MNIST_Predict.ipynb

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        "<a href=\"https://colab.research.google.com/github/DesiKeki/ML_Tutorial/blob/master/MNIST_Predict.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
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        "# **MNIST Digit Image Recognition Model Creation Example**\n",
        "\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "-HMsjRNXBJhe"
      },
      "source": [
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      ]
    },
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      "metadata": {
        "id": "DXXr5A8Q6prr"
      },
      "source": [
        "import numpy as np\n",
        "import matplotlib.pyplot as pt\n",
        "import pandas as pd\n",
        "from sklearn.ensemble import RandomForestClassifier\n",
        "from tqdm import tqdm_notebook as tn\n",
        "import time"
      ],
      "execution_count": 24,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "1O5lzBrGPiYm"
      },
      "source": [
        "**Sample MNIST Data:**\n",
        "\n",
        "---\n",
        "`Image Source: www.medium.com`"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "2ZhExRN9PGWK"
      },
      "source": [
        "![alt text](https://miro.medium.com/max/1200/1*VAjYygFUinnygIx9eVCrQQ.png)\n",
        "\n",
        "The MNIST database (Modified National Institute of Standards and Technology database) is a large database of handwritten digits that is commonly used for training various image processing systems."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
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      "source": [
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        "outputId": "ffba8f16-1a71-467e-a42c-f2d58d327f53",
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        "#Training and test data for MNIST is part of Google Collab's sample_data folder\n",
        "\n",
        "#Read the train CSV file in Pandas DataFrame\n",
        "df_train = pd.read_csv(\"sample_data/mnist_train_small.csv\")\n",
        "\n",
        "#Check the shape and first 5 rows of data\n",
        "print(df_train.shape)\n",
        "df_train.head()"
      ],
      "execution_count": 25,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "(19999, 785)\n"
          ],
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              "      <th>17</th>\n",
              "      <th>0.382</th>\n",
              "      <th>0.383</th>\n",
              "      <th>0.384</th>\n",
              "      <th>0.385</th>\n",
              "      <th>0.386</th>\n",
              "      <th>0.387</th>\n",
              "      <th>0.388</th>\n",
              "      <th>0.389</th>\n",
              "      <th>0.390</th>\n",
              "      <th>0.391</th>\n",
              "      <th>0.392</th>\n",
              "      <th>0.393</th>\n",
              "      <th>0.394</th>\n",
              "      <th>119</th>\n",
              "      <th>239.1</th>\n",
              "      <th>252.41</th>\n",
              "      <th>252.42</th>\n",
              "      <th>252.43</th>\n",
              "      <th>252.44</th>\n",
              "      <th>252.45</th>\n",
              "      <th>252.46</th>\n",
              "      <th>252.47</th>\n",
              "      <th>252.48</th>\n",
              "      <th>228</th>\n",
              "      <th>179</th>\n",
              "      <th>17.1</th>\n",
              "      <th>0.395</th>\n",
              "      <th>0.396</th>\n",
              "      <th>0.397</th>\n",
              "      <th>0.398</th>\n",
              "      <th>0.399</th>\n",
              "      <th>0.400</th>\n",
              "      <th>0.401</th>\n",
              "      <th>0.402</th>\n",
              "      <th>0.403</th>\n",
              "      <th>0.404</th>\n",
              "      <th>0.405</th>\n",
              "      <th>0.406</th>\n",
              "      <th>0.407</th>\n",
              "      <th>0.408</th>\n",
              "      <th>0.409</th>\n",
              "      <th>0.410</th>\n",
              "      <th>46.1</th>\n",
              "      <th>66.2</th>\n",
              "      <th>66.3</th>\n",
              "      <th>66.4</th>\n",
              "      <th>66.5</th>\n",
              "      <th>66.6</th>\n",
              "      <th>66.7</th>\n",
              "      <th>66.8</th>\n",
              "      <th>66.9</th>\n",
              "      <th>29</th>\n",
              "      <th>0.411</th>\n",
              "      <th>0.412</th>\n",
              "      <th>0.413</th>\n",
              "      <th>0.414</th>\n",
              "      <th>0.415</th>\n",
              "      <th>0.416</th>\n",
              "      <th>0.417</th>\n",
              "      <th>0.418</th>\n",
              "      <th>0.419</th>\n",
              "      <th>0.420</th>\n",
              "      <th>0.421</th>\n",
              "      <th>0.422</th>\n",
              "      <th>0.423</th>\n",
              "      <th>0.424</th>\n",
              "      <th>0.425</th>\n",
              "      <th>0.426</th>\n",
              "      <th>0.427</th>\n",
              "      <th>0.428</th>\n",
              "      <th>0.429</th>\n",
              "      <th>0.430</th>\n",
              "      <th>0.431</th>\n",
              "      <th>0.432</th>\n",
              "      <th>0.433</th>\n",
              "      <th>0.434</th>\n",
              "      <th>0.435</th>\n",
              "      <th>0.436</th>\n",
              "      <th>0.437</th>\n",
              "      <th>0.438</th>\n",
              "      <th>0.439</th>\n",
              "      <th>0.440</th>\n",
              "      <th>0.441</th>\n",
              "      <th>0.442</th>\n",
              "      <th>0.443</th>\n",
              "      <th>0.444</th>\n",
              "      <th>0.445</th>\n",
              "      <th>0.446</th>\n",
              "      <th>0.447</th>\n",
              "      <th>0.448</th>\n",
              "      <th>0.449</th>\n",
              "      <th>0.450</th>\n",
              "      <th>0.451</th>\n",
              "      <th>0.452</th>\n",
              "      <th>0.453</th>\n",
              "      <th>0.454</th>\n",
              "      <th>0.455</th>\n",
              "      <th>0.456</th>\n",
              "      <th>0.457</th>\n",
              "      <th>0.458</th>\n",
              "      <th>0.459</th>\n",
              "      <th>0.460</th>\n",
              "      <th>0.461</th>\n",
              "      <th>0.462</th>\n",
              "      <th>0.463</th>\n",
              "      <th>0.464</th>\n",
              "      <th>0.465</th>\n",
              "      <th>0.466</th>\n",
              "      <th>0.467</th>\n",
              "      <th>0.468</th>\n",
              "      <th>0.469</th>\n",
              "      <th>0.470</th>\n",
              "      <th>0.471</th>\n",
              "      <th>0.472</th>\n",
              "      <th>0.473</th>\n",
              "      <th>0.474</th>\n",
              "      <th>0.475</th>\n",
              "      <th>0.476</th>\n",
              "      <th>0.477</th>\n",
              "      <th>0.478</th>\n",
              "      <th>0.479</th>\n",
              "      <th>0.480</th>\n",
              "      <th>0.481</th>\n",
              "      <th>0.482</th>\n",
              "      <th>0.483</th>\n",
              "      <th>0.484</th>\n",
              "      <th>0.485</th>\n",
              "      <th>0.486</th>\n",
              "      <th>0.487</th>\n",
              "      <th>0.488</th>\n",
              "      <th>0.489</th>\n",
              "      <th>0.490</th>\n",
              "      <th>0.491</th>\n",
              "      <th>0.492</th>\n",
              "      <th>0.493</th>\n",
              "      <th>0.494</th>\n",
              "      <th>0.495</th>\n",
              "      <th>0.496</th>\n",
              "      <th>0.497</th>\n",
              "      <th>0.498</th>\n",
              "      <th>0.499</th>\n",
              "      <th>0.500</th>\n",
              "      <th>0.501</th>\n",
              "      <th>0.502</th>\n",
              "      <th>0.503</th>\n",
              "      <th>0.504</th>\n",
              "      <th>0.505</th>\n",
              "      <th>0.506</th>\n",
              "      <th>0.507</th>\n",
              "      <th>0.508</th>\n",
              "      <th>0.509</th>\n",
              "      <th>0.510</th>\n",
              "      <th>0.511</th>\n",
              "      <th>0.512</th>\n",
              "      <th>0.513</th>\n",
              "      <th>0.514</th>\n",
              "      <th>0.515</th>\n",
              "      <th>0.516</th>\n",
              "      <th>0.517</th>\n",
              "      <th>0.518</th>\n",
              "      <th>0.519</th>\n",
              "      <th>0.520</th>\n",
              "      <th>0.521</th>\n",
              "      <th>0.522</th>\n",
              "      <th>0.523</th>\n",
              "      <th>0.524</th>\n",
              "      <th>0.525</th>\n",
              "      <th>0.526</th>\n",
              "      <th>0.527</th>\n",
              "      <th>0.528</th>\n",
              "      <th>0.529</th>\n",
              "      <th>0.530</th>\n",
              "      <th>0.531</th>\n",
              "      <th>0.532</th>\n",
              "      <th>0.533</th>\n",
              "      <th>0.534</th>\n",
              "      <th>0.535</th>\n",
              "      <th>0.536</th>\n",
              "      <th>0.537</th>\n",
              "      <th>0.538</th>\n",
              "      <th>0.539</th>\n",
              "      <th>0.540</th>\n",
              "      <th>0.541</th>\n",
              "      <th>0.542</th>\n",
              "      <th>0.543</th>\n",
              "      <th>0.544</th>\n",
              "      <th>0.545</th>\n",
              "      <th>0.546</th>\n",
              "      <th>0.547</th>\n",
              "      <th>0.548</th>\n",
              "      <th>0.549</th>\n",
              "      <th>0.550</th>\n",
              "      <th>0.551</th>\n",
              "      <th>0.552</th>\n",
              "      <th>0.553</th>\n",
              "      <th>0.554</th>\n",
              "      <th>0.555</th>\n",
              "      <th>0.556</th>\n",
              "      <th>0.557</th>\n",
              "      <th>0.558</th>\n",
              "      <th>0.559</th>\n",
              "      <th>0.560</th>\n",
              "      <th>0.561</th>\n",
              "      <th>0.562</th>\n",
              "      <th>0.563</th>\n",
              "      <th>0.564</th>\n",
              "      <th>0.565</th>\n",
              "      <th>0.566</th>\n",
              "      <th>0.567</th>\n",
              "      <th>0.568</th>\n",
              "      <th>0.569</th>\n",
              "      <th>0.570</th>\n",
              "      <th>0.571</th>\n",
              "      <th>0.572</th>\n",
              "      <th>0.573</th>\n",
              "      <th>0.574</th>\n",
              "      <th>0.575</th>\n",
              "      <th>0.576</th>\n",
              "      <th>0.577</th>\n",
              "      <th>0.578</th>\n",
              "      <th>0.579</th>\n",
              "      <th>0.580</th>\n",
              "      <th>0.581</th>\n",
              "      <th>0.582</th>\n",
              "      <th>0.583</th>\n",
              "      <th>0.584</th>\n",
              "      <th>0.585</th>\n",
              "      <th>0.586</th>\n",
              "      <th>0.587</th>\n",
              "      <th>0.588</th>\n",
              "      <th>0.589</th>\n",
              "      <th>0.590</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>5</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>28</td>\n",
              "      <td>59</td>\n",
              "      <td>50</td>\n",
              "      <td>0</td>\n",
              "      <td>23</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>32</td>\n",
              "      <td>134</td>\n",
              "      <td>180</td>\n",
              "      <td>254</td>\n",
              "      <td>206</td>\n",
              "      <td>8</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>96</td>\n",
              "      <td>216</td>\n",
              "      <td>233</td>\n",
              "      <td>254</td>\n",
              "      <td>248</td>\n",
              "      <td>215</td>\n",
              "      <td>231</td>\n",
              "      <td>215</td>\n",
              "      <td>215</td>\n",
              "      <td>236</td>\n",
              "      <td>254</td>\n",
              "      <td>250</td>\n",
              "      <td>181</td>\n",
              "      <td>27</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>108</td>\n",
              "      <td>254</td>\n",
              "      <td>254</td>\n",
              "      <td>247</td>\n",
              "      <td>175</td>\n",
              "      <td>175</td>\n",
              "      <td>175</td>\n",
              "      <td>176</td>\n",
              "      <td>175</td>\n",
              "      <td>175</td>\n",
              "      <td>205</td>\n",
              "      <td>175</td>\n",
              "      <td>60</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>47</td>\n",
              "      <td>254</td>\n",
              "      <td>245</td>\n",
              "      <td>85</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>8</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>31</td>\n",
              "      <td>188</td>\n",
              "      <td>45</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>99</td>\n",
              "      <td>249</td>\n",
              "      <td>254</td>\n",
              "      <td>121</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>139</td>\n",
              "      <td>245</td>\n",
