{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Visualizing with `pandas`\n",
    "***"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "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": "markdown",
   "metadata": {},
   "source": [
    "<br/>\n",
    "\n",
    "### Thing 1: Line Chart (with many lines)\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>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": 3,
     "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": 4,
   "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": 4,
     "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": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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i5H2Om/0YkiRR4tRBIz+T7V5+DafJRJFVDajp+MbbgPy3SDKGEnrD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\ndkKKshBCCGEnpCgLIYQQduK/0vCr4Aa9oj8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1161b56d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1, 1,\n",
    "                       figsize=(7.5, 5))\n",
    "\n",
    "dfp.plot(ax=ax)\n",
    "\n",
    "ax.set(xlabel='Date',\n",
    "       ylabel='Value',\n",
    "       title='Random Timeseries')\n",
    "    \n",
    "ax.legend(loc=2)\n",
    "fig.autofmt_xdate()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<br/>\n",
    "\n",
    "### Thing 2: Scatter\n",
    "***"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "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": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('data/iris.csv')\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x11643fbd0>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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Ot99+k7lJCyGEhZKinUVaNmlAvZq+PHjwgAIFCmJra5sl2z1yJIIzZ04RGNiH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\nTUREJBH/B4PIgv35sNq3AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1162f26d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1, 1, figsize=(7.5, 7.5))\n",
    "\n",
    "for i, s in enumerate(df.species.unique()):\n",
    "    df[df.species == s].plot.scatter(\n",
    "        'petalLength', 'petalWidth',\n",
    "        c=cp[i], label=s, ax=ax\n",
    "    )\n",
    "\n",
    "ax.set(xlabel='Petal Length',\n",
    "       ylabel='Petal Width',\n",
    "       title='Petal Width v. Length -- by Species')\n",
    "\n",
    "ax.legend(loc=2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<br/>\n",
    "\n",
    "### Thing 3: Trellising the Above\n",
    "***"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<matplotlib.axes._subplots.AxesSubplot object at 0x125f73450>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x1266fc950>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x12677f950>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x1267e1910>]], dtype=object)"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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Bqxv3JOJCSi7enzeIeoASRANn7dq12LVrFyZNmiRYfuPGDaxevRr9+vXjlnl5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\nIiaXS6GQS7luAc60mOJb+JJuO1dN2dq9Zh0PxC/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mY2PKShOvCOuCeQpirbza0VeVqyvW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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x12533ca10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dfp.plot(subplots=True, layout=(2, 2), figsize=(10, 10),\n",
    "         title='Random Timeseries -- Value over Time')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "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>A</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>B</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>A</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             A\n",
       "1          1.4         0.2          4.9         3.0  setosa             A\n",
       "2          1.3         0.2          4.7         3.2  setosa             B\n",
       "3          1.5         0.2          4.6         3.1  setosa             B\n",
       "4          1.4         0.2          5.0         3.6  setosa             A"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tmp_n = df.shape[0] - df.shape[0]/2\n",
    "\n",
    "df['random_factor'] = np.random.permutation(['A'] * tmp_n + ['B'] * (df.shape[0] - tmp_n))\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<br/>\n",
    "\n",
    "### Thing 4: Visualizing Distributions (Boxplot and Histogram)\n",
    "***"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x127666690>"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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Zu3evBg4c6HRB4/z+cQNwd6tbt65at26tKVOm6MKFCwoJCdHrr7/ueMMXGRmp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\nAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x12765cf90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1, 1, figsize=(10, 10))\n",
    "\n",
    "df.boxplot(column='petalWidth', by='species', ax=ax)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1296ecd10>"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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q9evXO0/uz9OyZUvt3r1bO3bsKDSYBQUF6dSpU0pPT3cuS05Odvk5DH4aA0Bp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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x12967a090>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set_context('notebook', font_scale=1.25)\n",
    "\n",
    "fig, ax = plt.subplots(1, 1, figsize=(10, 10))\n",
    "\n",
    "df.boxplot(column='petalWidth', by=['species', 'random_factor'], ax=ax)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<matplotlib.axes._subplots.AxesSubplot object at 0x12c5ac1d0>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x12ca53a10>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x12cab53d0>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x12cc37850>]], dtype=object)"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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16mrUqJEk6fz58/r999/Vs2dPZWdnKzY2ViNGjLAts3Pnzny9eNbFxUWJiecLEb9o+PhU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\n5+QAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x12c5acd50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set_context('notebook', font_scale=1.5)\n",
    "\n",
    "fig, ax = plt.subplots(1, 1, figsize=(10, 10))\n",
    "\n",
    "df.hist(column='petalWidth', by='species', grid=None, ax=ax)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<br/>\n",
    "\n",
    "### Thing 5: Bar Chart\n",
    "***"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "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": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('data/titanic.csv')\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "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></th>\n",
       "      <th>fare</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>survived</th>\n",
       "      <th>pclass</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </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",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                      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"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfg = df.groupby(['survived', 'pclass']).agg({'fare': 'mean'})\n",
    "dfg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.text.Text at 0x12e5e5f90>,\n",
       " <matplotlib.text.Text at 0x11744b350>,\n",
       " <matplotlib.text.Text at 0x12e619450>]"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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qk2P7+PjK0dHRJscuKBR+AAAA2LXjx49qxLoxKuHlcVeP+2fiJb3bOfofPeX3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\ngg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x12d79f050>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1, 1, figsize=(12.5, 7))\n",
    "\n",
    "dfg.reset_index().\\\n",
    "    pivot(index='pclass',\n",
    "          columns='survived',\n",
    "          values='fare').plot.bar(ax=ax)\n",
    "\n",
    "ax.set(xlabel='Class',\n",
    "       ylabel='Fare',\n",
    "       title='Fare by survival and class')"
   ]
  }
 ],
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