species\": \"setosa\"}, {\"petalLength\": 1.4, \"random_factor\": \"B\", \"sepalWidth\": 3.6, \"sepalLength\": 5.0, \"petalWidth\": 0.2, \"species\": \"setosa\"}, {\"petalLength\": 1.7, \"random_factor\": \"A\", \"sepalWidth\": 3.9, \"sepalLength\": 5.4, \"petalWidth\": 0.4, \"species\": \"setosa\"}, {\"petalLength\": 1.4, \"random_factor\": \"B\", \"sepalWidth\": 3.4, \"sepalLength\": 4.6, \"petalWidth\": 0.3, \"species\": \"setosa\"}, {\"petalLength\": 1.5, \"random_factor\": \"A\", \"sepalWidth\": 3.4, \"sepalLength\": 5.0, \"petalWidth\": 0.2, \"species\": \"setosa\"}, {\"petalLength\": 1.4, \"random_factor\": \"B\", \"sepalWidth\": 2.9, \"sepalLength\": 4.4, \"petalWidth\": 0.2, \"species\": \"setosa\"}, {\"petalLength\": 1.5, \"random_factor\": \"B\", \"sepalWidth\": 3.1, \"sepalLength\": 4.9, \"petalWidth\": 0.1, \"species\": \"setosa\"}, {\"petalLength\": 1.5, \"random_factor\": \"B\", \"sepalWidth\": 3.7, \"sepalLength\": 5.4, \"petalWidth\": 0.2, \"species\": \"setosa\"}, {\"petalLength\": 1.6, \"random_factor\": \"B\", \"sepalWidth\": 3.4, \"sepalLength\": 4.8, \"petalWidth\": 0.2, \"species\": \"setosa\"}, {\"petalLength\": 1.4, \"random_factor\": \"B\", \"sepalWidth\": 3.0, \"sepalLength\": 4.8, \"petalWidth\": 0.1, \"species\": \"setosa\"}, {\"petalLength\": 1.1, \"random_factor\": \"A\", \"sepalWidth\": 3.0, \"sepalLength\": 4.3, \"petalWidth\": 0.1, \"species\": 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\"sepalWidth\": 2.8, \"sepalLength\": 6.8, \"petalWidth\": 1.4, \"species\": \"versicolor\"}, {\"petalLength\": 5.0, \"random_factor\": \"B\", \"sepalWidth\": 3.0, \"sepalLength\": 6.7, \"petalWidth\": 1.7, \"species\": \"versicolor\"}, {\"petalLength\": 4.5, \"random_factor\": \"A\", \"sepalWidth\": 2.9, \"sepalLength\": 6.0, \"petalWidth\": 1.5, \"species\": \"versicolor\"}, {\"petalLength\": 3.5, \"random_factor\": \"A\", \"sepalWidth\": 2.6, \"sepalLength\": 5.7, \"petalWidth\": 1.0, \"species\": \"versicolor\"}, {\"petalLength\": 3.8, \"random_factor\": \"B\", \"sepalWidth\": 2.4, \"sepalLength\": 5.5, \"petalWidth\": 1.1, \"species\": \"versicolor\"}, {\"petalLength\": 3.7, \"random_factor\": \"A\", \"sepalWidth\": 2.4, \"sepalLength\": 5.5, \"petalWidth\": 1.0, \"species\": \"versicolor\"}, {\"petalLength\": 3.9, \"random_factor\": \"B\", \"sepalWidth\": 2.7, \"sepalLength\": 5.8, \"petalWidth\": 1.2, \"species\": \"versicolor\"}, {\"petalLength\": 5.1, \"random_factor\": \"A\", \"sepalWidth\": 2.7, \"sepalLength\": 6.0, \"petalWidth\": 1.6, \"species\": \"versicolor\"}, {\"petalLength\": 4.5, \"random_factor\": \"B\", \"sepalWidth\": 3.0, \"sepalLength\": 5.4, \"petalWidth\": 1.5, \"species\": \"versicolor\"}, {\"petalLength\": 4.5, \"random_factor\": \"B\", \"sepalWidth\": 3.4, \"sepalLength\": 6.0, \"petalWidth\": 1.6, \"species\": \"versicolor\"}, {\"petalLength\": 4.7, \"random_factor\": \"A\", \"sepalWidth\": 3.1, \"sepalLength\": 6.7, \"petalWidth\": 1.5, \"species\": \"versicolor\"}, {\"petalLength\": 4.4, \"random_factor\": \"A\", \"sepalWidth\": 2.3, \"sepalLength\": 6.3, \"petalWidth\": 1.3, \"species\": \"versicolor\"}, {\"petalLength\": 4.1, \"random_factor\": \"B\", \"sepalWidth\": 3.0, \"sepalLength\": 5.6, \"petalWidth\": 1.3, \"species\": \"versicolor\"}, {\"petalLength\": 4.0, \"random_factor\": \"A\", \"sepalWidth\": 2.5, \"sepalLength\": 5.5, \"petalWidth\": 1.3, \"species\": \"versicolor\"}, {\"petalLength\": 4.4, \"random_factor\": \"A\", \"sepalWidth\": 2.6, \"sepalLength\": 5.5, \"petalWidth\": 1.2, \"species\": \"versicolor\"}, {\"petalLength\": 4.6, \"random_factor\": \"B\", \"sepalWidth\": 3.0, \"sepalLength\": 6.1, \"petalWidth\": 1.4, \"species\": \"versicolor\"}, {\"petalLength\": 4.0, \"random_factor\": \"A\", \"sepalWidth\": 2.6, \"sepalLength\": 5.8, \"petalWidth\": 1.2, \"species\": \"versicolor\"}, {\"petalLength\": 3.3, \"random_factor\": \"B\", \"sepalWidth\": 2.3, \"sepalLength\": 5.0, \"petalWidth\": 1.0, \"species\": \"versicolor\"}, {\"petalLength\": 4.2, \"random_factor\": \"B\", \"sepalWidth\": 2.7, \"sepalLength\": 5.6, \"petalWidth\": 1.3, \"species\": \"versicolor\"}, {\"petalLength\": 4.2, \"random_factor\": \"A\", \"sepalWidth\": 3.0, \"sepalLength\": 5.7, \"petalWidth\": 1.2, \"species\": \"versicolor\"}, {\"petalLength\": 4.2, \"random_factor\": \"B\", \"sepalWidth\": 2.9, \"sepalLength\": 5.7, \"petalWidth\": 1.3, \"species\": \"versicolor\"}, {\"petalLength\": 4.3, \"random_factor\": \"B\", \"sepalWidth\": 2.9, \"sepalLength\": 6.2, \"petalWidth\": 1.3, \"species\": \"versicolor\"}, {\"petalLength\": 3.0, \"random_factor\": \"B\", \"sepalWidth\": 2.5, \"sepalLength\": 5.1, \"petalWidth\": 1.1, \"species\": \"versicolor\"}, {\"petalLength\": 4.1, \"random_factor\": \"B\", \"sepalWidth\": 2.8, \"sepalLength\": 5.7, \"petalWidth\": 1.3, \"species\": \"versicolor\"}, {\"petalLength\": 6.0, \"random_factor\": \"B\", \"sepalWidth\": 3.3, \"sepalLength\": 6.3, \"petalWidth\": 2.5, \"species\": \"virginica\"}, {\"petalLength\": 5.1, \"random_factor\": \"A\", \"sepalWidth\": 2.7, \"sepalLength\": 5.8, \"petalWidth\": 1.9, \"species\": \"virginica\"}, {\"petalLength\": 5.9, \"random_factor\": \"A\", \"sepalWidth\": 3.0, \"sepalLength\": 7.1, \"petalWidth\": 2.1, \"species\": \"virginica\"}, {\"petalLength\": 5.6, \"random_factor\": \"B\", \"sepalWidth\": 2.9, \"sepalLength\": 6.3, \"petalWidth\": 1.8, \"species\": \"virginica\"}, {\"petalLength\": 5.8, \"random_factor\": \"B\", \"sepalWidth\": 3.0, \"sepalLength\": 6.5, \"petalWidth\": 2.2, \"species\": \"virginica\"}, {\"petalLength\": 6.6, \"random_factor\": \"A\", \"sepalWidth\": 3.0, \"sepalLength\": 7.6, \"petalWidth\": 2.1, \"species\": \"virginica\"}, {\"petalLength\": 4.5, \"random_factor\": \"B\", \"sepalWidth\": 2.5, \"sepalLength\": 4.9, \"petalWidth\": 1.7, \"species\": \"virginica\"}, {\"petalLength\": 6.3, \"random_factor\": \"B\", \"sepalWidth\": 2.9, \"sepalLength\": 7.3, \"petalWidth\": 1.8, \"species\": \"virginica\"}, {\"petalLength\": 5.8, \"random_factor\": \"B\", \"sepalWidth\": 2.5, \"sepalLength\": 6.7, \"petalWidth\": 1.8, \"species\": \"virginica\"}, {\"petalLength\": 6.1, \"random_factor\": \"A\", \"sepalWidth\": 3.6, \"sepalLength\": 7.2, \"petalWidth\": 2.5, \"species\": \"virginica\"}, {\"petalLength\": 5.1, \"random_factor\": \"B\", \"sepalWidth\": 3.2, \"sepalLength\": 6.5, \"petalWidth\": 2.0, \"species\": \"virginica\"}, {\"petalLength\": 5.3, \"random_factor\": \"B\", \"sepalWidth\": 2.7, \"sepalLength\": 6.4, \"petalWidth\": 1.9, \"species\": \"virginica\"}, {\"petalLength\": 5.5, \"random_factor\": \"B\", \"sepalWidth\": 3.0, \"sepalLength\": 6.8, \"petalWidth\": 2.1, \"species\": \"virginica\"}, {\"petalLength\": 5.0, \"random_factor\": \"A\", \"sepalWidth\": 2.5, \"sepalLength\": 5.7, \"petalWidth\": 2.0, \"species\": \"virginica\"}, {\"petalLength\": 5.1, \"random_factor\": \"B\", \"sepalWidth\": 2.8, \"sepalLength\": 5.8, \"petalWidth\": 2.4, \"species\": \"virginica\"}, {\"petalLength\": 5.3, \"random_factor\": \"A\", \"sepalWidth\": 3.2, \"sepalLength\": 6.4, \"petalWidth\": 2.3, \"species\": \"virginica\"}, {\"petalLength\": 5.5, \"random_factor\": \"B\", \"sepalWidth\": 3.0, \"sepalLength\": 6.5, \"petalWidth\": 1.8, \"species\": \"virginica\"}, {\"petalLength\": 6.7, \"random_factor\": \"B\", \"sepalWidth\": 3.8, \"sepalLength\": 7.7, \"petalWidth\": 2.2, \"species\": \"virginica\"}, {\"petalLength\": 6.9, \"random_factor\": \"A\", \"sepalWidth\": 2.6, \"sepalLength\": 7.7, \"petalWidth\": 2.3, \"species\": \"virginica\"}, {\"petalLength\": 5.0, \"random_factor\": \"A\", \"sepalWidth\": 2.2, \"sepalLength\": 6.0, \"petalWidth\": 1.5, \"species\": \"virginica\"}, {\"petalLength\": 5.7, \"random_factor\": \"A\", \"sepalWidth\": 3.2, \"sepalLength\": 6.9, \"petalWidth\": 2.3, \"species\": \"virginica\"}, {\"petalLength\": 4.9, \"random_factor\": \"B\", \"sepalWidth\": 2.8, \"sepalLength\": 5.6, \"petalWidth\": 2.0, \"species\": \"virginica\"}, {\"petalLength\": 6.7, \"random_factor\": \"B\", \"sepalWidth\": 2.8, \"sepalLength\": 7.7, \"petalWidth\": 2.0, \"species\": \"virginica\"}, {\"petalLength\": 4.9, \"random_factor\": \"A\", \"sepalWidth\": 2.7, \"sepalLength\": 6.3, \"petalWidth\": 1.8, \"species\": \"virginica\"}, {\"petalLength\": 5.7, \"random_factor\": \"A\", \"sepalWidth\": 3.3, \"sepalLength\": 6.7, \"petalWidth\": 2.1, \"species\": \"virginica\"}, {\"petalLength\": 6.0, \"random_factor\": \"B\", \"sepalWidth\": 3.2, \"sepalLength\": 7.2, \"petalWidth\": 1.8, \"species\": \"virginica\"}, {\"petalLength\": 4.8, \"random_factor\": \"A\", \"sepalWidth\": 2.8, \"sepalLength\": 6.2, \"petalWidth\": 1.8, \"species\": \"virginica\"}, {\"petalLength\": 4.9, \"random_factor\": \"B\", \"sepalWidth\": 3.0, \"sepalLength\": 6.1, \"petalWidth\": 1.8, \"species\": \"virginica\"}, {\"petalLength\": 5.6, \"random_factor\": \"A\", \"sepalWidth\": 2.8, \"sepalLength\": 6.4, \"petalWidth\": 2.1, \"species\": \"virginica\"}, {\"petalLength\": 5.8, \"random_factor\": \"B\", \"sepalWidth\": 3.0, \"sepalLength\": 7.2, \"petalWidth\": 1.6, \"species\": \"virginica\"}, {\"petalLength\": 6.1, \"random_factor\": \"A\", \"sepalWidth\": 2.8, \"sepalLength\": 7.4, \"petalWidth\": 1.9, \"species\": \"virginica\"}, {\"petalLength\": 6.4, \"random_factor\": \"B\", \"sepalWidth\": 3.8, \"sepalLength\": 7.9, \"petalWidth\": 2.0, \"species\": \"virginica\"}, {\"petalLength\": 5.6, \"random_factor\": \"A\", \"sepalWidth\": 2.8, \"sepalLength\": 6.4, \"petalWidth\": 2.2, \"species\": \"virginica\"}, {\"petalLength\": 5.1, \"random_factor\": \"A\", \"sepalWidth\": 2.8, \"sepalLength\": 6.3, \"petalWidth\": 1.5, \"species\": \"virginica\"}, {\"petalLength\": 5.6, \"random_factor\": \"A\", \"sepalWidth\": 2.6, \"sepalLength\": 6.1, \"petalWidth\": 1.4, \"species\": \"virginica\"}, {\"petalLength\": 6.1, \"random_factor\": \"B\", \"sepalWidth\": 3.0, \"sepalLength\": 7.7, \"petalWidth\": 2.3, \"species\": \"virginica\"}, {\"petalLength\": 5.6, \"random_factor\": \"A\", \"sepalWidth\": 3.4, \"sepalLength\": 6.3, \"petalWidth\": 2.4, \"species\": \"virginica\"}, {\"petalLength\": 5.5, \"random_factor\": \"A\", \"sepalWidth\": 3.1, \"sepalLength\": 6.4, \"petalWidth\": 1.8, \"species\": \"virginica\"}, {\"petalLength\": 4.8, \"random_factor\": \"B\", \"sepalWidth\": 3.0, \"sepalLength\": 6.0, \"petalWidth\": 1.8, \"species\": \"virginica\"}, {\"petalLength\": 5.4, \"random_factor\": \"A\", \"sepalWidth\": 3.1, \"sepalLength\": 6.9, \"petalWidth\": 2.1, \"species\": \"virginica\"}, {\"petalLength\": 5.6, \"random_factor\": \"A\", \"sepalWidth\": 3.1, \"sepalLength\": 6.7, \"petalWidth\": 2.4, \"species\": \"virginica\"}, {\"petalLength\": 5.1, \"random_factor\": \"B\", \"sepalWidth\": 3.1, \"sepalLength\": 6.9, \"petalWidth\": 2.3, \"species\": \"virginica\"}, {\"petalLength\": 5.1, \"random_factor\": \"B\", \"sepalWidth\": 2.7, \"sepalLength\": 5.8, \"petalWidth\": 1.9, \"species\": \"virginica\"}, {\"petalLength\": 5.9, \"random_factor\": \"B\", \"sepalWidth\": 3.2, \"sepalLength\": 6.8, \"petalWidth\": 2.3, \"species\": \"virginica\"}, {\"petalLength\": 5.7, \"random_factor\": \"B\", \"sepalWidth\": 3.3, \"sepalLength\": 6.7, \"petalWidth\": 2.5, \"species\": \"virginica\"}, {\"petalLength\": 5.2, \"random_factor\": \"A\", \"sepalWidth\": 3.0, \"sepalLength\": 6.7, \"petalWidth\": 2.3, \"species\": \"virginica\"}, {\"petalLength\": 5.0, \"random_factor\": \"B\", \"sepalWidth\": 2.5, \"sepalLength\": 6.3, \"petalWidth\": 1.9, \"species\": \"virginica\"}, {\"petalLength\": 5.2, \"random_factor\": \"A\", \"sepalWidth\": 3.0, \"sepalLength\": 6.5, \"petalWidth\": 2.0, \"species\": \"virginica\"}, {\"petalLength\": 5.4, \"random_factor\": \"A\", \"sepalWidth\": 3.4, \"sepalLength\": 6.2, \"petalWidth\": 2.3, \"species\": \"virginica\"}, {\"petalLength\": 5.1, \"random_factor\": \"B\", \"sepalWidth\": 3.0, \"sepalLength\": 5.9, \"petalWidth\": 1.8, \"species\": \"virginica\"}]}, \"config\": {\"cell\": {\"width\": 500, \"height\": 350}}};\n",
       "var selector = \"#33d04d87-40ae-424e-85ae-58780b7c36ba\";\n",
       "var type = \"vega-lite\";\n",
       "\n",
       "var output_area = this;\n",
       "require(['nbextensions/jupyter-vega/index'], function(vega) {\n",
       "  vega.render(selector, spec, type, output_area);\n",
       "}, function (err) {\n",
       "  if (err.requireType !== 'scripterror') {\n",
       "    throw(err);\n",
       "  }\n",
       "});\n"
      ]
     },
     "metadata": {
      "jupyter-vega": "#33d04d87-40ae-424e-85ae-58780b7c36ba"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {
      "jupyter-vega": "#33d04d87-40ae-424e-85ae-58780b7c36ba"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# please note: this code is super speculative -- I'm\n",
    "# assuming there's a better way to do this and I just\n",
    "# don't know it\n",
    "\n",
    "c = Chart(df).mark_point(opacity=.5).encode(\n",
    "    x='species',\n",
    "    y='petalWidth'\n",
    ")\n",
    "\n",
    "c25 = Chart(df).mark_tick(tickThickness=3.0,\n",
    "                          tickSize=20.0,\n",
    "                          color='r').encode(\n",
    "    x='species',\n",
    "    y='q1(petalWidth)'\n",
    ")\n",
    "c50 = Chart(df).mark_tick(tickThickness=3.0,\n",
    "                          tickSize=20.0,\n",
    "                          color='r').encode(\n",
    "    x='species',\n",
    "    y='median(petalWidth)'\n",
    ")\n",
    "c75 = Chart(df).mark_tick(tickThickness=3.0,\n",
    "                          tickSize=20.0,\n",
    "                          color='r').encode(\n",
    "    x='species',\n",
    "    y='q3(petalWidth)'\n",
    ")\n",
    "\n",
    "LayeredChart(data=df, layers=[c, c25, c50, c75])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div class=\"vega-embed\" id=\"0352f119-268e-4ab8-aa28-0d79876ed7e2\"></div>\n",
       "\n",
       "<style>\n",
       ".vega-embed svg, .vega-embed canvas {\n",
       "  border: 1px dotted gray;\n",
       "}\n",
       "\n",
       ".vega-embed .vega-actions a {\n",
       "  margin-right: 6px;\n",
       "}\n",
       "</style>\n"
      ]
     },
     "metadata": {
      "jupyter-vega": "#0352f119-268e-4ab8-aa28-0d79876ed7e2"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "var spec = {\"data\": {\"values\": [{\"petalLength\": 1.4, \"random_factor\": \"B\", \"sepalWidth\": 3.5, \"sepalLength\": 5.1, \"petalWidth\": 0.2, \"species\": \"setosa\"}, {\"petalLength\": 1.4, \"random_factor\": \"A\", \"sepalWidth\": 3.0, \"sepalLength\": 4.9, \"petalWidth\": 0.2, \"species\": \"setosa\"}, {\"petalLength\": 1.3, \"random_factor\": \"A\", \"sepalWidth\": 3.2, \"sepalLength\": 4.7, \"petalWidth\": 0.2, \"species\": \"setosa\"}, {\"petalLength\": 1.5, \"random_factor\": \"B\", \"sepalWidth\": 3.1, \"sepalLength\": 4.6, \"petalWidth\": 0.2, \"species\": \"setosa\"}, {\"petalLength\": 1.4, \"random_factor\": \"B\", \"sepalWidth\": 3.6, \"sepalLength\": 5.0, \"petalWidth\": 0.2, \"species\": \"setosa\"}, {\"petalLength\": 1.7, \"random_factor\": \"A\", \"sepalWidth\": 3.9, \"sepalLength\": 5.4, \"petalWidth\": 0.4, \"species\": \"setosa\"}, {\"petalLength\": 1.4, \"random_factor\": \"B\", \"sepalWidth\": 3.4, \"sepalLength\": 4.6, \"petalWidth\": 0.3, \"species\": \"setosa\"}, {\"petalLength\": 1.5, \"random_factor\": \"A\", \"sepalWidth\": 3.4, \"sepalLength\": 5.0, \"petalWidth\": 0.2, \"species\": \"setosa\"}, {\"petalLength\": 1.4, \"random_factor\": \"B\", \"sepalWidth\": 2.9, \"sepalLength\": 4.4, \"petalWidth\": 0.2, \"species\": \"setosa\"}, {\"petalLength\": 1.5, \"random_factor\": \"B\", \"sepalWidth\": 3.1, \"sepalLength\": 4.9, \"petalWidth\": 0.1, \"species\": \"setosa\"}, {\"petalLength\": 1.5, \"random_factor\": \"B\", \"sepalWidth\": 3.7, \"sepalLength\": 5.4, \"petalWidth\": 0.2, \"species\": \"setosa\"}, {\"petalLength\": 1.6, \"random_factor\": \"B\", \"sepalWidth\": 3.4, \"sepalLength\": 4.8, \"petalWidth\": 0.2, \"species\": \"setosa\"}, {\"petalLength\": 1.4, \"random_factor\": \"B\", \"sepalWidth\": 3.0, \"sepalLength\": 4.8, \"petalWidth\": 0.1, \"species\": \"setosa\"}, {\"petalLength\": 1.1, \"random_factor\": \"A\", \"sepalWidth\": 3.0, \"sepalLength\": 4.3, \"petalWidth\": 0.1, \"species\": \"setosa\"}, {\"petalLength\": 1.2, \"random_factor\": \"B\", \"sepalWidth\": 4.0, \"sepalLength\": 5.8, \"petalWidth\": 0.2, \"species\": \"setosa\"}, {\"petalLength\": 1.5, \"random_factor\": \"A\", \"sepalWidth\": 4.4, \"sepalLength\": 5.7, \"petalWidth\": 0.4, \"species\": \"setosa\"}, {\"petalLength\": 1.3, \"random_factor\": \"B\", \"sepalWidth\": 3.9, \"sepalLength\": 5.4, \"petalWidth\": 0.4, \"species\": \"setosa\"}, {\"petalLength\": 1.4, \"random_factor\": \"B\", \"sepalWidth\": 3.5, \"sepalLength\": 5.1, \"petalWidth\": 0.3, \"species\": \"setosa\"}, {\"petalLength\": 1.7, \"random_factor\": \"A\", \"sepalWidth\": 3.8, \"sepalLength\": 5.7, \"petalWidth\": 0.3, \"species\": \"setosa\"}, {\"petalLength\": 1.5, \"random_factor\": \"B\", \"sepalWidth\": 3.8, \"sepalLength\": 5.1, \"petalWidth\": 0.3, \"species\": \"setosa\"}, {\"petalLength\": 1.7, \"random_factor\": \"B\", \"sepalWidth\": 3.4, \"sepalLength\": 5.4, \"petalWidth\": 0.2, \"species\": \"setosa\"}, {\"petalLength\": 1.5, \"random_factor\": \"A\", \"sepalWidth\": 3.7, \"sepalLength\": 5.1, \"petalWidth\": 0.4, \"species\": \"setosa\"}, {\"petalLength\": 1.0, \"random_factor\": \"A\", \"sepalWidth\": 3.6, \"sepalLength\": 4.6, \"petalWidth\": 0.2, \"species\": \"setosa\"}, {\"petalLength\": 1.7, \"random_factor\": \"A\", \"sepalWidth\": 3.3, \"sepalLength\": 5.1, \"petalWidth\": 0.5, \"species\": \"setosa\"}, {\"petalLength\": 1.9, \"random_factor\": \"B\", \"sepalWidth\": 3.4, \"sepalLength\": 4.8, \"petalWidth\": 0.2, \"species\": \"setosa\"}, {\"petalLength\": 1.6, \"random_factor\": \"A\", \"sepalWidth\": 3.0, \"sepalLength\": 5.0, \"petalWidth\": 0.2, \"species\": \"setosa\"}, {\"petalLength\": 1.6, \"random_factor\": \"A\", \"sepalWidth\": 3.4, \"sepalLength\": 5.0, \"petalWidth\": 0.4, \"species\": \"setosa\"}, {\"petalLength\": 1.5, \"random_factor\": \"B\", \"sepalWidth\": 3.5, \"sepalLength\": 5.2, \"petalWidth\": 0.2, \"species\": \"setosa\"}, {\"petalLength\": 1.4, \"random_factor\": \"A\", \"sepalWidth\": 3.4, \"sepalLength\": 5.2, \"petalWidth\": 0.2, \"species\": \"setosa\"}, {\"petalLength\": 1.6, \"random_factor\": \"B\", \"sepalWidth\": 3.2, \"sepalLength\": 4.7, \"petalWidth\": 0.2, \"species\": \"setosa\"}, {\"petalLength\": 1.6, \"random_factor\": \"B\", \"sepalWidth\": 3.1, \"sepalLength\": 4.8, \"petalWidth\": 0.2, \"species\": \"setosa\"}, {\"petalLength\": 1.5, \"random_factor\": \"A\", \"sepalWidth\": 3.4, \"sepalLength\": 5.4, \"petalWidth\": 0.4, \"species\": \"setosa\"}, {\"petalLength\": 1.5, \"random_factor\": \"B\", \"sepalWidth\": 4.1, \"sepalLength\": 5.2, \"petalWidth\": 0.1, \"species\": \"setosa\"}, {\"petalLength\": 1.4, \"random_factor\": \"B\", \"sepalWidth\": 4.2, \"sepalLength\": 5.5, \"petalWidth\": 0.2, \"species\": \"setosa\"}, {\"petalLength\": 1.5, \"random_factor\": \"A\", \"sepalWidth\": 3.1, \"sepalLength\": 4.9, \"petalWidth\": 0.2, \"species\": \"setosa\"}, {\"petalLength\": 1.2, \"random_factor\": \"B\", \"sepalWidth\": 3.2, \"sepalLength\": 5.0, \"petalWidth\": 0.2, \"species\": \"setosa\"}, {\"petalLength\": 1.3, \"random_factor\": \"B\", \"sepalWidth\": 3.5, \"sepalLength\": 5.5, \"petalWidth\": 0.2, \"species\": \"setosa\"}, {\"petalLength\": 1.4, \"random_factor\": \"B\", \"sepalWidth\": 3.6, \"sepalLength\": 4.9, \"petalWidth\": 0.1, \"species\": \"setosa\"}, {\"petalLength\": 1.3, \"random_factor\": \"B\", \"sepalWidth\": 3.0, \"sepalLength\": 4.4, \"petalWidth\": 0.2, \"species\": \"setosa\"}, {\"petalLength\": 1.5, \"random_factor\": \"B\", \"sepalWidth\": 3.4, \"sepalLength\": 5.1, \"petalWidth\": 0.2, \"species\": \"setosa\"}, {\"petalLength\": 1.3, \"random_factor\": \"B\", \"sepalWidth\": 3.5, \"sepalLength\": 5.0, \"petalWidth\": 0.3, \"species\": \"setosa\"}, {\"petalLength\": 1.3, \"random_factor\": \"A\", \"sepalWidth\": 2.3, \"sepalLength\": 4.5, \"petalWidth\": 0.3, \"species\": \"setosa\"}, {\"petalLength\": 1.3, \"random_factor\": \"A\", \"sepalWidth\": 3.2, \"sepalLength\": 4.4, 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\"species\": \"versicolor\"}, {\"petalLength\": 3.3, \"random_factor\": \"A\", \"sepalWidth\": 2.4, \"sepalLength\": 4.9, \"petalWidth\": 1.0, \"species\": \"versicolor\"}, {\"petalLength\": 4.6, \"random_factor\": \"B\", \"sepalWidth\": 2.9, \"sepalLength\": 6.6, \"petalWidth\": 1.3, \"species\": \"versicolor\"}, {\"petalLength\": 3.9, \"random_factor\": \"A\", \"sepalWidth\": 2.7, \"sepalLength\": 5.2, \"petalWidth\": 1.4, \"species\": \"versicolor\"}, {\"petalLength\": 3.5, \"random_factor\": \"B\", \"sepalWidth\": 2.0, \"sepalLength\": 5.0, \"petalWidth\": 1.0, \"species\": \"versicolor\"}, {\"petalLength\": 4.2, \"random_factor\": \"A\", \"sepalWidth\": 3.0, \"sepalLength\": 5.9, \"petalWidth\": 1.5, \"species\": \"versicolor\"}, {\"petalLength\": 4.0, \"random_factor\": \"B\", \"sepalWidth\": 2.2, \"sepalLength\": 6.0, \"petalWidth\": 1.0, \"species\": \"versicolor\"}, {\"petalLength\": 4.7, \"random_factor\": \"A\", \"sepalWidth\": 2.9, \"sepalLength\": 6.1, \"petalWidth\": 1.4, 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\"species\": \"virginica\"}, {\"petalLength\": 5.4, \"random_factor\": \"A\", \"sepalWidth\": 3.4, \"sepalLength\": 6.2, \"petalWidth\": 2.3, \"species\": \"virginica\"}, {\"petalLength\": 5.1, \"random_factor\": \"B\", \"sepalWidth\": 3.0, \"sepalLength\": 5.9, \"petalWidth\": 1.8, \"species\": \"virginica\"}]}, \"encoding\": {\"color\": {\"field\": \"species\", \"scale\": {\"range\": [\"#4c72b0\", \"#55a868\", \"#c44e52\", \"#8172b2\", \"#ccb974\", \"#64b5cd\"]}, \"type\": \"nominal\"}, \"x\": {\"bin\": {\"maxbins\": 30.0}, \"field\": \"petalWidth\", \"type\": \"quantitative\"}, \"y\": {\"aggregate\": \"count\", \"field\": \"*\"}}, \"config\": {\"cell\": {\"width\": 500, \"height\": 350}, \"mark\": {\"opacity\": 0.75}}, \"mark\": \"bar\"};\n",
       "var selector = \"#0352f119-268e-4ab8-aa28-0d79876ed7e2\";\n",
       "var type = \"vega-lite\";\n",
       "\n",
       "var output_area = this;\n",
       "require(['nbextensions/jupyter-vega/index'], function(vega) {\n",
       "  vega.render(selector, spec, type, output_area);\n",
       "}, function (err) {\n",
       "  if (err.requireType !== 'scripterror') {\n",
       "    throw(err);\n",
       "  }\n",
       "});\n"
      ]
     },
     "metadata": {
      "jupyter-vega": "#0352f119-268e-4ab8-aa28-0d79876ed7e2"
     },
     "output_type": "display_data"
    },
    {
     "data": {
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"
     },
     "metadata": {
      "jupyter-vega": "#0352f119-268e-4ab8-aa28-0d79876ed7e2"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "c = Chart(df).mark_bar(opacity=.75).encode(\n",
    "    x=X('petalWidth', bin=Bin(maxbins=30)),\n",
    "    y='count(*)',\n",
    "    color=Color('species', scale=Scale(range=cp.as_hex()))\n",
    ")\n",
    "c"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<br/>\n",
    "\n",
    "### Thing 5: Bar Chart\n",
    "***"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "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>class</th>\n",
       "      <th>who</th>\n",
       "      <th>adult_male</th>\n",
       "      <th>deck</th>\n",
       "      <th>embark_town</th>\n",
       "      <th>alive</th>\n",
       "      <th>alone</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>22.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>7.2500</td>\n",
       "      <td>S</td>\n",
       "      <td>Third</td>\n",
       "      <td>man</td>\n",
       "      <td>True</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>no</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "      <td>38.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>71.2833</td>\n",
       "      <td>C</td>\n",
       "      <td>First</td>\n",
       "      <td>woman</td>\n",
       "      <td>False</td>\n",
       "      <td>C</td>\n",
       "      <td>Cherbourg</td>\n",
       "      <td>yes</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>female</td>\n",
       "      <td>26.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7.9250</td>\n",
       "      <td>S</td>\n",
       "      <td>Third</td>\n",
       "      <td>woman</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>yes</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "      <td>35.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>53.1000</td>\n",
       "      <td>S</td>\n",
       "      <td>First</td>\n",
       "      <td>woman</td>\n",
       "      <td>False</td>\n",
       "      <td>C</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>yes</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>male</td>\n",
       "      <td>35.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8.0500</td>\n",
       "      <td>S</td>\n",
       "      <td>Third</td>\n",
       "      <td>man</td>\n",
       "      <td>True</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>no</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   survived  pclass     sex   age  sibsp  parch     fare embarked  class  \\\n",
       "0         0       3    male  22.0      1      0   7.2500        S  Third   \n",
       "1         1       1  female  38.0      1      0  71.2833        C  First   \n",
       "2         1       3  female  26.0      0      0   7.9250        S  Third   \n",
       "3         1       1  female  35.0      1      0  53.1000        S  First   \n",
       "4         0       3    male  35.0      0      0   8.0500        S  Third   \n",
       "\n",
       "     who adult_male deck  embark_town alive  alone  \n",
       "0    man       True  NaN  Southampton    no  False  \n",
       "1  woman      False    C    Cherbourg   yes  False  \n",
       "2  woman      False  NaN  Southampton   yes   True  \n",
       "3  woman      False    C  Southampton   yes  False  \n",