              "      <td>45</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>140</td>\n",
              "      <td>254</td>\n",
              "      <td>254</td>\n",
              "      <td>133</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>17</td>\n",
              "      <td>242</td>\n",
              "      <td>169</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>58</td>\n",
              "      <td>216</td>\n",
              "      <td>248</td>\n",
              "      <td>254</td>\n",
              "      <td>167</td>\n",
              "      <td>9</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>14</td>\n",
              "      <td>230</td>\n",
              "      <td>196</td>\n",
              "      <td>79</td>\n",
              "      <td>49</td>\n",
              "      <td>79</td>\n",
              "      <td>79</td>\n",
              "      <td>181</td>\n",
              "      <td>254</td>\n",
              "      <td>254</td>\n",
              "      <td>247</td>\n",
              "      <td>108</td>\n",
              "      <td>6</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>44</td>\n",
              "      <td>213</td>\n",
              "      <td>254</td>\n",
              "      <td>247</td>\n",
              "      <td>254</td>\n",
              "      <td>254</td>\n",
              "      <td>254</td>\n",
              "      <td>254</td>\n",
              "      <td>192</td>\n",
              "      <td>32</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>9</td>\n",
              "      <td>133</td>\n",
              "      <td>156</td>\n",
              "      <td>193</td>\n",
              "      <td>155</td>\n",
              "      <td>140</td>\n",
              "      <td>58</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>7</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>32</td>\n",
              "      <td>97</td>\n",
              "      <td>179</td>\n",
              "      <td>254</td>\n",
              "      <td>223</td>\n",
              "      <td>72</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>13</td>\n",
              "      <td>65</td>\n",
              "      <td>185</td>\n",
              "      <td>235</td>\n",
              "      <td>253</td>\n",
              "      <td>254</td>\n",
              "      <td>253</td>\n",
              "      <td>253</td>\n",
              "      <td>199</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>37</td>\n",
              "      <td>55</td>\n",
              "      <td>0</td>\n",
              "      <td>61</td>\n",
              "      <td>224</td>\n",
              "      <td>253</td>\n",
              "      <td>253</td>\n",
              "      <td>253</td>\n",
              "      <td>192</td>\n",
              "      <td>78</td>\n",
              "      <td>226</td>\n",
              "      <td>253</td>\n",
              "      <td>213</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>15</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>10</td>\n",
              "      <td>175</td>\n",
              "      <td>253</td>\n",
              "      <td>231</td>\n",
              "      <td>27</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>134</td>\n",
              "      <td>253</td>\n",
              "      <td>253</td>\n",
              "      <td>138</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>83</td>\n",
              "      <td>255</td>\n",
              "      <td>254</td>\n",
              "      <td>152</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>19</td>\n",
              "      <td>222</td>\n",
              "      <td>254</td>\n",
              "      <td>191</td>\n",
              "      <td>12</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>137</td>\n",
              "      <td>253</td>\n",
              "      <td>254</td>\n",
              "      <td>135</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>234</td>\n",
              "      <td>253</td>\n",
              "      <td>254</td>\n",
              "      <td>173</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>159</td>\n",
              "      <td>253</td>\n",
              "      <td>193</td>\n",
              "      <td>46</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>9</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>25</td>\n",
              "      <td>114</td>\n",
              "      <td>181</td>\n",
              "      <td>219</td>\n",
              "      <td>255</td>\n",
              "      <td>196</td>\n",
              "      <td>126</td>\n",
              "      <td>122</td>\n",
              "      <td>22</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>74</td>\n",
              "      <td>212</td>\n",
              "      <td>218</td>\n",
              "      <td>254</td>\n",
              "      <td>254</td>\n",
              "      <td>225</td>\n",
              "      <td>217</td>\n",
              "      <td>216</td>\n",
              "      <td>245</td>\n",
              "      <td>133</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>200</td>\n",
              "      <td>254</td>\n",
              "      <td>252</td>\n",
              "      <td>66</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>101</td>\n",
              "      <td>254</td>\n",
              "      <td>254</td>\n",
              "      <td>143</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>80</td>\n",
              "      <td>254</td>\n",
              "      <td>254</td>\n",
              "      <td>95</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>157</td>\n",
              "      <td>254</td>\n",
              "      <td>213</td>\n",
              "      <td>10</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>23</td>\n",
              "      <td>235</td>\n",
              "      <td>254</td>\n",
              "      <td>85</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>88</td>\n",
              "      <td>254</td>\n",
              "      <td>251</td>\n",
              "      <td>66</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>160</td>\n",
              "      <td>254</td>\n",
              "      <td>153</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>91</td>\n",
              "      <td>225</td>\n",
              "      <td>15</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>5</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>20</td>\n",
              "      <td>206</td>\n",
              "      <td>210</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>47</td>\n",
              "      <td>179</td>\n",
              "      <td>248</td>\n",
              "      <td>239</td>\n",
              "      <td>122</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>78</td>\n",
              "      <td>192</td>\n",
              "      <td>237</td>\n",
              "      <td>237</td>\n",
              "      <td>206</td>\n",
              "      <td>237</td>\n",
              "      <td>249</td>\n",
              "      <td>254</td>\n",
              "      <td>239</td>\n",
              "      <td>123</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>48</td>\n",
              "      <td>229</td>\n",
              "      <td>254</td>\n",
              "      <td>254</td>\n",
              "      <td>235</td>\n",
              "      <td>254</td>\n",
              "      <td>254</td>\n",
              "      <td>174</td>\n",
              "      <td>114</td>\n",
              "      <td>26</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>155</td>\n",
              "      <td>254</td>\n",
              "      <td>132</td>\n",
              "      <td>35</td>\n",
              "      <td>23</td>\n",
              "      <td>35</td>\n",
              "      <td>35</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>49</td>\n",
              "      <td>246</td>\n",
              "      <td>241</td>\n",
              "      <td>32</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>33</td>\n",
              "      <td>159</td>\n",
              "      <td>105</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>42</td>\n",
              "      <td>217</td>\n",
              "      <td>254</td>\n",
              "      <td>179</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>26</td>\n",
              "      <td>218</td>\n",
              "      <td>254</td>\n",
              "      <td>71</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>18</td>\n",
              "      <td>122</td>\n",
              "      <td>248</td>\n",
              "      <td>254</td>\n",
              "      <td>215</td>\n",
              "      <td>13</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>39</td>\n",
              "      <td>241</td>\n",
              "      <td>254</td>\n",
              "      <td>208</td>\n",
              "      <td>97</td>\n",
              "      <td>91</td>\n",
              "      <td>43</td>\n",
              "      <td>128</td>\n",
              "      <td>185</td>\n",
              "      <td>251</td>\n",
              "      <td>254</td>\n",
              "      <td>252</td>\n",
              "      <td>184</td>\n",
              "      <td>12</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>93</td>\n",
              "      <td>242</td>\n",
              "      <td>254</td>\n",
              "      <td>254</td>\n",
              "      <td>254</td>\n",
              "      <td>254</td>\n",
              "      <td>254</td>\n",
              "      <td>254</td>\n",
              "      <td>254</td>\n",
              "      <td>202</td>\n",
              "      <td>71</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
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              "  </tbody>\n",
              "</table>\n",
              "<p>5 rows × 785 columns</p>\n",
              "</div>"
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              "4      0      0      0      0  \n",
              "\n",
              "[5 rows x 785 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 25
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "1iQLiavjTt8X",
        "outputId": "be51497b-3018-4e3e-8bb3-8c9efaf1e172",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 253
        }
      },
      "source": [
        "#Rename the columns\n",
        "c_list = list(range(0,785))\n",
        "list_string = map(str, c_list)\n",
        "df_train.columns = list_string\n",
        "df_train.head()"
      ],
      "execution_count": 53,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
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              "      <th>14</th>\n",
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              "      <th>17</th>\n",
              "      <th>18</th>\n",
              "      <th>19</th>\n",
              "      <th>20</th>\n",
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              "      <th>22</th>\n",
              "      <th>23</th>\n",
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              "      <th>26</th>\n",
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              "      <th>30</th>\n",
              "      <th>31</th>\n",
              "      <th>32</th>\n",
              "      <th>33</th>\n",
              "      <th>34</th>\n",
              "      <th>35</th>\n",
              "      <th>36</th>\n",
              "      <th>37</th>\n",
              "      <th>38</th>\n",
              "      <th>39</th>\n",
              "      <th>40</th>\n",
              "      <th>41</th>\n",
              "      <th>42</th>\n",
              "      <th>43</th>\n",
              "      <th>44</th>\n",
              "      <th>45</th>\n",
              "      <th>46</th>\n",
              "      <th>47</th>\n",
              "      <th>48</th>\n",
              "      <th>49</th>\n",
              "      <th>50</th>\n",
              "      <th>51</th>\n",
              "      <th>52</th>\n",
              "      <th>53</th>\n",
              "      <th>54</th>\n",
              "      <th>55</th>\n",
              "      <th>56</th>\n",
              "      <th>57</th>\n",
              "      <th>58</th>\n",
              "      <th>59</th>\n",
              "      <th>60</th>\n",
              "      <th>61</th>\n",
              "      <th>62</th>\n",
              "      <th>63</th>\n",
              "      <th>64</th>\n",
              "      <th>65</th>\n",
              "      <th>66</th>\n",
              "      <th>67</th>\n",
              "      <th>68</th>\n",
              "      <th>69</th>\n",
              "      <th>70</th>\n",
              "      <th>71</th>\n",
              "      <th>72</th>\n",
              "      <th>73</th>\n",
              "      <th>74</th>\n",
              "      <th>75</th>\n",
              "      <th>76</th>\n",
              "      <th>77</th>\n",
              "      <th>78</th>\n",
              "      <th>79</th>\n",
              "      <th>80</th>\n",
              "      <th>81</th>\n",
              "      <th>82</th>\n",
              "      <th>83</th>\n",
              "      <th>84</th>\n",
              "      <th>85</th>\n",
              "      <th>86</th>\n",
              "      <th>87</th>\n",
              "      <th>88</th>\n",
              "      <th>89</th>\n",
              "      <th>90</th>\n",
              "      <th>91</th>\n",
              "      <th>92</th>\n",
              "      <th>93</th>\n",
              "      <th>94</th>\n",
              "      <th>95</th>\n",
              "      <th>96</th>\n",
              "      <th>97</th>\n",
              "      <th>98</th>\n",
              "      <th>99</th>\n",
              "      <th>100</th>\n",
              "      <th>101</th>\n",
