notebooks/dataset-analisys.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "%config InlineBackend.figure_format = 'retina'\n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "import sys\n",
    "from IPython.display import JSON\n",
    "import random\n",
    "sys.path.append('..')\n",
    "\n",
    "from lib.dataset.pascal_voc.pascal_voc_dataset import PascalVOCDataset\n",
    "from lib.dataset.plot import plot_samples_count_by_class, plot_missing_samples_by_class, missing_samples_count_by_class\n",
    "from lib.json_utils import to_json\n",
    "from lib.config import Config\n",
    "from lib.dataset.plot import show_sample,show_samples"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "cfg = Config('../config.yml')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_dataset = PascalVOCDataset('../dataset/train/samples')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "test_dataset = PascalVOCDataset('../dataset/test/samples')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_samples = train_dataset.samples()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "test_samples = test_dataset.samples()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Samples count:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'train_samples' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-16-8edccdb9cbfe>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34mf'Train: {len(train_samples)}'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      2\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34mf'Test: {len(test_samples)}'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mNameError\u001b[0m: name 'train_samples' is not defined"
     ]
    }
   ],
   "source": [
    "print(f'Train: {len(train_samples)}')\n",
    "print(f'Test: {len(test_samples)}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# JSON(to_json(train_samples))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "expected_classes = set(cfg.property('labels'))\n",
    "train_dataset_classes = train_dataset.labels()\n",
    "test_dataset_classes = test_dataset.labels()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Dataset have the correct class names?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(52, 52)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(train_dataset_classes), len(expected_classes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(52, 52)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(test_dataset_classes), len(expected_classes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "assert train_dataset_classes == expected_classes, \"Wrong train dataset classes!\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# assert test_dataset_classes == expected_classes, \"Wrong test dataset classes!\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "set()"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test_dataset_classes - expected_classes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "set()"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "expected_classes - test_dataset_classes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Show train sampels count by class:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 3600x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 457,
       "width": 2854
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_samples_count_by_class(train_dataset)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "How many samples is required to **balance** samples by class to 15 accours?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 3600x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 457,
       "width": 2848
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_missing_samples_by_class(train_dataset)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<div>\n",
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       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Class</th>\n",
       "      <th>Missing</th>\n",
       "      <th>Count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>8d</td>\n",
       "      <td>1068</td>\n",
       "      <td>22711</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Js</td>\n",
       "      <td>955</td>\n",
       "      <td>22824</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Ks</td>\n",
       "      <td>912</td>\n",
       "      <td>22867</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Qs</td>\n",
       "      <td>902</td>\n",
       "      <td>22877</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>As</td>\n",
       "      <td>859</td>\n",
       "      <td>22920</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Ah</td>\n",
       "      <td>859</td>\n",
       "      <td>22920</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Qd</td>\n",
       "      <td>823</td>\n",
       "      <td>22956</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>6s</td>\n",
       "      <td>820</td>\n",
       "      <td>22959</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9c</td>\n",
       "      <td>806</td>\n",
       "      <td>22973</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>5h</td>\n",
       "      <td>788</td>\n",
       "      <td>22991</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Ac</td>\n",
       "      <td>764</td>\n",
       "      <td>23015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>10d</td>\n",
       "      <td>751</td>\n",
       "      <td>23028</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>8h</td>\n",
       "      <td>687</td>\n",
       "      <td>23092</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2s</td>\n",
       "      <td>683</td>\n",
       "      <td>23096</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>5s</td>\n",
       "      <td>663</td>\n",
       "      <td>23116</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Jc</td>\n",
       "      <td>658</td>\n",
       "      <td>23121</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>4s</td>\n",
       "      <td>633</td>\n",
       "      <td>23146</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>10c</td>\n",
       "      <td>597</td>\n",
       "      <td>23182</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Kc</td>\n",
       "      <td>597</td>\n",
       "      <td>23182</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>4d</td>\n",
       "      <td>596</td>\n",
       "      <td>23183</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>3c</td>\n",
       "      <td>592</td>\n",
       "      <td>23187</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>7c</td>\n",
       "      <td>559</td>\n",
       "      <td>23220</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>3s</td>\n",
       "      <td>558</td>\n",
       "      <td>23221</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>7h</td>\n",
       "      <td>521</td>\n",
       "      <td>23258</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Qh</td>\n",