       "4    man       True  NaN  Southampton    no   True  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('data/titanic.csv')\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>fare</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>survived</th>\n",
       "      <th>pclass</th>\n",
       "      <th></th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">0</th>\n",
       "      <th>1</th>\n",
       "      <td>64.684008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>19.412328</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>13.669364</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">1</th>\n",
       "      <th>1</th>\n",
       "      <td>95.608029</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>22.055700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>13.694887</td>\n",
       "    </tr>\n",
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       "                      fare\n",
       "survived pclass           \n",
       "0        1       64.684008\n",
       "         2       19.412328\n",
       "         3       13.669364\n",
       "1        1       95.608029\n",
       "         2       22.055700\n",
       "         3       13.694887"
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     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfg = df.groupby(['survived', 'pclass']).agg({'fare': 'mean'})\n",
    "dfg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "died = dfg.loc[0, :]\n",
    "survived = dfg.loc[1, :]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
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   "outputs": [
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"
     },
     "metadata": {
      "jupyter-vega": "#1c7fdb61-edd8-4c84-9620-efdb776addbf"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "c = Chart(df).mark_bar().encode(\n",
    "    x='survived:N',\n",
    "    y='mean(fare)',\n",
    "    color='survived:N',\n",
    "    column='class')\n",
    "c.configure(\n",
    "    facet=FacetConfig(cell=CellConfig(strokeWidth=0, height=250))\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'config': {'facet': {'cell': {'height': 250.0, 'strokeWidth': 0.0}}},\n",
       " 'data': {'values': [{'adult_male': True,\n",
       "    'age': 22.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.25,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 1,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 38.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'First',\n",
       "    'deck': 'C',\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 71.2833,\n",
       "    'parch': 0,\n",
       "    'pclass': 1,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 1,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': False,\n",
       "    'age': 26.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.925,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': False,\n",
       "    'age': 35.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'First',\n",
       "    'deck': 'C',\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 53.1,\n",
       "    'parch': 0,\n",
       "    'pclass': 1,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 1,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': 35.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 8.05,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Queenstown',\n",
       "    'embarked': 'Q',\n",
       "    'fare': 8.4583,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 54.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'First',\n",
       "    'deck': 'E',\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 51.8625,\n",
       "    'parch': 0,\n",
       "    'pclass': 1,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 2.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 21.075,\n",
       "    'parch': 1,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 3,\n",
       "    'survived': 0,\n",
       "    'who': 'child'},\n",
       "   {'adult_male': False,\n",
       "    'age': 27.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 11.1333,\n",
       "    'parch': 2,\n",
       "    'pclass': 3,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': False,\n",
       "    'age': 14.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 30.0708,\n",
       "    'parch': 0,\n",
       "    'pclass': 2,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 1,\n",
       "    'survived': 1,\n",
       "    'who': 'child'},\n",
       "   {'adult_male': False,\n",
       "    'age': 4.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': 'G',\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 16.7,\n",
       "    'parch': 1,\n",
       "    'pclass': 3,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 1,\n",
       "    'survived': 1,\n",
       "    'who': 'child'},\n",
       "   {'adult_male': False,\n",
       "    'age': 58.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'First',\n",
       "    'deck': 'C',\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 26.55,\n",
       "    'parch': 0,\n",
       "    'pclass': 1,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': 20.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 8.05,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 39.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 31.275,\n",
       "    'parch': 5,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 1,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 14.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.8542,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'child'},\n",
       "   {'adult_male': False,\n",
       "    'age': 55.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 16.0,\n",
       "    'parch': 0,\n",
       "    'pclass': 2,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': False,\n",
       "    'age': 2.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Queenstown',\n",
       "    'embarked': 'Q',\n",
       "    'fare': 29.125,\n",
       "    'parch': 1,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 4,\n",
       "    'survived': 0,\n",
       "    'who': 'child'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 13.0,\n",
       "    'parch': 0,\n",
       "    'pclass': 2,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 31.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 18.0,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 1,\n",
       "    'survived': 0,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': False,\n",
       "    'age': None,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 7.225,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': 35.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 26.0,\n",
       "    'parch': 0,\n",
       "    'pclass': 2,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 34.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'Second',\n",
       "    'deck': 'D',\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 13.0,\n",
       "    'parch': 0,\n",
       "    'pclass': 2,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 15.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Queenstown',\n",
       "    'embarked': 'Q',\n",
       "    'fare': 8.0292,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'child'},\n",
       "   {'adult_male': True,\n",
       "    'age': 28.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'First',\n",
       "    'deck': 'A',\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 35.5,\n",
       "    'parch': 0,\n",
       "    'pclass': 1,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 8.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 21.075,\n",
       "    'parch': 1,\n",
       "    'pclass': 3,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 3,\n",
       "    'survived': 0,\n",
       "    'who': 'child'},\n",
       "   {'adult_male': False,\n",
       "    'age': 38.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 31.3875,\n",
       "    'parch': 5,\n",
       "    'pclass': 3,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 1,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 7.225,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 19.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'First',\n",
       "    'deck': 'C',\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 263.0,\n",
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       "    'pclass': 1,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 3,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': None,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Queenstown',\n",
       "    'embarked': 'Q',\n",
       "    'fare': 7.8792,\n",
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       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.8958,\n",
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       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 40.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'First',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 27.7208,\n",
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       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': None,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'First',\n",
       "    'deck': 'B',\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 146.5208,\n",
       "    'parch': 0,\n",
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       "    'sex': 'female',\n",
       "    'sibsp': 1,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': False,\n",
       "    'age': None,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Queenstown',\n",
       "    'embarked': 'Q',\n",
       "    'fare': 7.75,\n",
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       "    'pclass': 3,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': 66.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 10.5,\n",
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       "    'pclass': 2,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 28.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'First',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 82.1708,\n",
       "    'parch': 0,\n",
       "    'pclass': 1,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 1,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 42.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'First',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 52.0,\n",
       "    'parch': 0,\n",
       "    'pclass': 1,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 1,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 7.2292,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 21.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 8.05,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 18.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 18.0,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 2,\n",
       "    'survived': 0,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': False,\n",
       "    'age': 14.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 11.2417,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 1,\n",
       "    'survived': 1,\n",
       "    'who': 'child'},\n",
       "   {'adult_male': False,\n",
       "    'age': 40.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 9.475,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 1,\n",
       "    'survived': 0,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': False,\n",
       "    'age': 27.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 21.0,\n",
       "    'parch': 0,\n",
       "    'pclass': 2,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 1,\n",
       "    'survived': 0,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 7.8958,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 3.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 41.5792,\n",
       "    'parch': 2,\n",
       "    'pclass': 2,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 1,\n",
       "    'survived': 1,\n",
       "    'who': 'child'},\n",
       "   {'adult_male': False,\n",
       "    'age': 19.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Queenstown',\n",
       "    'embarked': 'Q',\n",
       "    'fare': 7.8792,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 8.05,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Queenstown',\n",
       "    'embarked': 'Q',\n",
       "    'fare': 15.5,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 1,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': None,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Queenstown',\n",
       "    'embarked': 'Q',\n",
       "    'fare': 7.75,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 21.6792,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 2,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 18.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 17.8,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 1,\n",
       "    'survived': 0,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': False,\n",
       "    'age': 7.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 39.6875,\n",
       "    'parch': 1,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 4,\n",
       "    'survived': 0,\n",
       "    'who': 'child'},\n",
       "   {'adult_male': True,\n",
       "    'age': 21.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.8,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 49.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'First',\n",
       "    'deck': 'D',\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 76.7292,\n",
       "    'parch': 0,\n",
       "    'pclass': 1,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 1,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': False,\n",
       "    'age': 29.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 26.0,\n",
       "    'parch': 0,\n",
       "    'pclass': 2,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 1,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': 65.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'First',\n",
       "    'deck': 'B',\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 61.9792,\n",
       "    'parch': 1,\n",
       "    'pclass': 1,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'First',\n",
       "    'deck': 'C',\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 35.5,\n",
       "    'parch': 0,\n",
       "    'pclass': 1,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 21.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 10.5,\n",
       "    'parch': 0,\n",
       "    'pclass': 2,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': 28.5,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 7.2292,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 5.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 27.75,\n",
       "    'parch': 2,\n",
       "    'pclass': 2,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 1,\n",
       "    'survived': 1,\n",
       "    'who': 'child'},\n",
       "   {'adult_male': False,\n",
       "    'age': 11.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 46.9,\n",
       "    'parch': 2,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 5,\n",
       "    'survived': 0,\n",
       "    'who': 'child'},\n",
       "   {'adult_male': True,\n",
       "    'age': 22.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 7.2292,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 38.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'First',\n",
       "    'deck': 'B',\n",
       "    'embark_town': nan,\n",
       "    'embarked': nan,\n",
       "    'fare': 80.0,\n",
       "    'parch': 0,\n",
       "    'pclass': 1,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': 45.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'First',\n",
       "    'deck': 'C',\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 83.475,\n",
       "    'parch': 0,\n",
       "    'pclass': 1,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 1,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 4.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 27.9,\n",
       "    'parch': 2,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 3,\n",
       "    'survived': 0,\n",
       "    'who': 'child'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'First',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 27.7208,\n",
       "    'parch': 0,\n",
       "    'pclass': 1,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 15.2458,\n",
       "    'parch': 1,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 1,\n",
       "    'survived': 1,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 29.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'Second',\n",
       "    'deck': 'F',\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 10.5,\n",
       "    'parch': 0,\n",
       "    'pclass': 2,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': 19.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 8.1583,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 17.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.925,\n",
       "    'parch': 2,\n",
       "    'pclass': 3,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 4,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': 26.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 8.6625,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 2,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 32.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 10.5,\n",
       "    'parch': 0,\n",
       "    'pclass': 2,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 16.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 46.9,\n",
       "    'parch': 2,\n",
       "    'pclass': 3,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 5,\n",
       "    'survived': 0,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': 21.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 73.5,\n",
       "    'parch': 0,\n",
       "    'pclass': 2,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 26.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 14.4542,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 1,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 32.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 56.4958,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 25.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': 'F',\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.65,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.8958,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 8.05,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 0.83,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 29.0,\n",
       "    'parch': 2,\n",
       "    'pclass': 2,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'child'},\n",
       "   {'adult_male': False,\n",
       "    'age': 30.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 12.475,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': 22.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 9.0,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 29.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 9.5,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': None,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Queenstown',\n",
       "    'embarked': 'Q',\n",
       "    'fare': 7.7875,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': 28.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'First',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 47.1,\n",
       "    'parch': 0,\n",
       "    'pclass': 1,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 17.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 10.5,\n",
       "    'parch': 0,\n",
       "    'pclass': 2,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': False,\n",
       "    'age': 33.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 15.85,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 3,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': 16.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 34.375,\n",
       "    'parch': 3,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 1,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 8.05,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 23.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'First',\n",
       "    'deck': 'C',\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 263.0,\n",
       "    'parch': 2,\n",
       "    'pclass': 1,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 3,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': 24.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 8.05,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 29.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 8.05,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 20.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.8542,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 46.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'First',\n",
       "    'deck': 'E',\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 61.175,\n",
       "    'parch': 0,\n",
       "    'pclass': 1,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 1,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 26.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 20.575,\n",
       "    'parch': 2,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 1,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 59.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.25,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 8.05,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 71.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'First',\n",
       "    'deck': 'A',\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 34.6542,\n",
       "    'parch': 0,\n",
       "    'pclass': 1,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 23.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'First',\n",
       "    'deck': 'D',\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 63.3583,\n",
       "    'parch': 1,\n",
       "    'pclass': 1,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 34.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 23.0,\n",
       "    'parch': 1,\n",
       "    'pclass': 2,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': 34.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 26.0,\n",
       "    'parch': 0,\n",
       "    'pclass': 2,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 1,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 28.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.8958,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.8958,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 21.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'First',\n",
       "    'deck': 'D',\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 77.2875,\n",
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       "    'pclass': 1,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 33.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 8.6542,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 37.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.925,\n",
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       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
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       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 28.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.8958,\n",
       "    'parch': 0,\n",
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       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 21.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.65,\n",
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       "    'who': 'woman'},\n",
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       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
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       "    'who': 'man'},\n",
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       "    'age': 38.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.8958,\n",
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       "    'sex': 'male',\n",
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       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': None,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Queenstown',\n",
       "    'embarked': 'Q',\n",
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       "    'sex': 'female',\n",
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       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': 47.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'First',\n",
       "    'deck': 'C',\n",
       "    'embark_town': 'Southampton',\n",
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       "    'who': 'man'},\n",
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       "    'age': 14.5,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
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       "    'who': 'child'},\n",
       "   {'adult_male': True,\n",
       "    'age': 22.0,\n",
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       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
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       "    'who': 'man'},\n",
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       "    'age': 20.0,\n",
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       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
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       "    'who': 'woman'},\n",
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       "    'age': 17.0,\n",
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       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
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       "    'alive': 'no',\n",