              "      <th>102</th>\n",
              "      <th>103</th>\n",
              "      <th>104</th>\n",
              "      <th>105</th>\n",
              "      <th>106</th>\n",
              "      <th>107</th>\n",
              "      <th>108</th>\n",
              "      <th>109</th>\n",
              "      <th>110</th>\n",
              "      <th>111</th>\n",
              "      <th>112</th>\n",
              "      <th>113</th>\n",
              "      <th>114</th>\n",
              "      <th>115</th>\n",
              "      <th>116</th>\n",
              "      <th>117</th>\n",
              "      <th>118</th>\n",
              "      <th>119</th>\n",
              "      <th>120</th>\n",
              "      <th>121</th>\n",
              "      <th>122</th>\n",
              "      <th>123</th>\n",
              "      <th>124</th>\n",
              "      <th>125</th>\n",
              "      <th>126</th>\n",
              "      <th>127</th>\n",
              "      <th>128</th>\n",
              "      <th>129</th>\n",
              "      <th>130</th>\n",
              "      <th>131</th>\n",
              "      <th>132</th>\n",
              "      <th>133</th>\n",
              "      <th>134</th>\n",
              "      <th>135</th>\n",
              "      <th>136</th>\n",
              "      <th>137</th>\n",
              "      <th>138</th>\n",
              "      <th>139</th>\n",
              "      <th>140</th>\n",
              "      <th>141</th>\n",
              "      <th>142</th>\n",
              "      <th>143</th>\n",
              "      <th>144</th>\n",
              "      <th>145</th>\n",
              "      <th>146</th>\n",
              "      <th>147</th>\n",
              "      <th>148</th>\n",
              "      <th>149</th>\n",
              "      <th>150</th>\n",
              "      <th>151</th>\n",
              "      <th>152</th>\n",
              "      <th>153</th>\n",
              "      <th>154</th>\n",
              "      <th>155</th>\n",
              "      <th>156</th>\n",
              "      <th>157</th>\n",
              "      <th>158</th>\n",
              "      <th>159</th>\n",
              "      <th>160</th>\n",
              "      <th>161</th>\n",
              "      <th>162</th>\n",
              "      <th>163</th>\n",
              "      <th>164</th>\n",
              "      <th>165</th>\n",
              "      <th>166</th>\n",
              "      <th>167</th>\n",
              "      <th>168</th>\n",
              "      <th>169</th>\n",
              "      <th>170</th>\n",
              "      <th>171</th>\n",
              "      <th>172</th>\n",
              "      <th>173</th>\n",
              "      <th>174</th>\n",
              "      <th>175</th>\n",
              "      <th>176</th>\n",
              "      <th>177</th>\n",
              "      <th>178</th>\n",
              "      <th>179</th>\n",
              "      <th>180</th>\n",
              "      <th>181</th>\n",
              "      <th>182</th>\n",
              "      <th>183</th>\n",
              "      <th>184</th>\n",
              "      <th>185</th>\n",
              "      <th>186</th>\n",
              "      <th>187</th>\n",
              "      <th>188</th>\n",
              "      <th>189</th>\n",
              "      <th>190</th>\n",
              "      <th>191</th>\n",
              "      <th>192</th>\n",
              "      <th>193</th>\n",
              "      <th>194</th>\n",
              "      <th>195</th>\n",
              "      <th>196</th>\n",
              "      <th>197</th>\n",
              "      <th>198</th>\n",
              "      <th>199</th>\n",
              "      <th>200</th>\n",
              "      <th>201</th>\n",
              "      <th>202</th>\n",
              "      <th>203</th>\n",
              "      <th>204</th>\n",
              "      <th>205</th>\n",
              "      <th>206</th>\n",
              "      <th>207</th>\n",
              "      <th>208</th>\n",
              "      <th>209</th>\n",
              "      <th>210</th>\n",
              "      <th>211</th>\n",
              "      <th>212</th>\n",
              "      <th>213</th>\n",
              "      <th>214</th>\n",
              "      <th>215</th>\n",
              "      <th>216</th>\n",
              "      <th>217</th>\n",
              "      <th>218</th>\n",
              "      <th>219</th>\n",
              "      <th>220</th>\n",
              "      <th>221</th>\n",
              "      <th>222</th>\n",
              "      <th>223</th>\n",
              "      <th>224</th>\n",
              "      <th>225</th>\n",
              "      <th>226</th>\n",
              "      <th>227</th>\n",
              "      <th>228</th>\n",
              "      <th>229</th>\n",
              "      <th>230</th>\n",
              "      <th>231</th>\n",
              "      <th>232</th>\n",
              "      <th>233</th>\n",
              "      <th>234</th>\n",
              "      <th>235</th>\n",
              "      <th>236</th>\n",
              "      <th>237</th>\n",
              "      <th>238</th>\n",
              "      <th>239</th>\n",
              "      <th>240</th>\n",
              "      <th>241</th>\n",
              "      <th>242</th>\n",
              "      <th>243</th>\n",
              "      <th>244</th>\n",
              "      <th>245</th>\n",
              "      <th>246</th>\n",
              "      <th>247</th>\n",
              "      <th>248</th>\n",
              "      <th>249</th>\n",
              "      <th>...</th>\n",
              "      <th>535</th>\n",
              "      <th>536</th>\n",
              "      <th>537</th>\n",
              "      <th>538</th>\n",
              "      <th>539</th>\n",
              "      <th>540</th>\n",
              "      <th>541</th>\n",
              "      <th>542</th>\n",
              "      <th>543</th>\n",
              "      <th>544</th>\n",
              "      <th>545</th>\n",
              "      <th>546</th>\n",
              "      <th>547</th>\n",
              "      <th>548</th>\n",
              "      <th>549</th>\n",
              "      <th>550</th>\n",
              "      <th>551</th>\n",
              "      <th>552</th>\n",
              "      <th>553</th>\n",
              "      <th>554</th>\n",
              "      <th>555</th>\n",
              "      <th>556</th>\n",
              "      <th>557</th>\n",
              "      <th>558</th>\n",
              "      <th>559</th>\n",
              "      <th>560</th>\n",
              "      <th>561</th>\n",
              "      <th>562</th>\n",
              "      <th>563</th>\n",
              "      <th>564</th>\n",
              "      <th>565</th>\n",
              "      <th>566</th>\n",
              "      <th>567</th>\n",
              "      <th>568</th>\n",
              "      <th>569</th>\n",
              "      <th>570</th>\n",
              "      <th>571</th>\n",
              "      <th>572</th>\n",
              "      <th>573</th>\n",
              "      <th>574</th>\n",
              "      <th>575</th>\n",
              "      <th>576</th>\n",
              "      <th>577</th>\n",
              "      <th>578</th>\n",
              "      <th>579</th>\n",
              "      <th>580</th>\n",
              "      <th>581</th>\n",
              "      <th>582</th>\n",
              "      <th>583</th>\n",
              "      <th>584</th>\n",
              "      <th>585</th>\n",
              "      <th>586</th>\n",
              "      <th>587</th>\n",
              "      <th>588</th>\n",
              "      <th>589</th>\n",
              "      <th>590</th>\n",
              "      <th>591</th>\n",
              "      <th>592</th>\n",
              "      <th>593</th>\n",
              "      <th>594</th>\n",
              "      <th>595</th>\n",
              "      <th>596</th>\n",
              "      <th>597</th>\n",
              "      <th>598</th>\n",
              "      <th>599</th>\n",
              "      <th>600</th>\n",
              "      <th>601</th>\n",
              "      <th>602</th>\n",
              "      <th>603</th>\n",
              "      <th>604</th>\n",
              "      <th>605</th>\n",
              "      <th>606</th>\n",
              "      <th>607</th>\n",
              "      <th>608</th>\n",
              "      <th>609</th>\n",
              "      <th>610</th>\n",
              "      <th>611</th>\n",
              "      <th>612</th>\n",
              "      <th>613</th>\n",
              "      <th>614</th>\n",
              "      <th>615</th>\n",
              "      <th>616</th>\n",
              "      <th>617</th>\n",
              "      <th>618</th>\n",
              "      <th>619</th>\n",
              "      <th>620</th>\n",
              "      <th>621</th>\n",
              "      <th>622</th>\n",
              "      <th>623</th>\n",
              "      <th>624</th>\n",
              "      <th>625</th>\n",
              "      <th>626</th>\n",
              "      <th>627</th>\n",
              "      <th>628</th>\n",
              "      <th>629</th>\n",
              "      <th>630</th>\n",
              "      <th>631</th>\n",
              "      <th>632</th>\n",
              "      <th>633</th>\n",
              "      <th>634</th>\n",
              "      <th>635</th>\n",
              "      <th>636</th>\n",
              "      <th>637</th>\n",
              "      <th>638</th>\n",
              "      <th>639</th>\n",
              "      <th>640</th>\n",
              "      <th>641</th>\n",
              "      <th>642</th>\n",
              "      <th>643</th>\n",
              "      <th>644</th>\n",
              "      <th>645</th>\n",
              "      <th>646</th>\n",
              "      <th>647</th>\n",
              "      <th>648</th>\n",
              "      <th>649</th>\n",
              "      <th>650</th>\n",
              "      <th>651</th>\n",
              "      <th>652</th>\n",
              "      <th>653</th>\n",
              "      <th>654</th>\n",
              "      <th>655</th>\n",
              "      <th>656</th>\n",
              "      <th>657</th>\n",
              "      <th>658</th>\n",
              "      <th>659</th>\n",
              "      <th>660</th>\n",
              "      <th>661</th>\n",
              "      <th>662</th>\n",
              "      <th>663</th>\n",
              "      <th>664</th>\n",
              "      <th>665</th>\n",
              "      <th>666</th>\n",
              "      <th>667</th>\n",
              "      <th>668</th>\n",
              "      <th>669</th>\n",
              "      <th>670</th>\n",
              "      <th>671</th>\n",
              "      <th>672</th>\n",
              "      <th>673</th>\n",
              "      <th>674</th>\n",
              "      <th>675</th>\n",
              "      <th>676</th>\n",
              "      <th>677</th>\n",
              "      <th>678</th>\n",
              "      <th>679</th>\n",
              "      <th>680</th>\n",
              "      <th>681</th>\n",
              "      <th>682</th>\n",
              "      <th>683</th>\n",
              "      <th>684</th>\n",
              "      <th>685</th>\n",
              "      <th>686</th>\n",
              "      <th>687</th>\n",
              "      <th>688</th>\n",
              "      <th>689</th>\n",
              "      <th>690</th>\n",
              "      <th>691</th>\n",
              "      <th>692</th>\n",
              "      <th>693</th>\n",
              "      <th>694</th>\n",
              "      <th>695</th>\n",
              "      <th>696</th>\n",
              "      <th>697</th>\n",
              "      <th>698</th>\n",
              "      <th>699</th>\n",
              "      <th>700</th>\n",
              "      <th>701</th>\n",
              "      <th>702</th>\n",
              "      <th>703</th>\n",
              "      <th>704</th>\n",
              "      <th>705</th>\n",
              "      <th>706</th>\n",
              "      <th>707</th>\n",
              "      <th>708</th>\n",
              "      <th>709</th>\n",
              "      <th>710</th>\n",
              "      <th>711</th>\n",
              "      <th>712</th>\n",
              "      <th>713</th>\n",
              "      <th>714</th>\n",
              "      <th>715</th>\n",
              "      <th>716</th>\n",
              "      <th>717</th>\n",
              "      <th>718</th>\n",
              "      <th>719</th>\n",
              "      <th>720</th>\n",
              "      <th>721</th>\n",
              "      <th>722</th>\n",
              "      <th>723</th>\n",
              "      <th>724</th>\n",
              "      <th>725</th>\n",
              "      <th>726</th>\n",
              "      <th>727</th>\n",
              "      <th>728</th>\n",
              "      <th>729</th>\n",
              "      <th>730</th>\n",
              "      <th>731</th>\n",
              "      <th>732</th>\n",
              "      <th>733</th>\n",
              "      <th>734</th>\n",
              "      <th>735</th>\n",
              "      <th>736</th>\n",
              "      <th>737</th>\n",
              "      <th>738</th>\n",
              "      <th>739</th>\n",
              "      <th>740</th>\n",
              "      <th>741</th>\n",
              "      <th>742</th>\n",
              "      <th>743</th>\n",
              "      <th>744</th>\n",
              "      <th>745</th>\n",
              "      <th>746</th>\n",
              "      <th>747</th>\n",
              "      <th>748</th>\n",
              "      <th>749</th>\n",
              "      <th>750</th>\n",
              "      <th>751</th>\n",