       "      <td>517</td>\n",
       "      <td>23262</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>4c</td>\n",
       "      <td>516</td>\n",
       "      <td>23263</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>2h</td>\n",
       "      <td>510</td>\n",
       "      <td>23269</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>7d</td>\n",
       "      <td>508</td>\n",
       "      <td>23271</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>9s</td>\n",
       "      <td>504</td>\n",
       "      <td>23275</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>2d</td>\n",
       "      <td>503</td>\n",
       "      <td>23276</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>5c</td>\n",
       "      <td>489</td>\n",
       "      <td>23290</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>5d</td>\n",
       "      <td>487</td>\n",
       "      <td>23292</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Jh</td>\n",
       "      <td>444</td>\n",
       "      <td>23335</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>4h</td>\n",
       "      <td>432</td>\n",
       "      <td>23347</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>8c</td>\n",
       "      <td>431</td>\n",
       "      <td>23348</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>3d</td>\n",
       "      <td>428</td>\n",
       "      <td>23351</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>10s</td>\n",
       "      <td>414</td>\n",
       "      <td>23365</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>7s</td>\n",
       "      <td>389</td>\n",
       "      <td>23390</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>6c</td>\n",
       "      <td>385</td>\n",
       "      <td>23394</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Kd</td>\n",
       "      <td>383</td>\n",
       "      <td>23396</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Ad</td>\n",
       "      <td>346</td>\n",
       "      <td>23433</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>6h</td>\n",
       "      <td>325</td>\n",
       "      <td>23454</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Kh</td>\n",
       "      <td>314</td>\n",
       "      <td>23465</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>Qc</td>\n",
       "      <td>263</td>\n",
       "      <td>23516</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>6d</td>\n",
       "      <td>205</td>\n",
       "      <td>23574</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>9d</td>\n",
       "      <td>183</td>\n",
       "      <td>23596</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>9h</td>\n",
       "      <td>182</td>\n",
       "      <td>23597</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>10h</td>\n",
       "      <td>160</td>\n",
       "      <td>23619</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>3h</td>\n",
       "      <td>116</td>\n",
       "      <td>23663</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>2c</td>\n",
       "      <td>108</td>\n",
       "      <td>23671</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>8s</td>\n",
       "      <td>61</td>\n",
       "      <td>23718</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>Jd</td>\n",
       "      <td>0</td>\n",
       "      <td>23779</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Class  Missing  Count\n",
       "0     8d     1068  22711\n",
       "1     Js      955  22824\n",
       "2     Ks      912  22867\n",
       "3     Qs      902  22877\n",
       "4     As      859  22920\n",
       "5     Ah      859  22920\n",
       "6     Qd      823  22956\n",
       "7     6s      820  22959\n",
       "8     9c      806  22973\n",
       "9     5h      788  22991\n",
       "10    Ac      764  23015\n",
       "11   10d      751  23028\n",
       "12    8h      687  23092\n",
       "13    2s      683  23096\n",
       "14    5s      663  23116\n",
       "15    Jc      658  23121\n",
       "16    4s      633  23146\n",
       "17   10c      597  23182\n",
       "18    Kc      597  23182\n",
       "19    4d      596  23183\n",
       "20    3c      592  23187\n",
       "21    7c      559  23220\n",
       "22    3s      558  23221\n",
       "23    7h      521  23258\n",
       "24    Qh      517  23262\n",
       "25    4c      516  23263\n",
       "26    2h      510  23269\n",
       "27    7d      508  23271\n",
       "28    9s      504  23275\n",
       "29    2d      503  23276\n",
       "30    5c      489  23290\n",
       "31    5d      487  23292\n",
       "32    Jh      444  23335\n",
       "33    4h      432  23347\n",
       "34    8c      431  23348\n",
       "35    3d      428  23351\n",
       "36   10s      414  23365\n",
       "37    7s      389  23390\n",
       "38    6c      385  23394\n",
       "39    Kd      383  23396\n",
       "40    Ad      346  23433\n",
       "41    6h      325  23454\n",
       "42    Kh      314  23465\n",
       "43    Qc      263  23516\n",
       "44    6d      205  23574\n",
       "45    9d      183  23596\n",
       "46    9h      182  23597\n",
       "47   10h      160  23619\n",
       "48    3h      116  23663\n",
       "49    2c      108  23671\n",
       "50    8s       61  23718\n",
       "51    Jd        0  23779"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "missing_samples_count_by_class(train_dataset)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Show test sampels count by class:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
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      "text/plain": [
       "<Figure size 3600x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 457,
       "width": 2837
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_samples_count_by_class(test_dataset)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "How many samples is required to **balance** samples by class to 15 accours?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 3600x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 457,
       "width": 2837
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_missing_samples_by_class(test_dataset)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Class</th>\n",
       "      <th>Missing</th>\n",
       "      <th>Count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>3d</td>\n",
       "      <td>30</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>6c</td>\n",
       "      <td>29</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Ac</td>\n",
       "      <td>28</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>5c</td>\n",
       "      <td>27</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>8c</td>\n",
       "      <td>25</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2d</td>\n",
       "      <td>24</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Kd</td>\n",
       "      <td>24</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>10h</td>\n",