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       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.925,\n",
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       "    'who': 'man'},\n",
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       "    'age': 70.5,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Queenstown',\n",
       "    'embarked': 'Q',\n",
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       "    'sex': 'male',\n",
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       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 29.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
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       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 24.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'First',\n",
       "    'deck': 'B',\n",
       "    'embark_town': 'Cherbourg',\n",
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       "    'who': 'man'},\n",
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       "    'age': 2.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 31.275,\n",
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       "    'pclass': 3,\n",
       "    'sex': 'female',\n",
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       "    'who': 'child'},\n",
       "   {'adult_male': True,\n",
       "    'age': 21.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 73.5,\n",
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       "    'sex': 'male',\n",
       "    'sibsp': 2,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 8.05,\n",
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       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
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       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 32.5,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 30.0708,\n",
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       "    'sex': 'male',\n",
       "    'sibsp': 1,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 32.5,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'Second',\n",
       "    'deck': 'E',\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 13.0,\n",
       "    'parch': 0,\n",
       "    'pclass': 2,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': 54.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'First',\n",
       "    'deck': 'D',\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 77.2875,\n",
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       "    'pclass': 1,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 12.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 11.2417,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 1,\n",
       "    'survived': 1,\n",
       "    'who': 'child'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Queenstown',\n",
       "    'embarked': 'Q',\n",
       "    'fare': 7.75,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 24.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.1417,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': None,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': 'F',\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 22.3583,\n",
       "    'parch': 1,\n",
       "    'pclass': 3,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 1,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': 45.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 6.975,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 33.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 7.8958,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 20.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.05,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 47.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 14.5,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 1,\n",
       "    'survived': 0,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': False,\n",
       "    'age': 29.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 26.0,\n",
       "    'parch': 0,\n",
       "    'pclass': 2,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 1,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': 25.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 13.0,\n",
       "    'parch': 0,\n",
       "    'pclass': 2,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 23.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 15.0458,\n",
       "    'parch': 0,\n",
       "    'pclass': 2,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 19.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'First',\n",
       "    'deck': 'D',\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 26.2833,\n",
       "    'parch': 2,\n",
       "    'pclass': 1,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': 37.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'First',\n",
       "    'deck': 'C',\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 53.1,\n",
       "    'parch': 0,\n",
       "    'pclass': 1,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 1,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 16.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 9.2167,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 24.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'First',\n",
       "    'deck': 'B',\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 79.2,\n",
       "    'parch': 0,\n",
       "    'pclass': 1,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 15.2458,\n",
       "    'parch': 2,\n",
       "    'pclass': 3,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': False,\n",
       "    'age': 22.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.75,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': False,\n",
       "    'age': 24.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 15.85,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 1,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': 19.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Queenstown',\n",
       "    'embarked': 'Q',\n",
       "    'fare': 6.75,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 18.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 11.5,\n",
       "    'parch': 0,\n",
       "    'pclass': 2,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 19.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 36.75,\n",
       "    'parch': 1,\n",
       "    'pclass': 2,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 1,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 27.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.7958,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 9.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 34.375,\n",
       "    'parch': 2,\n",
       "    'pclass': 3,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 2,\n",
       "    'survived': 0,\n",
       "    'who': 'child'},\n",
       "   {'adult_male': True,\n",
       "    'age': 36.5,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Second',\n",
       "    'deck': 'F',\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 26.0,\n",
       "    'parch': 2,\n",
       "    'pclass': 2,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 42.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 13.0,\n",
       "    'parch': 0,\n",
       "    'pclass': 2,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 51.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 12.525,\n",
       "    'parch': 0,\n",
       "    'pclass': 2,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 22.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'First',\n",
       "    'deck': 'C',\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 66.6,\n",
       "    'parch': 0,\n",
       "    'pclass': 1,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 1,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': 55.5,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 8.05,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 40.5,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 14.5,\n",
       "    'parch': 2,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.3125,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 51.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'First',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 61.3792,\n",
       "    'parch': 1,\n",
       "    'pclass': 1,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 16.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Queenstown',\n",
       "    'embarked': 'Q',\n",
       "    'fare': 7.7333,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': 30.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 8.05,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 8.6625,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 69.55,\n",
       "    'parch': 2,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 8,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 44.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 16.1,\n",
       "    'parch': 1,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 40.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 15.75,\n",
       "    'parch': 0,\n",
       "    'pclass': 2,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': 26.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.775,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 17.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 8.6625,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 1.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 39.6875,\n",
       "    'parch': 1,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 4,\n",
       "    'survived': 0,\n",
       "    'who': 'child'},\n",
       "   {'adult_male': False,\n",
       "    'age': 9.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 20.525,\n",
       "    'parch': 2,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'child'},\n",
       "   {'adult_male': False,\n",
       "    'age': None,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'First',\n",
       "    'deck': 'E',\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 55.0,\n",
       "    'parch': 1,\n",
       "    'pclass': 1,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': False,\n",
       "    'age': 45.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 27.9,\n",
       "    'parch': 4,\n",
       "    'pclass': 3,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 1,\n",
       "    'survived': 0,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'First',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 25.925,\n",
       "    'parch': 0,\n",
       "    'pclass': 1,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 28.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 56.4958,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 61.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'First',\n",
       "    'deck': 'B',\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 33.5,\n",
       "    'parch': 0,\n",
       "    'pclass': 1,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 4.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Queenstown',\n",
       "    'embarked': 'Q',\n",
       "    'fare': 29.125,\n",
       "    'parch': 1,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 4,\n",
       "    'survived': 0,\n",
       "    'who': 'child'},\n",
       "   {'adult_male': False,\n",
       "    'age': 1.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 11.1333,\n",
       "    'parch': 1,\n",
       "    'pclass': 3,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 1,\n",
       "    'survived': 1,\n",
       "    'who': 'child'},\n",
       "   {'adult_male': True,\n",
       "    'age': 21.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.925,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 56.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'First',\n",
       "    'deck': 'A',\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 30.6958,\n",
       "    'parch': 0,\n",
       "    'pclass': 1,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 18.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.8542,\n",
       "    'parch': 1,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 1,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 25.4667,\n",
       "    'parch': 1,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 3,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 50.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'First',\n",
       "    'deck': 'C',\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 28.7125,\n",
       "    'parch': 0,\n",
       "    'pclass': 1,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': 30.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 13.0,\n",
       "    'parch': 0,\n",
       "    'pclass': 2,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 36.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 0.0,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 69.55,\n",
       "    'parch': 2,\n",
       "    'pclass': 3,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 8,\n",
       "    'survived': 0,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 15.05,\n",
       "    'parch': 0,\n",
       "    'pclass': 2,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 9.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 31.3875,\n",
       "    'parch': 2,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 4,\n",
       "    'survived': 0,\n",
       "    'who': 'child'},\n",
       "   {'adult_male': False,\n",
       "    'age': 1.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'Second',\n",
       "    'deck': 'F',\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 39.0,\n",
       "    'parch': 1,\n",
       "    'pclass': 2,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 2,\n",
       "    'survived': 1,\n",
       "    'who': 'child'},\n",
       "   {'adult_male': False,\n",
       "    'age': 4.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 22.025,\n",
       "    'parch': 2,\n",
       "    'pclass': 3,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'child'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'First',\n",
       "    'deck': 'A',\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 50.0,\n",
       "    'parch': 0,\n",
       "    'pclass': 1,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': None,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Queenstown',\n",
       "    'embarked': 'Q',\n",
       "    'fare': 15.5,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 1,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': 45.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'First',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 26.55,\n",
       "    'parch': 0,\n",
       "    'pclass': 1,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 40.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Queenstown',\n",
       "    'embarked': 'Q',\n",
       "    'fare': 15.5,\n",
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       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
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       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 36.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.8958,\n",
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       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 32.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 13.0,\n",
       "    'parch': 0,\n",
       "    'pclass': 2,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': 19.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 13.0,\n",
       "    'parch': 0,\n",
       "    'pclass': 2,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 19.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.8542,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 1,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': False,\n",
       "    'age': 3.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'Second',\n",
       "    'deck': 'F',\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 26.0,\n",
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       "    'pclass': 2,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 1,\n",
       "    'survived': 1,\n",
       "    'who': 'child'},\n",
       "   {'adult_male': False,\n",
       "    'age': 44.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'First',\n",
       "    'deck': 'B',\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 27.7208,\n",
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       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': False,\n",
       "    'age': 58.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'First',\n",
       "    'deck': 'B',\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 146.5208,\n",
       "    'parch': 0,\n",
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       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Queenstown',\n",
       "    'embarked': 'Q',\n",
       "    'fare': 7.75,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 42.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 8.4042,\n",
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       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': None,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Queenstown',\n",
       "    'embarked': 'Q',\n",
       "    'fare': 7.75,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': False,\n",
       "    'age': 24.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 13.0,\n",
       "    'parch': 0,\n",
       "    'pclass': 2,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': 28.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 9.5,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 69.55,\n",
       "    'parch': 2,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 8,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 34.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 6.4958,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 45.5,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 7.225,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 18.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 8.05,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 2.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': 'G',\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 10.4625,\n",
       "    'parch': 1,\n",
       "    'pclass': 3,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'child'},\n",
       "   {'adult_male': True,\n",
       "    'age': 32.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 15.85,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 1,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 26.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 18.7875,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 16.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Queenstown',\n",
       "    'embarked': 'Q',\n",
       "    'fare': 7.75,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': 40.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'First',\n",
       "    'deck': 'A',\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 31.0,\n",
       "    'parch': 0,\n",
       "    'pclass': 1,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 24.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.05,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 35.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 21.0,\n",
       "    'parch': 0,\n",
       "    'pclass': 2,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': 22.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.25,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 30.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 13.0,\n",
       "    'parch': 0,\n",
       "    'pclass': 2,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Queenstown',\n",
       "    'embarked': 'Q',\n",
       "    'fare': 7.75,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 1,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 31.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'First',\n",
       "    'deck': 'D',\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 113.275,\n",
       "    'parch': 0,\n",
       "    'pclass': 1,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 1,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': False,\n",
       "    'age': 27.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.925,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
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       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': 42.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 27.0,\n",
       "    'parch': 0,\n",
       "    'pclass': 2,\n",
       "    'sex': 'male',\n",
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       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 32.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'First',\n",
       "    'deck': 'D',\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 76.2917,\n",
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       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
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       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': 30.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
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       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 16.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
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       "    'sex': 'male',\n",
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       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 27.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
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       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 51.0,\n",
       "    'alive': 'no',\n",
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       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
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       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
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       "    'class': 'First',\n",
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       "    'embark_town': 'Southampton',\n",
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       "    'class': 'Third',\n",
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       "    'embark_town': 'Southampton',\n",
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       "    'class': 'Third',\n",
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       "    'embark_town': 'Southampton',\n",
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       "    'embark_town': 'Southampton',\n",
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       "    'embark_town': 'Southampton',\n",
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       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
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       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
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       "    'age': 8.0,\n",
       "    'alive': 'yes',\n",
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       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
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       "    'age': 19.0,\n",
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       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
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       "    'who': 'man'},\n",
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       "    'age': 33.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
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       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 14.4542,\n",
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       "    'who': 'woman'},\n",
       "   {'adult_male': False,\n",
       "    'age': None,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Queenstown',\n",
       "    'embarked': 'Q',\n",
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       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': 29.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 10.5,\n",
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       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 22.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.125,\n",
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       "    'sex': 'male',\n",
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       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 30.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 7.225,\n",
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       "    'sex': 'male',\n",
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       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 44.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'First',\n",
       "    'deck': 'C',\n",
       "    'embark_town': 'Queenstown',\n",
       "    'embarked': 'Q',\n",
       "    'fare': 90.0,\n",
       "    'parch': 0,\n",
       "    'pclass': 1,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 2,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 25.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.775,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': False,\n",
       "    'age': 24.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 14.5,\n",
       "    'parch': 2,\n",
       "    'pclass': 2,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': 37.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'First',\n",
       "    'deck': 'D',\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 52.5542,\n",
       "    'parch': 1,\n",