              "      <th>752</th>\n",
              "      <th>753</th>\n",
              "      <th>754</th>\n",
              "      <th>755</th>\n",
              "      <th>756</th>\n",
              "      <th>757</th>\n",
              "      <th>758</th>\n",
              "      <th>759</th>\n",
              "      <th>760</th>\n",
              "      <th>761</th>\n",
              "      <th>762</th>\n",
              "      <th>763</th>\n",
              "      <th>764</th>\n",
              "      <th>765</th>\n",
              "      <th>766</th>\n",
              "      <th>767</th>\n",
              "      <th>768</th>\n",
              "      <th>769</th>\n",
              "      <th>770</th>\n",
              "      <th>771</th>\n",
              "      <th>772</th>\n",
              "      <th>773</th>\n",
              "      <th>774</th>\n",
              "      <th>775</th>\n",
              "      <th>776</th>\n",
              "      <th>777</th>\n",
              "      <th>778</th>\n",
              "      <th>779</th>\n",
              "      <th>780</th>\n",
              "      <th>781</th>\n",
              "      <th>782</th>\n",
              "      <th>783</th>\n",
              "      <th>784</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>5</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
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              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>28</td>\n",
              "      <td>59</td>\n",
              "      <td>50</td>\n",
              "      <td>0</td>\n",
              "      <td>23</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>32</td>\n",
              "      <td>134</td>\n",
              "      <td>180</td>\n",
              "      <td>254</td>\n",
              "      <td>206</td>\n",
              "      <td>8</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>96</td>\n",
              "      <td>216</td>\n",
              "      <td>233</td>\n",
              "      <td>254</td>\n",
              "      <td>248</td>\n",
              "      <td>215</td>\n",
              "      <td>231</td>\n",
              "      <td>215</td>\n",
              "      <td>215</td>\n",
              "      <td>236</td>\n",
              "      <td>254</td>\n",
              "      <td>250</td>\n",
              "      <td>181</td>\n",
              "      <td>27</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>108</td>\n",
              "      <td>254</td>\n",
              "      <td>254</td>\n",
              "      <td>247</td>\n",
              "      <td>175</td>\n",
              "      <td>175</td>\n",
              "      <td>175</td>\n",
              "      <td>176</td>\n",
              "      <td>175</td>\n",
              "      <td>175</td>\n",
              "      <td>205</td>\n",
              "      <td>175</td>\n",
              "      <td>60</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>47</td>\n",
              "      <td>254</td>\n",
              "      <td>245</td>\n",
              "      <td>85</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>8</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>31</td>\n",
              "      <td>188</td>\n",
              "      <td>45</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>99</td>\n",
              "      <td>249</td>\n",
              "      <td>254</td>\n",
              "      <td>121</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>139</td>\n",
              "      <td>245</td>\n",
              "      <td>45</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>140</td>\n",
              "      <td>254</td>\n",
              "      <td>254</td>\n",
              "      <td>133</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>17</td>\n",
              "      <td>242</td>\n",
              "      <td>169</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>58</td>\n",
              "      <td>216</td>\n",
              "      <td>248</td>\n",
              "      <td>254</td>\n",
              "      <td>167</td>\n",
              "      <td>9</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>14</td>\n",
              "      <td>230</td>\n",
              "      <td>196</td>\n",
              "      <td>79</td>\n",
              "      <td>49</td>\n",
              "      <td>79</td>\n",
              "      <td>79</td>\n",
              "      <td>181</td>\n",
              "      <td>254</td>\n",
              "      <td>254</td>\n",
              "      <td>247</td>\n",
              "      <td>108</td>\n",
              "      <td>6</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>44</td>\n",
              "      <td>213</td>\n",
              "      <td>254</td>\n",
              "      <td>247</td>\n",
              "      <td>254</td>\n",
              "      <td>254</td>\n",
              "      <td>254</td>\n",
              "      <td>254</td>\n",
              "      <td>192</td>\n",
              "      <td>32</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>9</td>\n",
              "      <td>133</td>\n",
              "      <td>156</td>\n",
              "      <td>193</td>\n",
              "      <td>155</td>\n",
              "      <td>140</td>\n",
              "      <td>58</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>7</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>32</td>\n",
              "      <td>97</td>\n",
              "      <td>179</td>\n",
              "      <td>254</td>\n",
              "      <td>223</td>\n",
              "      <td>72</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>13</td>\n",
              "      <td>65</td>\n",
              "      <td>185</td>\n",
              "      <td>235</td>\n",
              "      <td>253</td>\n",
              "      <td>254</td>\n",
              "      <td>253</td>\n",
              "      <td>253</td>\n",
              "      <td>199</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>37</td>\n",
              "      <td>55</td>\n",
              "      <td>0</td>\n",
              "      <td>61</td>\n",
              "      <td>224</td>\n",
              "      <td>253</td>\n",
              "      <td>253</td>\n",
              "      <td>253</td>\n",
              "      <td>192</td>\n",
              "      <td>78</td>\n",
              "      <td>226</td>\n",
              "      <td>253</td>\n",
              "      <td>213</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>15</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>10</td>\n",
              "      <td>175</td>\n",
              "      <td>253</td>\n",
              "      <td>231</td>\n",
              "      <td>27</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>134</td>\n",
              "      <td>253</td>\n",
              "      <td>253</td>\n",
              "      <td>138</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>83</td>\n",
              "      <td>255</td>\n",
              "      <td>254</td>\n",
              "      <td>152</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>19</td>\n",
              "      <td>222</td>\n",
              "      <td>254</td>\n",
              "      <td>191</td>\n",
              "      <td>12</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>137</td>\n",
              "      <td>253</td>\n",
              "      <td>254</td>\n",
              "      <td>135</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>234</td>\n",
              "      <td>253</td>\n",
              "      <td>254</td>\n",
              "      <td>173</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>159</td>\n",
              "      <td>253</td>\n",
              "      <td>193</td>\n",
              "      <td>46</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>9</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>25</td>\n",
              "      <td>114</td>\n",
              "      <td>181</td>\n",
              "      <td>219</td>\n",
              "      <td>255</td>\n",
              "      <td>196</td>\n",
              "      <td>126</td>\n",
              "      <td>122</td>\n",
              "      <td>22</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>74</td>\n",
              "      <td>212</td>\n",
              "      <td>218</td>\n",
              "      <td>254</td>\n",
              "      <td>254</td>\n",
              "      <td>225</td>\n",
              "      <td>217</td>\n",
              "      <td>216</td>\n",
              "      <td>245</td>\n",
              "      <td>133</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>200</td>\n",
              "      <td>254</td>\n",
              "      <td>252</td>\n",
              "      <td>66</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>101</td>\n",
              "      <td>254</td>\n",
              "      <td>254</td>\n",
              "      <td>143</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>80</td>\n",
              "      <td>254</td>\n",
              "      <td>254</td>\n",
              "      <td>95</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>157</td>\n",
              "      <td>254</td>\n",
              "      <td>213</td>\n",
              "      <td>10</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>23</td>\n",
              "      <td>235</td>\n",
              "      <td>254</td>\n",
              "      <td>85</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>88</td>\n",
              "      <td>254</td>\n",
              "      <td>251</td>\n",
              "      <td>66</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>160</td>\n",
              "      <td>254</td>\n",
              "      <td>153</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>91</td>\n",
              "      <td>225</td>\n",
              "      <td>15</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>5</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>20</td>\n",
              "      <td>206</td>\n",
              "      <td>210</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>47</td>\n",
              "      <td>179</td>\n",
              "      <td>248</td>\n",
              "      <td>239</td>\n",
              "      <td>122</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>78</td>\n",
              "      <td>192</td>\n",
              "      <td>237</td>\n",
              "      <td>237</td>\n",
              "      <td>206</td>\n",
              "      <td>237</td>\n",
              "      <td>249</td>\n",
              "      <td>254</td>\n",
              "      <td>239</td>\n",
              "      <td>123</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>48</td>\n",
              "      <td>229</td>\n",
              "      <td>254</td>\n",
              "      <td>254</td>\n",
              "      <td>235</td>\n",
              "      <td>254</td>\n",
              "      <td>254</td>\n",
              "      <td>174</td>\n",
              "      <td>114</td>\n",
              "      <td>26</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>155</td>\n",
              "      <td>254</td>\n",
              "      <td>132</td>\n",
              "      <td>35</td>\n",
              "      <td>23</td>\n",
              "      <td>35</td>\n",
              "      <td>35</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>49</td>\n",
              "      <td>246</td>\n",
              "      <td>241</td>\n",
              "      <td>32</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>33</td>\n",
              "      <td>159</td>\n",
              "      <td>105</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>42</td>\n",
              "      <td>217</td>\n",
              "      <td>254</td>\n",
              "      <td>179</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>26</td>\n",
              "      <td>218</td>\n",
              "      <td>254</td>\n",
              "      <td>71</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>18</td>\n",
              "      <td>122</td>\n",
              "      <td>248</td>\n",
              "      <td>254</td>\n",
              "      <td>215</td>\n",
              "      <td>13</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>39</td>\n",
              "      <td>241</td>\n",
              "      <td>254</td>\n",
              "      <td>208</td>\n",
              "      <td>97</td>\n",
              "      <td>91</td>\n",
              "      <td>43</td>\n",
              "      <td>128</td>\n",
              "      <td>185</td>\n",
              "      <td>251</td>\n",
              "      <td>254</td>\n",
              "      <td>252</td>\n",
              "      <td>184</td>\n",
              "      <td>12</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>93</td>\n",
              "      <td>242</td>\n",
              "      <td>254</td>\n",
              "      <td>254</td>\n",
              "      <td>254</td>\n",
              "      <td>254</td>\n",
              "      <td>254</td>\n",
              "      <td>254</td>\n",
              "      <td>254</td>\n",
              "      <td>202</td>\n",
              "      <td>71</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>16</td>\n",
              "      <td>54</td>\n",
              "      <td>141</td>\n",
              "      <td>191</td>\n",
              "      <td>255</td>\n",
              "      <td>253</td>\n",
              "      <td>165</td>\n",
              "      <td>41</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>216</td>\n",
              "      <td>252</td>\n",
              "      <td>252</td>\n",
              "      <td>252</td>\n",
              "      <td>253</td>\n",
              "      <td>252</td>\n",