       "      <td>24</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Kh</td>\n",
       "      <td>23</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>5h</td>\n",
       "      <td>21</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Qd</td>\n",
       "      <td>21</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>6s</td>\n",
       "      <td>21</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2s</td>\n",
       "      <td>21</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>9h</td>\n",
       "      <td>21</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2c</td>\n",
       "      <td>19</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Ks</td>\n",
       "      <td>19</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>9s</td>\n",
       "      <td>19</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Qc</td>\n",
       "      <td>19</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>6h</td>\n",
       "      <td>18</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Qs</td>\n",
       "      <td>17</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>7s</td>\n",
       "      <td>17</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>3c</td>\n",
       "      <td>17</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>As</td>\n",
       "      <td>16</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Kc</td>\n",
       "      <td>16</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>10c</td>\n",
       "      <td>16</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Jh</td>\n",
       "      <td>16</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>3s</td>\n",
       "      <td>16</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Js</td>\n",
       "      <td>16</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>4d</td>\n",
       "      <td>15</td>\n",
       "      <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>8h</td>\n",
       "      <td>15</td>\n",
       "      <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>7d</td>\n",
       "      <td>15</td>\n",
       "      <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Jc</td>\n",
       "      <td>15</td>\n",
       "      <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>7c</td>\n",
       "      <td>13</td>\n",
       "      <td>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>4s</td>\n",
       "      <td>13</td>\n",
       "      <td>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Ah</td>\n",
       "      <td>12</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>4h</td>\n",
       "      <td>12</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>6d</td>\n",
       "      <td>12</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Ad</td>\n",
       "      <td>12</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>5d</td>\n",
       "      <td>11</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>5s</td>\n",
       "      <td>11</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>10d</td>\n",
       "      <td>9</td>\n",
       "      <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>10s</td>\n",
       "      <td>9</td>\n",
       "      <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>8s</td>\n",
       "      <td>9</td>\n",
       "      <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>9d</td>\n",
       "      <td>9</td>\n",
       "      <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>3h</td>\n",
       "      <td>8</td>\n",
       "      <td>39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>2h</td>\n",
       "      <td>8</td>\n",
       "      <td>39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>Jd</td>\n",
       "      <td>7</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>4c</td>\n",
       "      <td>7</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>9c</td>\n",
       "      <td>7</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>8d</td>\n",
       "      <td>6</td>\n",
       "      <td>41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>Qh</td>\n",
       "      <td>6</td>\n",
       "      <td>41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>7h</td>\n",
       "      <td>0</td>\n",
       "      <td>47</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Class  Missing  Count\n",
       "0     3d       30     17\n",
       "1     6c       29     18\n",
       "2     Ac       28     19\n",
       "3     5c       27     20\n",
       "4     8c       25     22\n",
       "5     2d       24     23\n",
       "6     Kd       24     23\n",
       "7    10h       24     23\n",
       "8     Kh       23     24\n",
       "9     5h       21     26\n",
       "10    Qd       21     26\n",
       "11    6s       21     26\n",
       "12    2s       21     26\n",
       "13    9h       21     26\n",
       "14    2c       19     28\n",
       "15    Ks       19     28\n",
       "16    9s       19     28\n",
       "17    Qc       19     28\n",
       "18    6h       18     29\n",
       "19    Qs       17     30\n",
       "20    7s       17     30\n",
       "21    3c       17     30\n",
       "22    As       16     31\n",
       "23    Kc       16     31\n",
       "24   10c       16     31\n",
       "25    Jh       16     31\n",
       "26    3s       16     31\n",
       "27    Js       16     31\n",
       "28    4d       15     32\n",
       "29    8h       15     32\n",
       "30    7d       15     32\n",
       "31    Jc       15     32\n",
       "32    7c       13     34\n",
       "33    4s       13     34\n",
       "34    Ah       12     35\n",
       "35    4h       12     35\n",
       "36    6d       12     35\n",
       "37    Ad       12     35\n",
       "38    5d       11     36\n",
       "39    5s       11     36\n",
       "40   10d        9     38\n",
       "41   10s        9     38\n",
       "42    8s        9     38\n",
       "43    9d        9     38\n",
       "44    3h        8     39\n",
       "45    2h        8     39\n",
       "46    Jd        7     40\n",
       "47    4c        7     40\n",
       "48    9c        7     40\n",
       "49    8d        6     41\n",
       "50    Qh        6     41\n",
       "51    7h        0     47"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "missing_samples_count_by_class(test_dataset)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'show_samples' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-1-1d7fd60ae69f>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mshow_samples\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtest_samples\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m: name 'show_samples' is not defined"
     ]
    }
   ],
   "source": [
    "show_samples(random.choice(train_samples))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "show_samples(test_samples)"
   ]
  }
 ],
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