       "    'pclass': 1,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 1,\n",
       "    'survived': 1,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 54.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 26.0,\n",
       "    'parch': 0,\n",
       "    'pclass': 2,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 1,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.25,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 29.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': 'G',\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 10.4625,\n",
       "    'parch': 1,\n",
       "    'pclass': 3,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 1,\n",
       "    'survived': 0,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': 62.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'First',\n",
       "    'deck': 'C',\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 26.55,\n",
       "    'parch': 0,\n",
       "    'pclass': 1,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 30.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 16.1,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 1,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 41.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 20.2125,\n",
       "    'parch': 2,\n",
       "    'pclass': 3,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': False,\n",
       "    'age': 29.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 15.2458,\n",
       "    'parch': 2,\n",
       "    'pclass': 3,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': False,\n",
       "    'age': None,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'First',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 79.2,\n",
       "    'parch': 0,\n",
       "    'pclass': 1,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': False,\n",
       "    'age': 30.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'First',\n",
       "    'deck': 'B',\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 86.5,\n",
       "    'parch': 0,\n",
       "    'pclass': 1,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': False,\n",
       "    'age': 35.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'First',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 512.3292,\n",
       "    'parch': 0,\n",
       "    'pclass': 1,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': False,\n",
       "    'age': 50.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 26.0,\n",
       "    'parch': 1,\n",
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       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Queenstown',\n",
       "    'embarked': 'Q',\n",
       "    'fare': 7.75,\n",
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       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 3.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 31.3875,\n",
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       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 4,\n",
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       "    'who': 'child'},\n",
       "   {'adult_male': True,\n",
       "    'age': 52.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'First',\n",
       "    'deck': 'E',\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
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       "    'sex': 'male',\n",
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       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 40.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'First',\n",
       "    'deck': 'B',\n",
       "    'embark_town': 'Southampton',\n",
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       "    'fare': 0.0,\n",
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       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Queenstown',\n",
       "    'embarked': 'Q',\n",
       "    'fare': 7.75,\n",
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       "    'pclass': 3,\n",
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       "    'who': 'woman'},\n",
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       "    'age': 36.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
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       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 16.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 39.6875,\n",
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       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 25.0,\n",
       "    'alive': 'yes',\n",
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       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
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       "    'who': 'man'},\n",
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       "    'age': 58.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'First',\n",
       "    'deck': 'C',\n",
       "    'embark_town': 'Southampton',\n",
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       "    'sex': 'female',\n",
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       "    'who': 'woman'},\n",
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       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'First',\n",
       "    'deck': 'C',\n",
       "    'embark_town': 'Southampton',\n",
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       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'First',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
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       "    'sex': 'male',\n",
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       "    'who': 'man'},\n",
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       "    'age': 25.0,\n",
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       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
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       "    'sex': 'male',\n",
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       "    'who': 'man'},\n",
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       "    'age': 41.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
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       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': 37.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'First',\n",
       "    'deck': 'C',\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
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       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': None,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Queenstown',\n",
       "    'embarked': 'Q',\n",
       "    'fare': 7.75,\n",
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       "    'pclass': 3,\n",
       "    'sex': 'female',\n",
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       "    'who': 'woman'},\n",
       "   {'adult_male': False,\n",
       "    'age': 63.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'First',\n",
       "    'deck': 'D',\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 77.9583,\n",
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       "    'who': 'woman'},\n",
       "   {'adult_male': False,\n",
       "    'age': 45.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.75,\n",
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       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 0.0,\n",
       "    'parch': 0,\n",
       "    'pclass': 2,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 7.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Queenstown',\n",
       "    'embarked': 'Q',\n",
       "    'fare': 29.125,\n",
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       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 4,\n",
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       "    'who': 'child'},\n",
       "   {'adult_male': False,\n",
       "    'age': 35.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 20.25,\n",
       "    'parch': 1,\n",
       "    'pclass': 3,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 1,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': 65.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Queenstown',\n",
       "    'embarked': 'Q',\n",
       "    'fare': 7.75,\n",
       "    'parch': 0,\n",
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       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 28.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.8542,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 16.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 9.5,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 19.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 8.05,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'First',\n",
       "    'deck': 'A',\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 26.0,\n",
       "    'parch': 0,\n",
       "    'pclass': 1,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 33.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 8.6625,\n",
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       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 30.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 9.5,\n",
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       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
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       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 22.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.8958,\n",
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       "    'sex': 'male',\n",
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       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 42.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 13.0,\n",
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       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
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       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 22.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Queenstown',\n",
       "    'embarked': 'Q',\n",
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       "    'who': 'woman'},\n",
       "   {'adult_male': False,\n",
       "    'age': 26.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'First',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
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       "    'who': 'woman'},\n",
       "   {'adult_male': False,\n",
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       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'First',\n",
       "    'deck': 'B',\n",
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       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
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       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Second',\n",
       "    'deck': 'D',\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
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       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 24.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
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       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
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       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
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       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'First',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Cherbourg',\n",
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       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
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       "    'class': 'First',\n",
       "    'deck': 'C',\n",
       "    'embark_town': 'Southampton',\n",
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       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'First',\n",
       "    'deck': 'C',\n",
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       "    'class': 'First',\n",
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       "    'class': 'First',\n",
       "    'deck': 'E',\n",
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       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
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       "    'age': 27.0,\n",
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       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
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       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Queenstown',\n",
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       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
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       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 69.55,\n",
       "    'parch': 2,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 8,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 36.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'First',\n",
       "    'deck': 'C',\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 135.6333,\n",
       "    'parch': 0,\n",
       "    'pclass': 1,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': 61.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 6.2375,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 36.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'Second',\n",
       "    'deck': 'D',\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 13.0,\n",
       "    'parch': 0,\n",
       "    'pclass': 2,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': False,\n",
       "    'age': 31.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 20.525,\n",
       "    'parch': 1,\n",
       "    'pclass': 3,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 1,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': False,\n",
       "    'age': 16.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'First',\n",
       "    'deck': 'B',\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 57.9792,\n",
       "    'parch': 1,\n",
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       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': False,\n",
       "    'age': None,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Queenstown',\n",
       "    'embarked': 'Q',\n",
       "    'fare': 23.25,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 2,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': 45.5,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'First',\n",
       "    'deck': 'C',\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 28.5,\n",
       "    'parch': 0,\n",
       "    'pclass': 1,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 38.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'First',\n",
       "    'deck': 'C',\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 153.4625,\n",
       "    'parch': 1,\n",
       "    'pclass': 1,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 16.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 18.0,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 2,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': None,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'First',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 133.65,\n",
       "    'parch': 0,\n",
       "    'pclass': 1,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 1,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.8958,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 29.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'First',\n",
       "    'deck': 'C',\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 66.6,\n",
       "    'parch': 0,\n",
       "    'pclass': 1,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 1,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 41.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'First',\n",
       "    'deck': 'E',\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 134.5,\n",
       "    'parch': 0,\n",
       "    'pclass': 1,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': 45.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 8.05,\n",
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       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 45.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'First',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 35.5,\n",
       "    'parch': 0,\n",
       "    'pclass': 1,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 2.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'Second',\n",
       "    'deck': 'F',\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 26.0,\n",
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       "    'sex': 'male',\n",
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       "    'who': 'child'},\n",
       "   {'adult_male': False,\n",
       "    'age': 24.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'First',\n",
       "    'deck': 'C',\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
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       "    'sex': 'female',\n",
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       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': 28.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 13.0,\n",
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       "    'who': 'man'},\n",
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       "    'age': 25.0,\n",
       "    'alive': 'no',\n",
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       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
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       "    'sex': 'male',\n",
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       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 36.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 13.0,\n",
       "    'parch': 0,\n",
       "    'pclass': 2,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
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       "    'who': 'man'},\n",
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       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'Second',\n",
       "    'deck': 'F',\n",
       "    'embark_town': 'Southampton',\n",
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       "    'who': 'woman'},\n",
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       "    'alive': 'yes',\n",
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       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
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       "    'who': 'woman'},\n",
       "   {'adult_male': False,\n",
       "    'age': None,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
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       "    'age': 3.0,\n",
       "    'alive': 'yes',\n",
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       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
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       "    'who': 'child'},\n",
       "   {'adult_male': True,\n",
       "    'age': 42.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 8.6625,\n",
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       "    'sex': 'male',\n",
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       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 23.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 9.225,\n",
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       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'First',\n",
       "    'deck': 'C',\n",
       "    'embark_town': 'Southampton',\n",
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       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 15.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 7.2292,\n",
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       "    'sex': 'male',\n",
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       "    'who': 'child'},\n",
       "   {'adult_male': True,\n",
       "    'age': 25.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 17.8,\n",
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       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
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       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 7.225,\n",
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       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 28.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 9.5,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 22.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'First',\n",
       "    'deck': 'E',\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 55.0,\n",
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       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': False,\n",
       "    'age': 38.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 13.0,\n",
       "    'parch': 0,\n",
       "    'pclass': 2,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': False,\n",
       "    'age': None,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Queenstown',\n",
       "    'embarked': 'Q',\n",
       "    'fare': 7.8792,\n",
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       "    'sex': 'female',\n",
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       "    'who': 'woman'},\n",
       "   {'adult_male': False,\n",
       "    'age': None,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Queenstown',\n",
       "    'embarked': 'Q',\n",
       "    'fare': 7.8792,\n",
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       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
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       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': 40.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 27.9,\n",
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       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
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       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 29.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 27.7208,\n",
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       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 45.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 14.4542,\n",
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       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
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       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': 35.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.05,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Queenstown',\n",
       "    'embarked': 'Q',\n",
       "    'fare': 15.5,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 1,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 30.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.25,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 60.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'First',\n",
       "    'deck': 'D',\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 75.25,\n",
       "    'parch': 0,\n",
       "    'pclass': 1,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 1,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': False,\n",
       "    'age': None,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 7.2292,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': False,\n",
       "    'age': None,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Queenstown',\n",
       "    'embarked': 'Q',\n",
       "    'fare': 7.75,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': False,\n",
       "    'age': 24.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'First',\n",
       "    'deck': 'B',\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 69.3,\n",
       "    'parch': 0,\n",
       "    'pclass': 1,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': 25.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'First',\n",
       "    'deck': 'E',\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 55.4417,\n",
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       "    'pclass': 1,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 1,\n",
       "    'survived': 1,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 18.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 6.4958,\n",
       "    'parch': 0,\n",
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       "    'sex': 'male',\n",
       "    'sibsp': 1,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 19.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 8.05,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 22.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'First',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 135.6333,\n",
       "    'parch': 0,\n",
       "    'pclass': 1,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 3.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 21.075,\n",
       "    'parch': 1,\n",
       "    'pclass': 3,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 3,\n",
       "    'survived': 0,\n",
       "    'who': 'child'},\n",
       "   {'adult_male': False,\n",
       "    'age': None,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'First',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 82.1708,\n",
       "    'parch': 0,\n",
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       "    'sex': 'female',\n",
       "    'sibsp': 1,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': False,\n",
       "    'age': 22.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.25,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': 27.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'First',\n",
       "    'deck': 'C',\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 211.5,\n",