              "      <td>252</td>\n",
              "      <td>252</td>\n",
              "      <td>76</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>29</td>\n",
              "      <td>185</td>\n",
              "      <td>253</td>\n",
              "      <td>233</td>\n",
              "      <td>168</td>\n",
              "      <td>68</td>\n",
              "      <td>56</td>\n",
              "      <td>81</td>\n",
              "      <td>196</td>\n",
              "      <td>252</td>\n",
              "      <td>210</td>\n",
              "      <td>28</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>134</td>\n",
              "      <td>252</td>\n",
              "      <td>241</td>\n",
              "      <td>59</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>10</td>\n",
              "      <td>228</td>\n",
              "      <td>253</td>\n",
              "      <td>84</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>7</td>\n",
              "      <td>204</td>\n",
              "      <td>253</td>\n",
              "      <td>51</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>226</td>\n",
              "      <td>254</td>\n",
              "      <td>84</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>128</td>\n",
              "      <td>252</td>\n",
              "      <td>177</td>\n",
              "      <td>15</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>176</td>\n",
              "      <td>243</td>\n",
              "      <td>252</td>\n",
              "      <td>102</td>\n",
              "      <td>13</td>\n",
              "      <td>0</td>\n",
              "      <td>10</td>\n",
              "      <td>28</td>\n",
              "      <td>28</td>\n",
              "      <td>53</td>\n",
              "      <td>139</td>\n",
              "      <td>66</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>141</td>\n",
              "      <td>253</td>\n",
              "      <td>56</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>10</td>\n",
              "      <td>179</td>\n",
              "      <td>254</td>\n",
              "      <td>253</td>\n",
              "      <td>194</td>\n",
              "      <td>13</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>141</td>\n",
              "      <td>252</td>\n",
              "      <td>149</td>\n",
              "      <td>7</td>\n",
              "      <td>57</td>\n",
              "      <td>82</td>\n",
              "      <td>197</td>\n",
              "      <td>252</td>\n",
              "      <td>253</td>\n",
              "      <td>189</td>\n",
              "      <td>19</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>44</td>\n",
              "      <td>187</td>\n",
              "      <td>252</td>\n",
              "      <td>203</td>\n",
              "      <td>253</td>\n",
              "      <td>252</td>\n",
              "      <td>252</td>\n",
              "      <td>252</td>\n",
              "      <td>106</td>\n",
              "      <td>19</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
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              "<p>5 rows × 785 columns</p>\n",
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              "\n",
              "   681  682  683  684  685  686  687  688  689  690  691  692  693  694  695  \\\n",
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              "\n",
              "   711  712  713  714  715  716  717  718  719  720  721  722  723  724  725  \\\n",
              "0    0    0    0    0    0    0    0    0    0    0    0    0    0    0    0   \n",
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              "4    0    0    0    0    0    0    0    0    0    0    0    0    0    0    0   \n",
              "\n",
              "   726  727  728  729  730  731  732  733  734  735  736  737  738  739  740  \\\n",
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              "\n",
              "   741  742  743  744  745  746  747  748  749  750  751  752  753  754  755  \\\n",
              "0    0    0    0    0    0    0    0    0    0    0    0    0    0    0    0   \n",
              "1    0    0    0    0    0    0    0    0    0    0    0    0    0    0    0   \n",
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              "3    0    0    0    0    0    0    0    0    0    0    0    0    0    0    0   \n",
              "4    0    0    0    0    0    0    0    0    0    0    0    0    0    0    0   \n",
              "\n",
              "   756  757  758  759  760  761  762  763  764  765  766  767  768  769  770  \\\n",
              "0    0    0    0    0    0    0    0    0    0    0    0    0    0    0    0   \n",
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              "3    0    0    0    0    0    0    0    0    0    0    0    0    0    0    0   \n",
              "4    0    0    0    0    0    0    0    0    0    0    0    0    0    0    0   \n",
              "\n",
              "   771  772  773  774  775  776  777  778  779  780  781  782  783  784  \n",
              "0    0    0    0    0    0    0    0    0    0    0    0    0    0    0  \n",
              "1    0    0    0    0    0    0    0    0    0    0    0    0    0    0  \n",
              "2    0    0    0    0    0    0    0    0    0    0    0    0    0    0  \n",
              "3    0    0    0    0    0    0    0    0    0    0    0    0    0    0  \n",
              "4    0    0    0    0    0    0    0    0    0    0    0    0    0    0  \n",
              "\n",
              "[5 rows x 785 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 53
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "vd-_9gwJB9Ik"
      },
      "source": [
        "#Segregate the training Features and Labels\n",
        "X_train = df_train.iloc[:, 1:] #Features\n",
        "y_train = df_train.iloc[:, 0]  #Labels"
      ],
      "execution_count": 54,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "WfEU5nKhAoSQ"
      },
      "source": [
        "Load test data"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "evXjgfLX9HRV",
        "outputId": "8e4ccd06-41f2-48dd-9740-863605c43379",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 270
        }
      },
      "source": [
        "#Read the test CSV file in Pandas DataFrame\n",
        "df_test = pd.read_csv(\"sample_data/mnist_test.csv\")\n",
        "c_list = list(range(0,785))\n",
        "list_string = map(str, c_list)\n",
        "df_test.columns = list_string\n",
        "print(df_test.shape)\n",
        "df_test.head()"
      ],
      "execution_count": 57,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "(9999, 785)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
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              "      <th>89</th>\n",
              "      <th>90</th>\n",
              "      <th>91</th>\n",
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              "      <th>143</th>\n",
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              "      <th>179</th>\n",
              "      <th>180</th>\n",
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              "      <th>189</th>\n",
              "      <th>190</th>\n",
              "      <th>191</th>\n",
              "      <th>192</th>\n",
              "      <th>193</th>\n",
              "      <th>194</th>\n",
              "      <th>195</th>\n",
              "      <th>196</th>\n",
              "      <th>197</th>\n",
              "      <th>198</th>\n",
              "      <th>199</th>\n",
              "      <th>200</th>\n",
              "      <th>201</th>\n",
              "      <th>202</th>\n",
              "      <th>203</th>\n",
              "      <th>204</th>\n",
              "      <th>205</th>\n",
              "      <th>206</th>\n",
              "      <th>207</th>\n",
              "      <th>208</th>\n",
              "      <th>209</th>\n",
              "      <th>210</th>\n",
              "      <th>211</th>\n",
              "      <th>212</th>\n",
              "      <th>213</th>\n",
              "      <th>214</th>\n",
              "      <th>215</th>\n",
              "      <th>216</th>\n",
              "      <th>217</th>\n",
              "      <th>218</th>\n",
              "      <th>219</th>\n",
              "      <th>220</th>\n",
              "      <th>221</th>\n",
              "      <th>222</th>\n",
              "      <th>223</th>\n",
              "      <th>224</th>\n",
              "      <th>225</th>\n",
              "      <th>226</th>\n",
              "      <th>227</th>\n",
              "      <th>228</th>\n",
              "      <th>229</th>\n",
              "      <th>230</th>\n",
              "      <th>231</th>\n",
              "      <th>232</th>\n",
              "      <th>233</th>\n",
              "      <th>234</th>\n",
              "      <th>235</th>\n",
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              "      <th>237</th>\n",
              "      <th>238</th>\n",
              "      <th>239</th>\n",
              "      <th>240</th>\n",
              "      <th>241</th>\n",
              "      <th>242</th>\n",
              "      <th>243</th>\n",
              "      <th>244</th>\n",
              "      <th>245</th>\n",
              "      <th>246</th>\n",
              "      <th>247</th>\n",
              "      <th>248</th>\n",
              "      <th>249</th>\n",
              "      <th>...</th>\n",
              "      <th>535</th>\n",
              "      <th>536</th>\n",
              "      <th>537</th>\n",
              "      <th>538</th>\n",
              "      <th>539</th>\n",
              "      <th>540</th>\n",
              "      <th>541</th>\n",
              "      <th>542</th>\n",
              "      <th>543</th>\n",
              "      <th>544</th>\n",
              "      <th>545</th>\n",
              "      <th>546</th>\n",
              "      <th>547</th>\n",
              "      <th>548</th>\n",
              "      <th>549</th>\n",
              "      <th>550</th>\n",
              "      <th>551</th>\n",
              "      <th>552</th>\n",
              "      <th>553</th>\n",
              "      <th>554</th>\n",
              "      <th>555</th>\n",
              "      <th>556</th>\n",
              "      <th>557</th>\n",
              "      <th>558</th>\n",
              "      <th>559</th>\n",
              "      <th>560</th>\n",
              "      <th>561</th>\n",
              "      <th>562</th>\n",
              "      <th>563</th>\n",
              "      <th>564</th>\n",
              "      <th>565</th>\n",
              "      <th>566</th>\n",
              "      <th>567</th>\n",
              "      <th>568</th>\n",
              "      <th>569</th>\n",
              "      <th>570</th>\n",
              "      <th>571</th>\n",
              "      <th>572</th>\n",
              "      <th>573</th>\n",
              "      <th>574</th>\n",
              "      <th>575</th>\n",
              "      <th>576</th>\n",
              "      <th>577</th>\n",
              "      <th>578</th>\n",
              "      <th>579</th>\n",
              "      <th>580</th>\n",
              "      <th>581</th>\n",
              "      <th>582</th>\n",
              "      <th>583</th>\n",
              "      <th>584</th>\n",
              "      <th>585</th>\n",
              "      <th>586</th>\n",
              "      <th>587</th>\n",
              "      <th>588</th>\n",
              "      <th>589</th>\n",
              "      <th>590</th>\n",
              "      <th>591</th>\n",
              "      <th>592</th>\n",
              "      <th>593</th>\n",
              "      <th>594</th>\n",
              "      <th>595</th>\n",
              "      <th>596</th>\n",
              "      <th>597</th>\n",
              "      <th>598</th>\n",
              "      <th>599</th>\n",
              "      <th>600</th>\n",
              "      <th>601</th>\n",
              "      <th>602</th>\n",
              "      <th>603</th>\n",
              "      <th>604</th>\n",
              "      <th>605</th>\n",
              "      <th>606</th>\n",
              "      <th>607</th>\n",
              "      <th>608</th>\n",
              "      <th>609</th>\n",
              "      <th>610</th>\n",
              "      <th>611</th>\n",
              "      <th>612</th>\n",
              "      <th>613</th>\n",
              "      <th>614</th>\n",
              "      <th>615</th>\n",
              "      <th>616</th>\n",
              "      <th>617</th>\n",
              "      <th>618</th>\n",
              "      <th>619</th>\n",
              "      <th>620</th>\n",
              "      <th>621</th>\n",
              "      <th>622</th>\n",
              "      <th>623</th>\n",
              "      <th>624</th>\n",
              "      <th>625</th>\n",
              "      <th>626</th>\n",
              "      <th>627</th>\n",
              "      <th>628</th>\n",
              "      <th>629</th>\n",
              "      <th>630</th>\n",
              "      <th>631</th>\n",
              "      <th>632</th>\n",
              "      <th>633</th>\n",
              "      <th>634</th>\n",
              "      <th>635</th>\n",
              "      <th>636</th>\n",
              "      <th>637</th>\n",
              "      <th>638</th>\n",
              "      <th>639</th>\n",
              "      <th>640</th>\n",
              "      <th>641</th>\n",
              "      <th>642</th>\n",
              "      <th>643</th>\n",
              "      <th>644</th>\n",
              "      <th>645</th>\n",
              "      <th>646</th>\n",