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       "    'pclass': 1,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 20.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 4.0125,\n",
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       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 19.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.775,\n",
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       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 42.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'First',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 227.525,\n",
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       "    'sex': 'female',\n",
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       "    'who': 'woman'},\n",
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       "    'alive': 'yes',\n",
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       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 15.7417,\n",
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       "    'who': 'child'},\n",
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       "    'age': 32.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.925,\n",
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       "    'who': 'man'},\n",
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       "    'class': 'First',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
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       "    'who': 'woman'},\n",
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       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
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       "    'who': 'man'},\n",
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       "    'age': 18.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
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       "    'who': 'man'},\n",
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       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
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       "    'embark_town': 'Southampton',\n",
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       "    'who': 'woman'},\n",
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       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Queenstown',\n",
       "    'embarked': 'Q',\n",
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       "    'who': 'man'},\n",
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       "    'age': 17.0,\n",
       "    'alive': 'yes',\n",
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       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
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       "    'who': 'woman'},\n",
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       "    'alive': 'yes',\n",
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       "    'class': 'First',\n",
       "    'deck': 'B',\n",
       "    'embark_town': 'Southampton',\n",
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       "    'who': 'man'},\n",
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       "    'age': 21.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.7958,\n",
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       "    'who': 'man'},\n",
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       "    'age': 28.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.925,\n",
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       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 23.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'First',\n",
       "    'deck': 'D',\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 113.275,\n",
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       "    'sex': 'female',\n",
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       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': False,\n",
       "    'age': 24.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': 'G',\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 16.7,\n",
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       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': 22.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.7958,\n",
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       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 31.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.8542,\n",
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       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': 46.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 26.0,\n",
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       "    'sex': 'male',\n",
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       "    'who': 'man'},\n",
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       "    'age': 23.0,\n",
       "    'alive': 'no',\n",
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       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 10.5,\n",
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       "    'sex': 'male',\n",
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       "    'who': 'man'},\n",
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       "    'age': 28.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 12.65,\n",
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       "    'sex': 'female',\n",
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       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': 39.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.925,\n",
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       "    'sex': 'male',\n",
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       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 26.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 8.05,\n",
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       "    'sex': 'male',\n",
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       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 21.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 9.825,\n",
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       "    'sex': 'female',\n",
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       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': 28.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 15.85,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 1,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 20.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 8.6625,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': 34.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 21.0,\n",
       "    'parch': 0,\n",
       "    'pclass': 2,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 1,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 51.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.75,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 3.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 18.75,\n",
       "    'parch': 1,\n",
       "    'pclass': 2,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 1,\n",
       "    'survived': 1,\n",
       "    'who': 'child'},\n",
       "   {'adult_male': True,\n",
       "    'age': 21.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.775,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 25.4667,\n",
       "    'parch': 1,\n",
       "    'pclass': 3,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 3,\n",
       "    'survived': 0,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.8958,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Queenstown',\n",
       "    'embarked': 'Q',\n",
       "    'fare': 6.8583,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 33.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'First',\n",
       "    'deck': 'C',\n",
       "    'embark_town': 'Queenstown',\n",
       "    'embarked': 'Q',\n",
       "    'fare': 90.0,\n",
       "    'parch': 0,\n",
       "    'pclass': 1,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 1,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 0.0,\n",
       "    'parch': 0,\n",
       "    'pclass': 2,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 44.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.925,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 8.05,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': False,\n",
       "    'age': 34.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 32.5,\n",
       "    'parch': 1,\n",
       "    'pclass': 2,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 1,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': False,\n",
       "    'age': 18.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 13.0,\n",
       "    'parch': 2,\n",
       "    'pclass': 2,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': 30.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 13.0,\n",
       "    'parch': 0,\n",
       "    'pclass': 2,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 10.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 24.15,\n",
       "    'parch': 2,\n",
       "    'pclass': 3,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'child'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 7.8958,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 21.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Queenstown',\n",
       "    'embarked': 'Q',\n",
       "    'fare': 7.7333,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 29.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.875,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 28.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 14.4,\n",
       "    'parch': 1,\n",
       "    'pclass': 3,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 1,\n",
       "    'survived': 0,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': 18.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 20.2125,\n",
       "    'parch': 1,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 1,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.25,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 28.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 26.0,\n",
       "    'parch': 0,\n",
       "    'pclass': 2,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 1,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': False,\n",
       "    'age': 19.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 26.0,\n",
       "    'parch': 0,\n",
       "    'pclass': 2,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Queenstown',\n",
       "    'embarked': 'Q',\n",
       "    'fare': 7.75,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 32.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': 'E',\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 8.05,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 28.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'First',\n",
       "    'deck': 'C',\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 26.55,\n",
       "    'parch': 0,\n",
       "    'pclass': 1,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': None,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 16.1,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 1,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': False,\n",
       "    'age': 42.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 26.0,\n",
       "    'parch': 0,\n",
       "    'pclass': 2,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 1,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': 17.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.125,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 50.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'First',\n",
       "    'deck': 'E',\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 55.9,\n",
       "    'parch': 0,\n",
       "    'pclass': 1,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 1,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 14.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'First',\n",
       "    'deck': 'B',\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 120.0,\n",
       "    'parch': 2,\n",
       "    'pclass': 1,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 1,\n",
       "    'survived': 1,\n",
       "    'who': 'child'},\n",
       "   {'adult_male': False,\n",
       "    'age': 21.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 34.375,\n",
       "    'parch': 2,\n",
       "    'pclass': 3,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 2,\n",
       "    'survived': 0,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': False,\n",
       "    'age': 24.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 18.75,\n",
       "    'parch': 3,\n",
       "    'pclass': 2,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 2,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': 64.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'First',\n",
       "    'deck': 'C',\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 263.0,\n",
       "    'parch': 4,\n",
       "    'pclass': 1,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 1,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 31.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 10.5,\n",
       "    'parch': 0,\n",
       "    'pclass': 2,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 45.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 26.25,\n",
       "    'parch': 1,\n",
       "    'pclass': 2,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 1,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': 20.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 9.5,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 25.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.775,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 1,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 28.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 13.0,\n",
       "    'parch': 0,\n",
       "    'pclass': 2,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 8.1125,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 4.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'First',\n",
       "    'deck': 'A',\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 81.8583,\n",
       "    'parch': 2,\n",
       "    'pclass': 1,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'child'},\n",
       "   {'adult_male': False,\n",
       "    'age': 13.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 19.5,\n",
       "    'parch': 1,\n",
       "    'pclass': 2,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'child'},\n",
       "   {'adult_male': True,\n",
       "    'age': 34.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'First',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 26.55,\n",
       "    'parch': 0,\n",
       "    'pclass': 1,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 5.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 19.2583,\n",
       "    'parch': 1,\n",
       "    'pclass': 3,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 2,\n",
       "    'survived': 1,\n",
       "    'who': 'child'},\n",
       "   {'adult_male': True,\n",
       "    'age': 52.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'First',\n",
       "    'deck': 'C',\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 30.5,\n",
       "    'parch': 0,\n",
       "    'pclass': 1,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 36.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 27.75,\n",
       "    'parch': 2,\n",
       "    'pclass': 2,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 1,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 19.9667,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 1,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 30.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'First',\n",
       "    'deck': 'C',\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 27.75,\n",
       "    'parch': 0,\n",
       "    'pclass': 1,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 49.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'First',\n",
       "    'deck': 'C',\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 89.1042,\n",
       "    'parch': 0,\n",
       "    'pclass': 1,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 1,\n",
       "    'survived': 1,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 8.05,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 29.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 7.8958,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 65.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'First',\n",
       "    'deck': 'E',\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 26.55,\n",
       "    'parch': 0,\n",
       "    'pclass': 1,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': None,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'First',\n",
       "    'deck': 'D',\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 51.8625,\n",
       "    'parch': 0,\n",
       "    'pclass': 1,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 1,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': False,\n",
       "    'age': 50.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 10.5,\n",
       "    'parch': 0,\n",
       "    'pclass': 2,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Queenstown',\n",
       "    'embarked': 'Q',\n",
       "    'fare': 7.75,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 48.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'First',\n",
       "    'deck': 'E',\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 26.55,\n",
       "    'parch': 0,\n",
       "    'pclass': 1,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 34.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 8.05,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 47.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'First',\n",
       "    'deck': 'E',\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 38.5,\n",
       "    'parch': 0,\n",
       "    'pclass': 1,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 48.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 13.0,\n",
       "    'parch': 0,\n",
       "    'pclass': 2,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 8.05,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 38.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.05,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 0.0,\n",
       "    'parch': 0,\n",
       "    'pclass': 2,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 56.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'First',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 26.55,\n",
       "    'parch': 0,\n",
       "    'pclass': 1,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Queenstown',\n",
       "    'embarked': 'Q',\n",
       "    'fare': 7.725,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 0.75,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 19.2583,\n",
       "    'parch': 1,\n",
       "    'pclass': 3,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 2,\n",
       "    'survived': 1,\n",
       "    'who': 'child'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.25,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 38.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 8.6625,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 33.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 27.75,\n",
       "    'parch': 2,\n",
       "    'pclass': 2,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 1,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': False,\n",
       "    'age': 23.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'Second',\n",
       "    'deck': 'D',\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 13.7917,\n",
       "    'parch': 0,\n",
       "    'pclass': 2,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': False,\n",
       "    'age': 22.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 9.8375,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'First',\n",
       "    'deck': 'A',\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 52.0,\n",
       "    'parch': 0,\n",
       "    'pclass': 1,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 34.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 21.0,\n",
       "    'parch': 0,\n",
       "    'pclass': 2,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 1,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 29.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.0458,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 1,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 22.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.5208,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 2.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 12.2875,\n",
       "    'parch': 1,\n",
       "    'pclass': 3,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'child'},\n",
       "   {'adult_male': False,\n",
       "    'age': 9.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 46.9,\n",
       "    'parch': 2,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 5,\n",
       "    'survived': 0,\n",
       "    'who': 'child'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 0.0,\n",
       "    'parch': 0,\n",
       "    'pclass': 2,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 50.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 8.05,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 63.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 9.5875,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': 25.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'First',\n",
       "    'deck': 'B',\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 91.0792,\n",
       "    'parch': 0,\n",
       "    'pclass': 1,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 1,\n",
       "    'survived': 1,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 25.4667,\n",
       "    'parch': 1,\n",
       "    'pclass': 3,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 3,\n",
       "    'survived': 0,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': False,\n",
       "    'age': 35.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'First',\n",
       "    'deck': 'C',\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 90.0,\n",
       "    'parch': 0,\n",
       "    'pclass': 1,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 1,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': 58.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'First',\n",
       "    'deck': 'B',\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 29.7,\n",
       "    'parch': 0,\n",
       "    'pclass': 1,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 30.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 8.05,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 9.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 15.9,\n",
       "    'parch': 1,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 1,\n",
       "    'survived': 1,\n",
       "    'who': 'child'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 19.9667,\n",
       "    'parch': 0,\n",
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       "    'sex': 'male',\n",
       "    'sibsp': 1,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 21.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.25,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 55.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'First',\n",
       "    'deck': 'C',\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 30.5,\n",
       "    'parch': 0,\n",
       "    'pclass': 1,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 71.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'First',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 49.5042,\n",
       "    'parch': 0,\n",
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       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 21.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 8.05,\n",
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       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 14.4583,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 54.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'First',\n",
       "    'deck': 'D',\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
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       "    'sex': 'female',\n",
       "    'sibsp': 1,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 15.1,\n",
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       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 25.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'First',\n",
       "    'deck': 'C',\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
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       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': 24.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.7958,\n",
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       "    'sex': 'male',\n",
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       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 17.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 8.6625,\n",
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       "    'sex': 'male',\n",
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       "    'who': 'man'},\n",
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       "    'age': 21.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Queenstown',\n",
       "    'embarked': 'Q',\n",
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       "    'who': 'woman'},\n",
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       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Queenstown',\n",
       "    'embarked': 'Q',\n",
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       "    'age': 37.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 9.5875,\n",
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       "    'who': 'woman'},\n",
       "   {'adult_male': False,\n",
       "    'age': 16.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'First',\n",
       "    'deck': 'B',\n",
       "    'embark_town': 'Southampton',\n",
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       "    'who': 'woman'},\n",
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       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'First',\n",
       "    'deck': 'C',\n",
       "    'embark_town': 'Cherbourg',\n",
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       "    'who': 'man'},\n",
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       "    'alive': 'yes',\n",
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       "    'class': 'Second',\n",
       "    'deck': nan,\n",
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       "    'embarked': 'S',\n",
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       "    'who': 'woman'},\n",
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       "    'alive': 'yes',\n",
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       "    'class': 'First',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
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       "    'who': 'man'},\n",
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       "    'age': 28.0,\n",
       "    'alive': 'no',\n",
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       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
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       "    'who': 'man'},\n",
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       "    'alive': 'yes',\n",
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       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
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       "    'alive': 'yes',\n",
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       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Queenstown',\n",
       "    'embarked': 'Q',\n",
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       "    'who': 'man'},\n",
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       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
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       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
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       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'First',\n",
       "    'deck': 'E',\n",
       "    'embark_town': 'Southampton',\n",
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       "    'who': 'man'},\n",
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       "    'age': 54.0,\n",
       "    'alive': 'yes',\n",
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       "    'class': 'First',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
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       "    'who': 'woman'},\n",
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       "    'age': 24.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.4958,\n",
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       "    'sex': 'male',\n",
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       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 47.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'First',\n",
       "    'deck': 'D',\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
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       "    'sex': 'male',\n",
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       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 34.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'Second',\n",
       "    'deck': 'F',\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
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       "    'sex': 'female',\n",
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       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Queenstown',\n",
       "    'embarked': 'Q',\n",
       "    'fare': 24.15,\n",
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       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
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       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 36.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
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       "    'sex': 'female',\n",
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       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': 32.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.8958,\n",
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       "    'sex': 'male',\n",
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       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 30.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'First',\n",
       "    'deck': 'B',\n",
       "    'embark_town': 'Southampton',\n",
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       "    'sex': 'female',\n",
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       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': 22.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.8958,\n",
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       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 7.225,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 44.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'First',\n",
       "    'deck': 'B',\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 57.9792,\n",
       "    'parch': 1,\n",
       "    'pclass': 1,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 7.2292,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 40.5,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Queenstown',\n",
       "    'embarked': 'Q',\n",
       "    'fare': 7.75,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 50.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 10.5,\n",
       "    'parch': 0,\n",
       "    'pclass': 2,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'First',\n",
       "    'deck': 'C',\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 221.7792,\n",
       "    'parch': 0,\n",
       "    'pclass': 1,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 39.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.925,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 23.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 11.5,\n",
       "    'parch': 1,\n",
       "    'pclass': 2,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 2,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 2.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 26.0,\n",
       "    'parch': 1,\n",
       "    'pclass': 2,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 1,\n",
       "    'survived': 1,\n",
       "    'who': 'child'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 7.2292,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 17.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 7.2292,\n",
       "    'parch': 1,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 1,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': None,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 22.3583,\n",
       "    'parch': 2,\n",
       "    'pclass': 3,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': False,\n",
       "    'age': 30.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 8.6625,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': False,\n",
       "    'age': 7.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 26.25,\n",
       "    'parch': 2,\n",
       "    'pclass': 2,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'child'},\n",
       "   {'adult_male': True,\n",
       "    'age': 45.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'First',\n",
       "    'deck': 'B',\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 26.55,\n",
       "    'parch': 0,\n",
       "    'pclass': 1,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 30.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'First',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 106.425,\n",
       "    'parch': 0,\n",
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       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 14.5,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 22.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'First',\n",
       "    'deck': 'B',\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
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       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': False,\n",
       "    'age': 36.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'First',\n",
       "    'deck': 'B',\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
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       "    'sex': 'female',\n",
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       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': False,\n",
       "    'age': 9.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 31.275,\n",
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       "    'who': 'child'},\n",
       "   {'adult_male': False,\n",
       "    'age': 11.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 31.275,\n",
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       "    'who': 'child'},\n",
       "   {'adult_male': True,\n",
       "    'age': 32.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
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       "    'sex': 'male',\n",
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       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 50.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'First',\n",
       "    'deck': 'C',\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
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       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 64.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'First',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
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       "    'sex': 'male',\n",
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       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 19.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
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       "    'sex': 'female',\n",
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       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
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       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
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       "    'who': 'man'},\n",
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       "    'age': 33.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
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       "    'who': 'man'},\n",
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       "    'age': 8.0,\n",
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       "    'alone': False,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 36.75,\n",
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       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'First',\n",
       "    'deck': 'C',\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
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       "    'who': 'man'},\n",
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       "    'age': 27.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
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       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Queenstown',\n",
       "    'embarked': 'Q',\n",
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       "    'sex': 'male',\n",
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       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 22.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 7.225,\n",
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       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
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       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 22.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.775,\n",
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       "    'sex': 'female',\n",
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       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': 62.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'First',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 26.55,\n",
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       "    'pclass': 1,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 48.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'First',\n",
       "    'deck': 'A',\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 39.6,\n",
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       "    'sex': 'female',\n",
       "    'sibsp': 1,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'First',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 227.525,\n",
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       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 39.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'First',\n",
       "    'deck': 'E',\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 79.65,\n",
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       "    'sex': 'female',\n",
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       "    'who': 'woman'},\n",
       "   {'adult_male': False,\n",
       "    'age': 36.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 17.4,\n",
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       "    'pclass': 3,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 1,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Queenstown',\n",
       "    'embarked': 'Q',\n",
       "    'fare': 7.75,\n",
       "    'parch': 0,\n",
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       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 40.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.8958,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 28.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 13.5,\n",
       "    'parch': 0,\n",
       "    'pclass': 2,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 8.05,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 8.05,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': 24.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 24.15,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
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       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 19.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.8958,\n",
       "    'parch': 0,\n",
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       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 29.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 21.075,\n",
       "    'parch': 4,\n",
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       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
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       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 32.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.8542,\n",
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       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 62.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
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       "    'pclass': 2,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 53.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'First',\n",
       "    'deck': 'C',\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 51.4792,\n",
       "    'parch': 0,\n",
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       "    'sex': 'female',\n",
       "    'sibsp': 2,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': 36.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'First',\n",
       "    'deck': 'E',\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
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       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
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       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': None,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Queenstown',\n",
       "    'embarked': 'Q',\n",
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       "    'sex': 'female',\n",
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       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': 16.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 8.05,\n",
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       "    'sex': 'male',\n",
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       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 19.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
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       "    'sibsp': 0,\n",
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       "    'who': 'man'},\n",
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       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
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       "    'who': 'woman'},\n",
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       "    'alive': 'yes',\n",
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       "    'class': 'First',\n",
       "    'deck': 'E',\n",
       "    'embark_town': 'Southampton',\n",
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       "    'who': 'woman'},\n",
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       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Cherbourg',\n",
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       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
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       "    'class': 'First',\n",
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       "    'class': 'Second',\n",
       "    'deck': nan,\n",
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       "    'class': 'First',\n",
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       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Cherbourg',\n",
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       "    'class': 'First',\n",
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       "    'embark_town': 'Cherbourg',\n",
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       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
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       "    'class': 'Third',\n",
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       "    'embark_town': 'Southampton',\n",
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       "    'class': 'First',\n",
       "    'deck': 'D',\n",
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       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
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       "    'who': 'man'},\n",
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       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Queenstown',\n",
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       "    'class': 'Second',\n",
       "    'deck': nan,\n",
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       "    'embarked': 'S',\n",
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       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
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       "    'who': 'man'},\n",
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       "    'age': None,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
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       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': 49.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 0.0,\n",
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       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
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       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 49.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'First',\n",
       "    'deck': 'A',\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
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       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 24.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 27.0,\n",
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       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.8958,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'First',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 42.4,\n",
       "    'parch': 0,\n",
       "    'pclass': 1,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 44.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 8.05,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 35.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'First',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 26.55,\n",
       "    'parch': 0,\n",
       "    'pclass': 1,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 36.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 15.55,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 1,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 30.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.8958,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 27.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'First',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 30.5,\n",
       "    'parch': 0,\n",
       "    'pclass': 1,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 22.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 41.5792,\n",
       "    'parch': 2,\n",
       "    'pclass': 2,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 1,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': False,\n",
       "    'age': 40.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'First',\n",
       "    'deck': 'C',\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 153.4625,\n",
       "    'parch': 0,\n",
       "    'pclass': 1,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': False,\n",
       "    'age': 39.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 31.275,\n",
       "    'parch': 5,\n",
       "    'pclass': 3,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 1,\n",
       "    'survived': 0,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.05,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': None,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Queenstown',\n",
       "    'embarked': 'Q',\n",
       "    'fare': 15.5,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 1,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Queenstown',\n",
       "    'embarked': 'Q',\n",
       "    'fare': 7.75,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 35.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 8.05,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 24.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 65.0,\n",
       "    'parch': 2,\n",
       "    'pclass': 2,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 1,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': 34.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 14.4,\n",
       "    'parch': 1,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 1,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 26.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 16.1,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 1,\n",
       "    'survived': 0,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': False,\n",
       "    'age': 4.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'Second',\n",
       "    'deck': 'F',\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 39.0,\n",
       "    'parch': 1,\n",
       "    'pclass': 2,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 2,\n",
       "    'survived': 1,\n",
       "    'who': 'child'},\n",
       "   {'adult_male': True,\n",
       "    'age': 26.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 10.5,\n",
       "    'parch': 0,\n",
       "    'pclass': 2,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 27.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 14.4542,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 1,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 42.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'First',\n",
       "    'deck': 'D',\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 52.5542,\n",
       "    'parch': 0,\n",
       "    'pclass': 1,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 1,\n",
       "    'survived': 1,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 20.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 15.7417,\n",
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       "    'sex': 'male',\n",
       "    'sibsp': 1,\n",
       "    'survived': 1,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 21.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.8542,\n",
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       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 21.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 16.1,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 61.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'First',\n",
       "    'deck': 'D',\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 32.3208,\n",