              "      <th>647</th>\n",
              "      <th>648</th>\n",
              "      <th>649</th>\n",
              "      <th>650</th>\n",
              "      <th>651</th>\n",
              "      <th>652</th>\n",
              "      <th>653</th>\n",
              "      <th>654</th>\n",
              "      <th>655</th>\n",
              "      <th>656</th>\n",
              "      <th>657</th>\n",
              "      <th>658</th>\n",
              "      <th>659</th>\n",
              "      <th>660</th>\n",
              "      <th>661</th>\n",
              "      <th>662</th>\n",
              "      <th>663</th>\n",
              "      <th>664</th>\n",
              "      <th>665</th>\n",
              "      <th>666</th>\n",
              "      <th>667</th>\n",
              "      <th>668</th>\n",
              "      <th>669</th>\n",
              "      <th>670</th>\n",
              "      <th>671</th>\n",
              "      <th>672</th>\n",
              "      <th>673</th>\n",
              "      <th>674</th>\n",
              "      <th>675</th>\n",
              "      <th>676</th>\n",
              "      <th>677</th>\n",
              "      <th>678</th>\n",
              "      <th>679</th>\n",
              "      <th>680</th>\n",
              "      <th>681</th>\n",
              "      <th>682</th>\n",
              "      <th>683</th>\n",
              "      <th>684</th>\n",
              "      <th>685</th>\n",
              "      <th>686</th>\n",
              "      <th>687</th>\n",
              "      <th>688</th>\n",
              "      <th>689</th>\n",
              "      <th>690</th>\n",
              "      <th>691</th>\n",
              "      <th>692</th>\n",
              "      <th>693</th>\n",
              "      <th>694</th>\n",
              "      <th>695</th>\n",
              "      <th>696</th>\n",
              "      <th>697</th>\n",
              "      <th>698</th>\n",
              "      <th>699</th>\n",
              "      <th>700</th>\n",
              "      <th>701</th>\n",
              "      <th>702</th>\n",
              "      <th>703</th>\n",
              "      <th>704</th>\n",
              "      <th>705</th>\n",
              "      <th>706</th>\n",
              "      <th>707</th>\n",
              "      <th>708</th>\n",
              "      <th>709</th>\n",
              "      <th>710</th>\n",
              "      <th>711</th>\n",
              "      <th>712</th>\n",
              "      <th>713</th>\n",
              "      <th>714</th>\n",
              "      <th>715</th>\n",
              "      <th>716</th>\n",
              "      <th>717</th>\n",
              "      <th>718</th>\n",
              "      <th>719</th>\n",
              "      <th>720</th>\n",
              "      <th>721</th>\n",
              "      <th>722</th>\n",
              "      <th>723</th>\n",
              "      <th>724</th>\n",
              "      <th>725</th>\n",
              "      <th>726</th>\n",
              "      <th>727</th>\n",
              "      <th>728</th>\n",
              "      <th>729</th>\n",
              "      <th>730</th>\n",
              "      <th>731</th>\n",
              "      <th>732</th>\n",
              "      <th>733</th>\n",
              "      <th>734</th>\n",
              "      <th>735</th>\n",
              "      <th>736</th>\n",
              "      <th>737</th>\n",
              "      <th>738</th>\n",
              "      <th>739</th>\n",
              "      <th>740</th>\n",
              "      <th>741</th>\n",
              "      <th>742</th>\n",
              "      <th>743</th>\n",
              "      <th>744</th>\n",
              "      <th>745</th>\n",
              "      <th>746</th>\n",
              "      <th>747</th>\n",
              "      <th>748</th>\n",
              "      <th>749</th>\n",
              "      <th>750</th>\n",
              "      <th>751</th>\n",
              "      <th>752</th>\n",
              "      <th>753</th>\n",
              "      <th>754</th>\n",
              "      <th>755</th>\n",
              "      <th>756</th>\n",
              "      <th>757</th>\n",
              "      <th>758</th>\n",
              "      <th>759</th>\n",
              "      <th>760</th>\n",
              "      <th>761</th>\n",
              "      <th>762</th>\n",
              "      <th>763</th>\n",
              "      <th>764</th>\n",
              "      <th>765</th>\n",
              "      <th>766</th>\n",
              "      <th>767</th>\n",
              "      <th>768</th>\n",
              "      <th>769</th>\n",
              "      <th>770</th>\n",
              "      <th>771</th>\n",
              "      <th>772</th>\n",
              "      <th>773</th>\n",
              "      <th>774</th>\n",
              "      <th>775</th>\n",
              "      <th>776</th>\n",
              "      <th>777</th>\n",
              "      <th>778</th>\n",
              "      <th>779</th>\n",
              "      <th>780</th>\n",
              "      <th>781</th>\n",
              "      <th>782</th>\n",
              "      <th>783</th>\n",
              "      <th>784</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>116</td>\n",
              "      <td>125</td>\n",
              "      <td>171</td>\n",
              "      <td>255</td>\n",
              "      <td>255</td>\n",
              "      <td>150</td>\n",
              "      <td>93</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>169</td>\n",
              "      <td>253</td>\n",
              "      <td>253</td>\n",
              "      <td>253</td>\n",
              "      <td>253</td>\n",
              "      <td>253</td>\n",
              "      <td>253</td>\n",
              "      <td>218</td>\n",
              "      <td>30</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>169</td>\n",
              "      <td>253</td>\n",
              "      <td>253</td>\n",
              "      <td>253</td>\n",
              "      <td>213</td>\n",
              "      <td>142</td>\n",
              "      <td>176</td>\n",
              "      <td>253</td>\n",
              "      <td>253</td>\n",
              "      <td>122</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>52</td>\n",
              "      <td>250</td>\n",
              "      <td>253</td>\n",
              "      <td>210</td>\n",
              "      <td>32</td>\n",
              "      <td>12</td>\n",
              "      <td>0</td>\n",
              "      <td>6</td>\n",
              "      <td>206</td>\n",
              "      <td>253</td>\n",
              "      <td>140</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>77</td>\n",
              "      <td>251</td>\n",
              "      <td>210</td>\n",
              "      <td>25</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>122</td>\n",
              "      <td>248</td>\n",
              "      <td>253</td>\n",
              "      <td>65</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>31</td>\n",
              "      <td>18</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>209</td>\n",
              "      <td>253</td>\n",
              "      <td>253</td>\n",
              "      <td>65</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>248</td>\n",
              "      <td>253</td>\n",
              "      <td>253</td>\n",
              "      <td>43</td>\n",
              "      <td>20</td>\n",
              "      <td>20</td>\n",
              "      <td>20</td>\n",
              "      <td>20</td>\n",
              "      <td>5</td>\n",
              "      <td>0</td>\n",
              "      <td>5</td>\n",
              "      <td>20</td>\n",
              "      <td>20</td>\n",
              "      <td>37</td>\n",
              "      <td>150</td>\n",
              "      <td>150</td>\n",
              "      <td>150</td>\n",
              "      <td>147</td>\n",
              "      <td>10</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>248</td>\n",
              "      <td>253</td>\n",
              "      <td>253</td>\n",
              "      <td>253</td>\n",
              "      <td>253</td>\n",
              "      <td>253</td>\n",
              "      <td>253</td>\n",
              "      <td>253</td>\n",
              "      <td>168</td>\n",
              "      <td>143</td>\n",
              "      <td>166</td>\n",
              "      <td>253</td>\n",
              "      <td>253</td>\n",
              "      <td>253</td>\n",
              "      <td>253</td>\n",
              "      <td>253</td>\n",
              "      <td>253</td>\n",
              "      <td>253</td>\n",
              "      <td>123</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>174</td>\n",
              "      <td>253</td>\n",
              "      <td>253</td>\n",
              "      <td>253</td>\n",
              "      <td>253</td>\n",
              "      <td>253</td>\n",
              "      <td>253</td>\n",
              "      <td>253</td>\n",
              "      <td>253</td>\n",
              "      <td>253</td>\n",
              "      <td>253</td>\n",
              "      <td>253</td>\n",
              "      <td>249</td>\n",
              "      <td>247</td>\n",
              "      <td>247</td>\n",
              "      <td>169</td>\n",
              "      <td>117</td>\n",
              "      <td>117</td>\n",
              "      <td>57</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>118</td>\n",
              "      <td>123</td>\n",
              "      <td>123</td>\n",
              "      <td>123</td>\n",
              "      <td>166</td>\n",
              "      <td>253</td>\n",
              "      <td>253</td>\n",
              "      <td>253</td>\n",
              "      <td>155</td>\n",
              "      <td>123</td>\n",
              "      <td>123</td>\n",
              "      <td>41</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>38</td>\n",
              "      <td>254</td>\n",
              "      <td>109</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>87</td>\n",
              "      <td>252</td>\n",
              "      <td>82</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>135</td>\n",
              "      <td>241</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>45</td>\n",
              "      <td>244</td>\n",
              "      <td>150</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>84</td>\n",
              "      <td>254</td>\n",
              "      <td>63</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>228</td>\n",
              "      <td>254</td>\n",
              "      <td>66</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>61</td>\n",
              "      <td>251</td>\n",
              "      <td>254</td>\n",
              "      <td>66</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>141</td>\n",
              "      <td>254</td>\n",
              "      <td>205</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>10</td>\n",
              "      <td>215</td>\n",
              "      <td>254</td>\n",
              "      <td>121</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>5</td>\n",
              "      <td>198</td>\n",
              "      <td>176</td>\n",
              "      <td>10</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>11</td>\n",
              "      <td>150</td>\n",
              "      <td>253</td>\n",
              "      <td>202</td>\n",
              "      <td>31</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>37</td>\n",
              "      <td>251</td>\n",
              "      <td>251</td>\n",
              "      <td>253</td>\n",
              "      <td>107</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>21</td>\n",
              "      <td>197</td>\n",
              "      <td>251</td>\n",
              "      <td>251</td>\n",
              "      <td>253</td>\n",
              "      <td>107</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>110</td>\n",
              "      <td>190</td>\n",
              "      <td>251</td>\n",
              "      <td>251</td>\n",
              "      <td>251</td>\n",
              "      <td>253</td>\n",
              "      <td>169</td>\n",
              "      <td>109</td>\n",
              "      <td>62</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>253</td>\n",
              "      <td>251</td>\n",
              "      <td>251</td>\n",
              "      <td>251</td>\n",
              "      <td>251</td>\n",
              "      <td>253</td>\n",
              "      <td>251</td>\n",
              "      <td>251</td>\n",
              "      <td>220</td>\n",
              "      <td>51</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>218</td>\n",
              "      <td>253</td>\n",
              "      <td>253</td>\n",
              "      <td>73</td>\n",
              "      <td>73</td>\n",
              "      <td>228</td>\n",
              "      <td>253</td>\n",
              "      <td>253</td>\n",
              "      <td>255</td>\n",
              "      <td>253</td>\n",
              "      <td>253</td>\n",
              "      <td>253</td>\n",
              "      <td>253</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>113</td>\n",
              "      <td>251</td>\n",
              "      <td>251</td>\n",
              "      <td>253</td>\n",
              "      <td>251</td>\n",
              "      <td>251</td>\n",
              "      <td>251</td>\n",
              "      <td>251</td>\n",
              "      <td>253</td>\n",
              "      <td>251</td>\n",
              "      <td>251</td>\n",
              "      <td>251</td>\n",
              "      <td>147</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>31</td>\n",