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       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 57.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Queenstown',\n",
       "    'embarked': 'Q',\n",
       "    'fare': 12.35,\n",
       "    'parch': 0,\n",
       "    'pclass': 2,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 21.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'First',\n",
       "    'deck': 'D',\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 77.9583,\n",
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       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': 26.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.8958,\n",
       "    'parch': 0,\n",
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       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Queenstown',\n",
       "    'embarked': 'Q',\n",
       "    'fare': 7.7333,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 80.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'First',\n",
       "    'deck': 'A',\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 30.0,\n",
       "    'parch': 0,\n",
       "    'pclass': 1,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 51.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.0542,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 32.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'First',\n",
       "    'deck': 'B',\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 30.5,\n",
       "    'parch': 0,\n",
       "    'pclass': 1,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'First',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 0.0,\n",
       "    'parch': 0,\n",
       "    'pclass': 1,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 9.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 27.9,\n",
       "    'parch': 2,\n",
       "    'pclass': 3,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 3,\n",
       "    'survived': 0,\n",
       "    'who': 'child'},\n",
       "   {'adult_male': False,\n",
       "    'age': 28.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 13.0,\n",
       "    'parch': 0,\n",
       "    'pclass': 2,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': 32.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.925,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 31.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 26.25,\n",
       "    'parch': 1,\n",
       "    'pclass': 2,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 1,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 41.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 39.6875,\n",
       "    'parch': 5,\n",
       "    'pclass': 3,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 16.1,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 1,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 20.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.8542,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 24.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'First',\n",
       "    'deck': 'B',\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 69.3,\n",
       "    'parch': 0,\n",
       "    'pclass': 1,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': False,\n",
       "    'age': 2.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 27.9,\n",
       "    'parch': 2,\n",
       "    'pclass': 3,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 3,\n",
       "    'survived': 0,\n",
       "    'who': 'child'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 56.4958,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 0.75,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 19.2583,\n",
       "    'parch': 1,\n",
       "    'pclass': 3,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 2,\n",
       "    'survived': 1,\n",
       "    'who': 'child'},\n",
       "   {'adult_male': True,\n",
       "    'age': 48.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'First',\n",
       "    'deck': 'D',\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 76.7292,\n",
       "    'parch': 0,\n",
       "    'pclass': 1,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 1,\n",
       "    'survived': 1,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 19.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.8958,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 56.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'First',\n",
       "    'deck': 'A',\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
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       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.55,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 23.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.55,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.8958,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 18.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 23.0,\n",
       "    'parch': 1,\n",
       "    'pclass': 2,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': 21.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 8.4333,\n",
       "    'parch': 0,\n",
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       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': None,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Queenstown',\n",
       "    'embarked': 'Q',\n",
       "    'fare': 7.8292,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': False,\n",
       "    'age': 18.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Queenstown',\n",
       "    'embarked': 'Q',\n",
       "    'fare': 6.75,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': 24.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 73.5,\n",
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       "    'pclass': 2,\n",
       "    'sex': 'male',\n",
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       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.8958,\n",
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       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 32.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Queenstown',\n",
       "    'embarked': 'Q',\n",
       "    'fare': 15.5,\n",
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       "    'pclass': 3,\n",
       "    'sex': 'female',\n",
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       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': 23.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 13.0,\n",
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       "    'pclass': 2,\n",
       "    'sex': 'male',\n",
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       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 58.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'First',\n",
       "    'deck': 'D',\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
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       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 50.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'First',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 133.65,\n",
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       "    'sex': 'male',\n",
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       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 40.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 7.225,\n",
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       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 47.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'First',\n",
       "    'deck': 'E',\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
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       "    'who': 'man'},\n",
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       "    'alive': 'no',\n",
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       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
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       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
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       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 32.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
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       "    'who': 'man'},\n",
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       "    'age': 25.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
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       "    'who': 'man'},\n",
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       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.775,\n",
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       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 43.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 8.05,\n",
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       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': None,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'First',\n",
       "    'deck': 'C',\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 52.0,\n",
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       "    'sex': 'female',\n",
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       "    'who': 'woman'},\n",
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       "    'age': 40.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 39.0,\n",
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       "    'pclass': 2,\n",
       "    'sex': 'female',\n",
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       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': 31.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'First',\n",
       "    'deck': 'B',\n",
       "    'embark_town': 'Southampton',\n",
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       "    'sex': 'male',\n",
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       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 70.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 10.5,\n",
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       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
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       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 31.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 13.0,\n",
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       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 0.0,\n",
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       "    'pclass': 2,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 18.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.775,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 24.5,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 8.05,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 18.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 9.8417,\n",
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       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
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       "    'who': 'woman'},\n",
       "   {'adult_male': False,\n",
       "    'age': 43.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 46.9,\n",
       "    'parch': 6,\n",
       "    'pclass': 3,\n",
       "    'sex': 'female',\n",
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       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': 36.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'First',\n",
       "    'deck': 'B',\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 512.3292,\n",
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       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Queenstown',\n",
       "    'embarked': 'Q',\n",
       "    'fare': 8.1375,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': 27.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'First',\n",
       "    'deck': 'D',\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 76.7292,\n",
       "    'parch': 0,\n",
       "    'pclass': 1,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 20.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 9.225,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 14.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 46.9,\n",
       "    'parch': 2,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
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       "    'survived': 0,\n",
       "    'who': 'child'},\n",
       "   {'adult_male': True,\n",
       "    'age': 60.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 39.0,\n",
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       "    'pclass': 2,\n",
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       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 25.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 41.5792,\n",
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       "    'sex': 'male',\n",
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       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 14.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 39.6875,\n",
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       "    'sex': 'male',\n",
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       "    'who': 'child'},\n",
       "   {'adult_male': True,\n",
       "    'age': 19.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
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       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 18.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
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       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 15.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'First',\n",
       "    'deck': 'B',\n",
       "    'embark_town': 'Southampton',\n",
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       "    'sex': 'female',\n",
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       "    'who': 'child'},\n",
       "   {'adult_male': True,\n",
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       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'First',\n",
       "    'deck': 'B',\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
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       "    'sex': 'male',\n",
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       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 4.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
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       "    'who': 'child'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
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       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 25.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
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       "    'who': 'man'},\n",
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       "    'alive': 'no',\n",
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       "    'class': 'First',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
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       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 52.0,\n",
       "    'alive': 'no',\n",
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       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
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       "    'who': 'man'},\n",
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       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
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       "    'who': 'man'},\n",
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       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Queenstown',\n",
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       "    'class': 'First',\n",
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       "    'embark_town': 'Cherbourg',\n",
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       "    'class': 'Third',\n",
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       "    'alive': 'yes',\n",
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       "    'class': 'First',\n",
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       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Cherbourg',\n",
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       "    'deck': 'C',\n",
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       "    'alone': True,\n",
       "    'class': 'First',\n",
       "    'deck': 'C',\n",
       "    'embark_town': 'Southampton',\n",
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       "    'class': 'First',\n",
       "    'deck': 'C',\n",
       "    'embark_town': 'Southampton',\n",
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       "    'who': 'man'},\n",
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       "    'age': 29.0,\n",
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       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
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       "    'who': 'man'},\n",
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       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
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       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': 'F',\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
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       "    'who': 'man'},\n",
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       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'First',\n",
       "    'deck': 'C',\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
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       "    'class': 'Second',\n",
       "    'deck': 'E',\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
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       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Queenstown',\n",
       "    'embarked': 'Q',\n",
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       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 33.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.775,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 6.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 33.0,\n",
       "    'parch': 1,\n",
       "    'pclass': 2,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'child'},\n",
       "   {'adult_male': True,\n",
       "    'age': 17.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.0542,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 1,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 34.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 13.0,\n",
       "    'parch': 0,\n",
       "    'pclass': 2,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 50.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 13.0,\n",
       "    'parch': 0,\n",
       "    'pclass': 2,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 27.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'First',\n",
       "    'deck': 'E',\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 53.1,\n",
       "    'parch': 0,\n",
       "    'pclass': 1,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 1,\n",
       "    'survived': 1,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 20.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 8.6625,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 30.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 21.0,\n",
       "    'parch': 0,\n",
       "    'pclass': 2,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 3,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': False,\n",
       "    'age': None,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Queenstown',\n",
       "    'embarked': 'Q',\n",
       "    'fare': 7.7375,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': 25.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 26.0,\n",
       "    'parch': 0,\n",
       "    'pclass': 2,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 1,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 25.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.925,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 1,\n",
       "    'survived': 0,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': False,\n",
       "    'age': 29.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'First',\n",
       "    'deck': 'B',\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 211.3375,\n",
       "    'parch': 0,\n",
       "    'pclass': 1,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': False,\n",
       "    'age': 11.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 18.7875,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'child'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 0.0,\n",
       "    'parch': 0,\n",
       "    'pclass': 2,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 23.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 13.0,\n",
       "    'parch': 0,\n",
       "    'pclass': 2,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 23.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 13.0,\n",
       "    'parch': 0,\n",
       "    'pclass': 2,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 28.5,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 16.1,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 48.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 34.375,\n",
       "    'parch': 3,\n",
       "    'pclass': 3,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 1,\n",
       "    'survived': 0,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': 35.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'First',\n",
       "    'deck': 'B',\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 512.3292,\n",
       "    'parch': 0,\n",
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       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.8958,\n",
       "    'parch': 0,\n",
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       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.8958,\n",
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       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'First',\n",
       "    'deck': 'D',\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 30.0,\n",
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       "    'pclass': 1,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 36.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'First',\n",
       "    'deck': 'C',\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 78.85,\n",
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       "    'sex': 'male',\n",
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       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 21.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'First',\n",
       "    'deck': 'B',\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 262.375,\n",
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       "    'sex': 'female',\n",
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       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': 24.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 16.1,\n",
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       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
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       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 31.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.925,\n",
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       "    'sex': 'male',\n",
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       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 70.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'First',\n",
       "    'deck': 'B',\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
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       "    'sex': 'male',\n",
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       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 16.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 20.25,\n",
       "    'parch': 1,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 1,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 30.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 13.0,\n",
       "    'parch': 0,\n",
       "    'pclass': 2,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': 19.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'First',\n",
       "    'deck': 'D',\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 53.1,\n",
       "    'parch': 0,\n",
       "    'pclass': 1,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 1,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 31.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Queenstown',\n",
       "    'embarked': 'Q',\n",
       "    'fare': 7.75,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 4.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 23.0,\n",
       "    'parch': 1,\n",
       "    'pclass': 2,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 1,\n",
       "    'survived': 1,\n",
       "    'who': 'child'},\n",
       "   {'adult_male': False,\n",
       "    'age': 6.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': 'E',\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 12.475,\n",
       "    'parch': 1,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'child'},\n",
       "   {'adult_male': True,\n",
       "    'age': 33.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 9.5,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 23.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.8958,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 48.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 65.0,\n",
       "    'parch': 2,\n",
       "    'pclass': 2,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 1,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': False,\n",
       "    'age': 0.67,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 14.5,\n",
       "    'parch': 1,\n",
       "    'pclass': 2,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 1,\n",
       "    'survived': 1,\n",
       "    'who': 'child'},\n",
       "   {'adult_male': True,\n",
       "    'age': 28.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.7958,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 18.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 11.5,\n",
       "    'parch': 0,\n",
       "    'pclass': 2,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 34.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 8.05,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 33.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'First',\n",
       "    'deck': 'B',\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 86.5,\n",
       "    'parch': 0,\n",
       "    'pclass': 1,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 14.5,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 41.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.125,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 20.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 7.2292,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 36.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'First',\n",
       "    'deck': 'B',\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 120.0,\n",
       "    'parch': 2,\n",
       "    'pclass': 1,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 1,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': 16.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.775,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 51.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'First',\n",
       "    'deck': 'D',\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 77.9583,\n",
       "    'parch': 0,\n",
       "    'pclass': 1,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 1,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'First',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 39.6,\n",
       "    'parch': 0,\n",
       "    'pclass': 1,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 30.5,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Queenstown',\n",
       "    'embarked': 'Q',\n",
       "    'fare': 7.75,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Queenstown',\n",
       "    'embarked': 'Q',\n",
       "    'fare': 24.15,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 1,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 32.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 8.3625,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 24.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 9.5,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 48.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.8542,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 57.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Second',\n",
       "    'deck': 'E',\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 10.5,\n",
       "    'parch': 0,\n",
       "    'pclass': 2,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 7.225,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 54.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 23.0,\n",
       "    'parch': 3,\n",
       "    'pclass': 2,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 1,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': 18.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.75,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': 'F',\n",
       "    'embark_town': 'Queenstown',\n",
       "    'embarked': 'Q',\n",
       "    'fare': 7.75,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 5.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 12.475,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'child'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Queenstown',\n",
       "    'embarked': 'Q',\n",
       "    'fare': 7.7375,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 43.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'First',\n",
       "    'deck': 'B',\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
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       "    'sex': 'female',\n",
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       "    'who': 'woman'},\n",
       "   {'adult_male': False,\n",
       "    'age': 13.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 7.2292,\n",
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       "    'sex': 'female',\n",
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       "    'who': 'child'},\n",
       "   {'adult_male': False,\n",
       "    'age': 17.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'First',\n",
       "    'deck': 'B',\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
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       "    'sex': 'female',\n",
       "    'sibsp': 1,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': 29.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'First',\n",
       "    'deck': 'D',\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
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       "    'sex': 'male',\n",
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       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 23.45,\n",
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       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 25.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
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       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 25.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.25,\n",
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       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
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       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 18.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.4958,\n",
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       "    'sex': 'female',\n",
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       "    'who': 'woman'},\n",
       "   {'adult_male': False,\n",
       "    'age': 8.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Queenstown',\n",
       "    'embarked': 'Q',\n",
       "    'fare': 29.125,\n",
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       "    'who': 'child'},\n",
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       "    'age': 1.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 20.575,\n",
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       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
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       "    'who': 'child'},\n",
       "   {'adult_male': True,\n",
       "    'age': 46.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'First',\n",
       "    'deck': 'B',\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
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       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Queenstown',\n",
       "    'embarked': 'Q',\n",
       "    'fare': 7.75,\n",
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       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 16.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 26.0,\n",
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       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 69.55,\n",
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       "    'pclass': 3,\n",
       "    'sex': 'female',\n",
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       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'First',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 30.6958,\n",
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       "    'sex': 'male',\n",
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       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 25.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.8958,\n",
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       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 39.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 13.0,\n",
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       "    'pclass': 2,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 49.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'First',\n",
       "    'deck': 'D',\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
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       "    'who': 'woman'},\n",
       "   {'adult_male': False,\n",
       "    'age': 31.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 8.6833,\n",
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       "    'sex': 'female',\n",
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       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': 30.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 7.2292,\n",
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       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 30.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 24.15,\n",
       "    'parch': 1,\n",
       "    'pclass': 3,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 1,\n",
       "    'survived': 0,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': 34.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 13.0,\n",
       "    'parch': 0,\n",
       "    'pclass': 2,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 31.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 26.25,\n",
       "    'parch': 1,\n",
       "    'pclass': 2,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 1,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': False,\n",
       "    'age': 11.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'First',\n",
       "    'deck': 'B',\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 120.0,\n",
       "    'parch': 2,\n",
       "    'pclass': 1,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 1,\n",
       "    'survived': 1,\n",
       "    'who': 'child'},\n",
       "   {'adult_male': False,\n",
       "    'age': 0.42,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 8.5167,\n",
       "    'parch': 1,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'child'},\n",
       "   {'adult_male': True,\n",
       "    'age': 27.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 6.975,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 31.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.775,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 39.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'First',\n",
       "    'deck': 'A',\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 0.0,\n",
       "    'parch': 0,\n",
       "    'pclass': 1,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 18.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.775,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': 39.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 13.0,\n",
       "    'parch': 0,\n",
       "    'pclass': 2,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 33.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'First',\n",
       "    'deck': 'E',\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 53.1,\n",
       "    'parch': 0,\n",
       "    'pclass': 1,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 1,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': 26.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.8875,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 39.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 24.15,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 35.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 10.5,\n",
       "    'parch': 0,\n",
       "    'pclass': 2,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 6.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 31.275,\n",
       "    'parch': 2,\n",
       "    'pclass': 3,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 4,\n",
       "    'survived': 0,\n",
       "    'who': 'child'},\n",
       "   {'adult_male': True,\n",
       "    'age': 30.5,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 8.05,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'First',\n",
       "    'deck': 'B',\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 0.0,\n",
       "    'parch': 0,\n",
       "    'pclass': 1,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 23.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.925,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': 31.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 37.0042,\n",
       "    'parch': 1,\n",
       "    'pclass': 2,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 1,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 43.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 6.45,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 10.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 27.9,\n",
       "    'parch': 2,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 3,\n",
       "    'survived': 0,\n",
       "    'who': 'child'},\n",
       "   {'adult_male': False,\n",
       "    'age': 52.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'First',\n",
       "    'deck': 'B',\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 93.5,\n",
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       "    'sex': 'female',\n",
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       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': 27.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 8.6625,\n",
       "    'parch': 0,\n",
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       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 38.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'First',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 0.0,\n",
       "    'parch': 0,\n",
       "    'pclass': 1,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 27.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': 'E',\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 12.475,\n",
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       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': False,\n",
       "    'age': 2.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 39.6875,\n",
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       "    'sex': 'male',\n",
       "    'sibsp': 4,\n",
       "    'survived': 0,\n",
       "    'who': 'child'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Queenstown',\n",
       "    'embarked': 'Q',\n",
       "    'fare': 6.95,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 56.4958,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 1.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 37.0042,\n",
       "    'parch': 2,\n",
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       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'child'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Queenstown',\n",
       "    'embarked': 'Q',\n",
       "    'fare': 7.75,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 62.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'First',\n",
       "    'deck': 'B',\n",
       "    'embark_town': nan,\n",
       "    'embarked': nan,\n",
       "    'fare': 80.0,\n",
       "    'parch': 0,\n",
       "    'pclass': 1,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': False,\n",
       "    'age': 15.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 14.4542,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 1,\n",
       "    'survived': 1,\n",
       "    'who': 'child'},\n",
       "   {'adult_male': False,\n",
       "    'age': 0.83,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 18.75,\n",
       "    'parch': 1,\n",
       "    'pclass': 2,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 1,\n",
       "    'survived': 1,\n",
       "    'who': 'child'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 7.2292,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 23.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.8542,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 18.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 8.3,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 39.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'First',\n",
       "    'deck': 'E',\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 83.1583,\n",
       "    'parch': 1,\n",
       "    'pclass': 1,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 1,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': 21.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 8.6625,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 8.05,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 32.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 56.4958,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'First',\n",
       "    'deck': 'C',\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 29.7,\n",
       "    'parch': 0,\n",
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       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 20.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.925,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 16.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 10.5,\n",
       "    'parch': 0,\n",
       "    'pclass': 2,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 30.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'First',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 31.0,\n",
       "    'parch': 0,\n",
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       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
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       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': 34.5,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 6.4375,\n",
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       "    'sex': 'male',\n",
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       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 17.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 8.6625,\n",
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       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 42.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
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       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 69.55,\n",
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       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 35.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 7.8958,\n",
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       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
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       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 28.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
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       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': None,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'First',\n",
       "    'deck': 'C',\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
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       "    'sex': 'female',\n",
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       "    'who': 'woman'},\n",
       "   {'adult_male': False,\n",
       "    'age': 4.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
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       "    'who': 'child'},\n",
       "   {'adult_male': True,\n",
       "    'age': 74.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.775,\n",
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       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 9.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
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       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'First',\n",
       "    'deck': 'D',\n",
       "    'embark_town': 'Southampton',\n",
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       "    'who': 'woman'},\n",
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       "    'age': 44.0,\n",
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       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
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       "    'embark_town': 'Southampton',\n",
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       "    'class': 'First',\n",
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       "    'class': 'First',\n",
       "    'deck': 'E',\n",
       "    'embark_town': 'Southampton',\n",
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       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Cherbourg',\n",
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       "    'class': 'First',\n",
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       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
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       "    'deck': nan,\n",
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       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
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       "    'class': 'First',\n",
       "    'deck': 'B',\n",
       "    'embark_town': 'Southampton',\n",
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       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
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       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Cherbourg',\n",
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       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
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       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
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       "   {'adult_male': True,\n",
       "    'age': 19.0,\n",
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       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
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       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.8958,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 56.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'First',\n",
       "    'deck': 'C',\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 83.1583,\n",
       "    'parch': 1,\n",
       "    'pclass': 1,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': False,\n",
       "    'age': 25.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': False,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 26.0,\n",
       "    'parch': 1,\n",
       "    'pclass': 2,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': 33.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.8958,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 22.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 10.5167,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': 28.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 10.5,\n",
       "    'parch': 0,\n",
       "    'pclass': 2,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 25.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 7.05,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 39.0,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Queenstown',\n",
       "    'embarked': 'Q',\n",
       "    'fare': 29.125,\n",
       "    'parch': 5,\n",
       "    'pclass': 3,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': 27.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Second',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 13.0,\n",
       "    'parch': 0,\n",
       "    'pclass': 2,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': False,\n",
       "    'age': 19.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'First',\n",
       "    'deck': 'B',\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 30.0,\n",
       "    'parch': 0,\n",
       "    'pclass': 1,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': False,\n",
       "    'age': None,\n",
       "    'alive': 'no',\n",
       "    'alone': False,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Southampton',\n",
       "    'embarked': 'S',\n",
       "    'fare': 23.45,\n",
       "    'parch': 2,\n",
       "    'pclass': 3,\n",
       "    'sex': 'female',\n",
       "    'sibsp': 1,\n",
       "    'survived': 0,\n",
       "    'who': 'woman'},\n",
       "   {'adult_male': True,\n",
       "    'age': 26.0,\n",
       "    'alive': 'yes',\n",
       "    'alone': True,\n",
       "    'class': 'First',\n",
       "    'deck': 'C',\n",
       "    'embark_town': 'Cherbourg',\n",
       "    'embarked': 'C',\n",
       "    'fare': 30.0,\n",
       "    'parch': 0,\n",
       "    'pclass': 1,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 1,\n",
       "    'who': 'man'},\n",
       "   {'adult_male': True,\n",
       "    'age': 32.0,\n",
       "    'alive': 'no',\n",
       "    'alone': True,\n",
       "    'class': 'Third',\n",
       "    'deck': nan,\n",
       "    'embark_town': 'Queenstown',\n",
       "    'embarked': 'Q',\n",
       "    'fare': 7.75,\n",
       "    'parch': 0,\n",
       "    'pclass': 3,\n",
       "    'sex': 'male',\n",
       "    'sibsp': 0,\n",
       "    'survived': 0,\n",
       "    'who': 'man'}]},\n",
       " 'encoding': {'color': {'field': u'survived', 'type': 'nominal'},\n",
       "  'column': {'field': u'class', 'type': 'nominal'},\n",
       "  'x': {'field': u'survived', 'type': 'nominal'},\n",
       "  'y': {'aggregate': u'mean', 'field': u'fare', 'type': 'quantitative'}},\n",
       " 'mark': 'bar'}"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "c.to_dict()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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