              "      <td>230</td>\n",
              "      <td>251</td>\n",
              "      <td>253</td>\n",
              "      <td>251</td>\n",
              "      <td>251</td>\n",
              "      <td>251</td>\n",
              "      <td>251</td>\n",
              "      <td>253</td>\n",
              "      <td>230</td>\n",
              "      <td>189</td>\n",
              "      <td>35</td>\n",
              "      <td>10</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>62</td>\n",
              "      <td>142</td>\n",
              "      <td>253</td>\n",
              "      <td>251</td>\n",
              "      <td>251</td>\n",
              "      <td>251</td>\n",
              "      <td>251</td>\n",
              "      <td>253</td>\n",
              "      <td>107</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>72</td>\n",
              "      <td>174</td>\n",
              "      <td>251</td>\n",
              "      <td>173</td>\n",
              "      <td>71</td>\n",
              "      <td>72</td>\n",
              "      <td>30</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>50</td>\n",
              "      <td>224</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>70</td>\n",
              "      <td>29</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>121</td>\n",
              "      <td>231</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>148</td>\n",
              "      <td>168</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>195</td>\n",
              "      <td>231</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>96</td>\n",
              "      <td>210</td>\n",
              "      <td>11</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>69</td>\n",
              "      <td>252</td>\n",
              "      <td>134</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>114</td>\n",
              "      <td>252</td>\n",
              "      <td>21</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>127</td>\n",
              "      <td>252</td>\n",
              "      <td>252</td>\n",
              "      <td>45</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>128</td>\n",
              "      <td>253</td>\n",
              "      <td>253</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>127</td>\n",
              "      <td>252</td>\n",
              "      <td>252</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>135</td>\n",
              "      <td>252</td>\n",
              "      <td>244</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>232</td>\n",
              "      <td>236</td>\n",
              "      <td>111</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>179</td>\n",
              "      <td>66</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>77</td>\n",
              "      <td>254</td>\n",
              "      <td>107</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>19</td>\n",
              "      <td>227</td>\n",
              "      <td>254</td>\n",
              "      <td>254</td>\n",
              "      <td>9</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
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              "</table>\n",
              "<p>5 rows × 785 columns</p>\n",
              "</div>"
            ],
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              "[5 rows x 785 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 57
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "wNrKT0toCgaX"
      },
      "source": [
        "#Segregate the test Features and Labels\n",
        "X_test = df_test.iloc[:, 1:]\n",
        "y_test = df_test.iloc[:, 0]"
      ],
      "execution_count": 58,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "cHdJVEkuAZYm"
      },
      "source": [
        "Lets visualize our data sample. 5th image in training data (it is 2)"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "rpEgpt2W--rI",
        "outputId": "a9a0326e-9c5a-4a35-8083-1e3e1e0bd135",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 347
        }
      },
      "source": [
        "s = X_train.iloc[4].values    #Gives the values of 5th tuple of the dataframe\n",
        "s.shape = (28,28)             #Converts the tuple into a 2D array of 28X28\n",
        "pt.imshow(255-s, cmap='gray') #pt comes from matplot lib imported above\n",
        "pt.show()"
      ],
      "execution_count": 59,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 576x396 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "qJe2NK_6Qq-d"
      },
      "source": [
        "Create and train the RF model"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "JVF5FhhqADWz",
        "outputId": "cb42c095-5a3c-4126-ea4a-1ce257bc6027",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "#Random Forest Classifier comes from SciKit Learn Library imported above\n",
        "rf_clf = RandomForestClassifier(max_depth=2, random_state=0, n_estimators=100)\n",
        "t0 = time.time()\n",
        "rf_clf.fit(X_train, y_train)\n",
        "t1 = time.time()\n",
        "print(\"Time taken to train RFC:\", t1-t0)"
      ],
      "execution_count": 60,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Time taken to train RFC: 1.7963457107543945\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "PWE-vDU-QyoL"
      },
      "source": [
        "Lets try some sample predictions and check their accuracy manually:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "G55pdQApEm_Q",
        "outputId": "76037c81-fc81-4574-a43e-da1dbb820878",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "test_data_point = 23 #For checking a random (23rd) tuple/datapoint in our training data set\n",
        "print(\"The RF model predicts this value to be:\", rf_clf.predict([X_test.iloc[test_data_point]]))"
      ],
      "execution_count": 81,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "The RF model predicts this value to be: [7]\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "d7mjy0W4FYDo",
        "outputId": "a8a66f98-bf87-4871-dd70-7a8492b23d84",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 347
        }
      },
      "source": [
        "#Let us check what is the actual test data point hand written digit\n",
        "t = X_test.iloc[test_data_point].values\n",
        "t.shape = (28, 28)\n",
        "pt.imshow(255-t, cmap='gray')\n",
        "pt.show()"
      ],
      "execution_count": 84,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 576x396 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "-MWDK6i9RDst"
      },
      "source": [
        "Let us now predict the results for complete test data set and check its accuracy by comparing predictions with acutal values"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "qf8TZSepGYcp"
      },
      "source": [
        "#Get the predictions over complete test data set using RF Classifier\n",
        "predictions = rf_clf.predict(X_test)"
      ],
      "execution_count": 30,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ZwObJJ0vJ1qb",
        "outputId": "efc1721f-56eb-4497-fe4f-e2944d603a45",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "#Compare predictions with actual values to get the accuracy of our model\n",
        "actuals = y_test.values\n",
        "result = (actuals==predictions)\n",
        "correct_pred = 0\n",
        "for r in result:\n",
        "  if(r==True):\n",
        "    correct_pred += 1\n",
        "\n",
        "acc = round(100*correct_pred/9999, 2)\n",
        "acc"
      ],
      "execution_count": 31,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "62.43"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 31
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "MOSElgMNRT4D"
      },
      "source": [
        "Accuracy check using metrics library utility"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "kwwOHFGeHoRm",
        "outputId": "bd6b2990-ca85-40c6-e6a4-99ed0cb31ab6",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "#sklearn has inbuilt library to calculate accuracy\n",
        "from sklearn import metrics\n",
        "pscore = metrics.accuracy_score(y_test, predictions)\n",
        "print(\"Random Forest Classifier Accuracy:\", round(100*pscore, 2),\"%\")"
      ],
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Random Forest Classifier Accuracy: 62.43 %\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "9zTD68us2cOs"
      },
      "source": [
        "**Classification using Support Vector Machine Classifier**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "AUgXxXeXHvcy",
        "outputId": "1063a75d-c74b-4df1-848a-a83ed9f855ee",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "#Import SVC from sklearn\n",
        "from sklearn.svm import SVC\n",
        "sv_clf = SVC(gamma='auto', verbose=True)\n",
        "t0 = time.time()\n",
        "sv_clf.fit(X_train, y_train) #Re-use the X_train and y_train created above\n",
        "t1 = time.time()\n",
        "print(\"Time taken to train SVC:\", t1-t0)"
      ],
      "execution_count": 36,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "[LibSVM]Time taken to train SVC: 1041.5941321849823\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "MYDmPypeR7gw",
        "outputId": "2cbe5ea8-c64b-4a4f-9fc1-445d748fd818",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "predictions = sv_clf.predict(X_test)\n",
        "t2 = time.time()\n",
        "print(\"Time taken to predict using SVC:\", t2-t1)"
      ],
      "execution_count": 37,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Time taken to predict using SVC: 265.5771734714508\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Mm6iSM9-VUiY",
        "outputId": "87e41816-f77c-49d8-bd57-38b88a7f795c",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "pscore = metrics.accuracy_score(y_test, predictions)\n",
        "print(\"Support Vector Classifier Accuracy:\", round(100*pscore, 2),\"%\")"
      ],
      "execution_count": 38,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Support Vector Classifier Accuracy: 11.35 %\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "DIHmOlp72l2y"
      },
      "source": [
        "Gives a very poor accuracy of 11.35 %"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "CLxhIuXn2wrU"
      },
      "source": [
        "**Classification using Dense Neural Network**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "h52Z-aluVeAn"
      },
      "source": [
        "# Import Keras\n",
        "import keras\n",
        "from keras.models import Sequential\n",
        "from keras.layers import Dense"
      ],
      "execution_count": 13,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "7H6sGIy8WKc9"
      },
      "source": [
        "# Neural network\n",
        "model = Sequential()\n",
        "model.add(Dense(32, input_dim=784, activation='relu'))\n",
        "model.add(Dense(32, activation='relu'))\n",
        "model.add(Dense(10, activation='softmax'))"
      ],
      "execution_count": 14,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "XwAk3g7kXHNw",
        "outputId": "b420558b-4a63-4115-b087-b4fee5bbe2be",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 255
        }
      },
      "source": [
        "#Check the network architecture\n",
        "model.summary()\n",
        "model.compile(loss='categorical_crossentropy', optimizer='adam', metrics=['accuracy'])"
      ],
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Model: \"sequential\"\n",
            "_________________________________________________________________\n",
            "Layer (type)                 Output Shape              Param #   \n",
            "=================================================================\n",
            "dense (Dense)                (None, 32)                25120     \n",
            "_________________________________________________________________\n",
            "dense_1 (Dense)              (None, 32)                1056      \n",
            "_________________________________________________________________\n",
            "dense_2 (Dense)              (None, 10)                330       \n",
            "=================================================================\n",
            "Total params: 26,506\n",
            "Trainable params: 26,506\n",
            "Non-trainable params: 0\n",
            "_________________________________________________________________\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "g9yG_b2mZvuo",
        "outputId": "87a07653-ee11-4824-ddef-f30fe839b288",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 321,
          "referenced_widgets": [
            "50944b7211d64ecaab89d2d7b791aec5",
            "d9cc7ec1ce1b4578afbcdd1959efdb4d",
            "b1eb938101524d76ba2873c7e27724ed",
            "90683c0390744216a3079531f401e7ce",
            "ce407ab290df4ccfb3a20eb312bfcfca",
            "5ece85012fb2417cb8d9ce3a7329ce60",
            "dbc86baab1084346aed28eafa7e79c38",
            "29f860078b2d48b28f9c7c6dc0ae4cd5"
          ]
        }
      },
      "source": [
        "y_train_nn = pd.DataFrame(columns=[list(range(0,10))])\n",
        "\n",
        "for i, label in tn(enumerate(y_train)):\n",
        "  y_train_nn.loc[i, label] = 1\n",
        "y_train_nn.fillna(0, inplace=True)\n",
        "\n",
        "print(y_train_nn.shape)\n",
        "y_train_nn.head()\n",
        "  "
      ],
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:3: TqdmDeprecationWarning: This function will be removed in tqdm==5.0.0\n",
            "Please use `tqdm.notebook.tqdm` instead of `tqdm.tqdm_notebook`\n",
            "  This is separate from the ipykernel package so we can avoid doing imports until\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "50944b7211d64ecaab89d2d7b791aec5",
              "version_minor": 0,
              "version_major": 2
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            "text/plain": [
              "HBox(children=(FloatProgress(value=1.0, bar_style='info', max=1.0), HTML(value='')))"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "(19999, 10)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
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              "   0  1  2  3  4  5  6  7  8  9\n",
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          "metadata": {
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          "execution_count": 16
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      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "9UdKtCPzXhN5",
        "outputId": "eec47427-911e-479a-c582-5fab13ab39ab",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "source": [
        "history = model.fit(X_train, y_train_nn, epochs=100, batch_size=64)"
      ],
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Epoch 1/100\n",
            "313/313 [==============================] - 1s 2ms/step - loss: 3.7712 - accuracy: 0.4709\n",
            "Epoch 2/100\n",
            "313/313 [==============================] - 1s 2ms/step - loss: 1.0261 - accuracy: 0.7174\n",
            "Epoch 3/100\n",
            "313/313 [==============================] - 1s 2ms/step - loss: 0.6870 - accuracy: 0.8116\n",
            "Epoch 4/100\n",
            "313/313 [==============================] - 1s 2ms/step - loss: 0.5530 - accuracy: 0.8512\n",
            "Epoch 5/100\n",
            "313/313 [==============================] - 1s 2ms/step - loss: 0.4794 - accuracy: 0.8711\n",
            "Epoch 6/100\n",
            "313/313 [==============================] - 1s 2ms/step - loss: 0.4255 - accuracy: 0.8869\n",
            "Epoch 7/100\n",
            "313/313 [==============================] - 1s 2ms/step - loss: 0.3814 - accuracy: 0.8974\n",
            "Epoch 8/100\n",
            "313/313 [==============================] - 1s 2ms/step - loss: 0.3514 - accuracy: 0.9045\n",
            "Epoch 9/100\n",
            "313/313 [==============================] - 1s 2ms/step - loss: 0.3377 - accuracy: 0.9087\n",
            "Epoch 10/100\n",
            "313/313 [==============================] - 1s 2ms/step - loss: 0.3039 - accuracy: 0.9159\n",
            "Epoch 11/100\n",
            "313/313 [==============================] - 1s 2ms/step - loss: 0.2974 - accuracy: 0.9184\n",
            "Epoch 12/100\n",
            "313/313 [==============================] - 1s 2ms/step - loss: 0.2841 - accuracy: 0.9235\n",
            "Epoch 13/100\n",
            "313/313 [==============================] - 1s 2ms/step - loss: 0.2722 - accuracy: 0.9234\n",
            "Epoch 14/100\n",
            "313/313 [==============================] - 1s 2ms/step - loss: 0.2555 - accuracy: 0.9313\n",
            "Epoch 15/100\n",
            "313/313 [==============================] - 1s 2ms/step - loss: 0.2552 - accuracy: 0.9301\n",
            "Epoch 16/100\n",
            "313/313 [==============================] - 1s 2ms/step - loss: 0.2435 - accuracy: 0.9322\n",
            "Epoch 17/100\n",
            "313/313 [==============================] - 1s 2ms/step - loss: 0.2382 - accuracy: 0.9338\n",
            "Epoch 18/100\n",
            "313/313 [==============================] - 1s 2ms/step - loss: 0.2259 - accuracy: 0.9374\n",
            "Epoch 19/100\n",
            "313/313 [==============================] - 1s 2ms/step - loss: 0.2183 - accuracy: 0.9380\n",
            "Epoch 20/100\n",
            "313/313 [==============================] - 1s 2ms/step - loss: 0.2185 - accuracy: 0.9375\n",
            "Epoch 21/100\n",
            "313/313 [==============================] - 1s 2ms/step - loss: 0.2098 - accuracy: 0.9413\n",
            "Epoch 22/100\n",
            "313/313 [==============================] - 1s 2ms/step - loss: 0.2087 - accuracy: 0.9405\n",
            "Epoch 23/100\n",
            "313/313 [==============================] - 1s 2ms/step - loss: 0.1984 - accuracy: 0.9449\n",
            "Epoch 24/100\n",
            "313/313 [==============================] - 1s 2ms/step - loss: 0.1915 - accuracy: 0.9454\n",
            "Epoch 25/100\n",
            "313/313 [==============================] - 1s 2ms/step - loss: 0.1919 - accuracy: 0.9456\n",
            "Epoch 26/100\n",
            "313/313 [==============================] - 1s 2ms/step - loss: 0.1843 - accuracy: 0.9456\n",
            "Epoch 27/100\n",
            "313/313 [==============================] - 1s 2ms/step - loss: 0.1831 - accuracy: 0.9448\n",
            "Epoch 28/100\n",
            "313/313 [==============================] - 1s 2ms/step - loss: 0.1826 - accuracy: 0.9474\n",
            "Epoch 29/100\n",
            "313/313 [==============================] - 1s 2ms/step - loss: 0.1753 - accuracy: 0.9480\n",
            "Epoch 30/100\n",
            "313/313 [==============================] - 1s 2ms/step - loss: 0.1653 - accuracy: 0.9505\n",
            "Epoch 31/100\n",
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            "Epoch 32/100\n",
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            "Epoch 35/100\n",
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            "Epoch 58/100\n",
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            "Epoch 60/100\n",
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            "Epoch 61/100\n",
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            "Epoch 63/100\n",
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            "Epoch 66/100\n",
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            "Epoch 80/100\n",
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            "Epoch 81/100\n",
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            "Epoch 82/100\n",
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            "Epoch 85/100\n",
            "313/313 [==============================] - 1s 3ms/step - loss: 0.0861 - accuracy: 0.9734\n",
            "Epoch 86/100\n",
            "313/313 [==============================] - 1s 2ms/step - loss: 0.0879 - accuracy: 0.9736\n",
            "Epoch 87/100\n",
            "313/313 [==============================] - 1s 2ms/step - loss: 0.0847 - accuracy: 0.9738\n",
            "Epoch 88/100\n",
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            "Epoch 89/100\n",
            "313/313 [==============================] - 1s 2ms/step - loss: 0.0857 - accuracy: 0.9738\n",
            "Epoch 90/100\n",
            "313/313 [==============================] - 1s 2ms/step - loss: 0.0883 - accuracy: 0.9728\n",
            "Epoch 91/100\n",
            "313/313 [==============================] - 1s 2ms/step - loss: 0.0826 - accuracy: 0.9756\n",
            "Epoch 92/100\n",
            "313/313 [==============================] - 1s 2ms/step - loss: 0.0862 - accuracy: 0.9737\n",
            "Epoch 93/100\n",
            "313/313 [==============================] - 1s 2ms/step - loss: 0.0823 - accuracy: 0.9752\n",
            "Epoch 94/100\n",
            "313/313 [==============================] - 1s 2ms/step - loss: 0.0881 - accuracy: 0.9737\n",
            "Epoch 95/100\n",
            "313/313 [==============================] - 1s 2ms/step - loss: 0.0843 - accuracy: 0.9749\n",
            "Epoch 96/100\n",
            "313/313 [==============================] - 1s 2ms/step - loss: 0.0884 - accuracy: 0.9729\n",
            "Epoch 97/100\n",
            "313/313 [==============================] - 1s 2ms/step - loss: 0.0846 - accuracy: 0.9746\n",
            "Epoch 98/100\n",
            "313/313 [==============================] - 1s 2ms/step - loss: 0.0875 - accuracy: 0.9752\n",
            "Epoch 99/100\n",
            "313/313 [==============================] - 1s 2ms/step - loss: 0.0777 - accuracy: 0.9758\n",
            "Epoch 100/100\n",
            "313/313 [==============================] - 1s 2ms/step - loss: 0.0776 - accuracy: 0.9755\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Rt17e8FI9OGA",
        "outputId": "d398d49d-2443-42b0-a3c8-15914fd79eda",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 324
        }
      },
      "source": [
        "pd.DataFrame(history.history).plot(figsize=(8, 5))\n",
        "pt.grid(True)\n",
        "pt.gca().set_ylim(0, 1) \n",
        "pt.show()"
      ],
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 576x360 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "fQLpWxzaXn-x"
      },
      "source": [
        "y_pred = model.predict(X_test)\n",
        "#Converting predictions to label\n",
        "predictions = []\n",
        "for i in range(len(y_pred)):\n",
        "    predictions.append(np.argmax(y_pred[i]))\n",
        "#print(predictions)"
      ],
      "execution_count": 19,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "o11H3srwX_yG",
        "outputId": "94828b35-0e77-4db3-936e-9ac31fb9a01b",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "pscore = metrics.accuracy_score(y_test, predictions)\n",
        "print(\"Neural Network Model Accuracy:\", round(100*pscore, 2),\"%\")"
      ],
      "execution_count": 20,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Neural Network Model Accuracy: 92.53 %\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "oXhRso-M3S2u",
        "outputId": "f82e665b-fd8d-4d70-c1e9-a2064e68f598",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "TestX = np.array(X_test.iloc[test_data_point])[np.newaxis]\n",
        "np.argmax(model.predict(TestX))"
      ],
      "execution_count": 21,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "4"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 21
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "gKNj2Q4WACdM"
      },
      "source": [
        "# **Some more magic now!**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "pO-qom7c6Vj1"
      },
      "source": [
        "#!pip install pycaret\n",
        "from pycaret.classification import *"
      ],
      "execution_count": 3,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "_8N98E5gCQzb"
      },
      "source": [
        "The setup() function initializes the environment in pycaret and creates the transformation pipeline to prepare the data for modeling and deployment."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "xBx2kvaa81JN",
        "outputId": "5394149a-075f-4e70-9b46-a273fc92e3cf",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 981,
          "referenced_widgets": [
            "a33e1b21a57f40cc8cad00abdebc9875",
            "7026ef77f549498fa82f88a4da702049",
            "3136f1b589034d3ab0b80389d1750baa",
            "010abd2f14644129a928e3f42f92fe2e",
            "24d8205e53924756b705d54a777b590a",
            "2f5118f03c3647ffbac7a04cdb8a3ff5"
          ]
        }
      },
      "source": [
        "exp_mclf101 = setup(data = df_train, target = '0', session_id=123) "
      ],
      "execution_count": 61,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Setup Succesfully Completed!\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<style  type=\"text/css\" >\n",
              "</style><table id=\"T_32411864_0f82_11eb_8198_0242ac1c0002\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >Description</th>        <th class=\"col_heading level0 col1\" >Value</th>    </tr></thead><tbody>\n",
              "                <tr>\n",
              "                        <th id=\"T_32411864_0f82_11eb_8198_0242ac1c0002level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
              "                        <td id=\"T_32411864_0f82_11eb_8198_0242ac1c0002row0_col0\" class=\"data row0 col0\" >session_id</td>\n",
              "                        <td id=\"T_32411864_0f82_11eb_8198_0242ac1c0002row0_col1\" class=\"data row0 col1\" >123</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_32411864_0f82_11eb_8198_0242ac1c0002level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
              "                        <td id=\"T_32411864_0f82_11eb_8198_0242ac1c0002row1_col0\" class=\"data row1 col0\" >Target Type</td>\n",
              "                        <td id=\"T_32411864_0f82_11eb_8198_0242ac1c0002row1_col1\" class=\"data row1 col1\" >Multiclass</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_32411864_0f82_11eb_8198_0242ac1c0002level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
              "                        <td id=\"T_32411864_0f82_11eb_8198_0242ac1c0002row2_col0\" class=\"data row2 col0\" >Label Encoded</td>\n",
              "                        <td id=\"T_32411864_0f82_11eb_8198_0242ac1c0002row2_col1\" class=\"data row2 col1\" >0: 0, 1: 1, 2: 2, 3: 3, 4: 4, 5: 5, 6: 6, 7: 7, 8: 8, 9: 9</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_32411864_0f82_11eb_8198_0242ac1c0002level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
              "                        <td id=\"T_32411864_0f82_11eb_8198_0242ac1c0002row3_col0\" class=\"data row3 col0\" >Original Data</td>\n",
              "                        <td id=\"T_32411864_0f82_11eb_8198_0242ac1c0002row3_col1\" class=\"data row3 col1\" >(19999, 785)</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_32411864_0f82_11eb_8198_0242ac1c0002level0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
              "                        <td id=\"T_32411864_0f82_11eb_8198_0242ac1c0002row4_col0\" class=\"data row4 col0\" >Missing Values </td>\n",
              "                        <td id=\"T_32411864_0f82_11eb_8198_0242ac1c0002row4_col1\" class=\"data row4 col1\" >False</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_32411864_0f82_11eb_8198_0242ac1c0002level0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
              "                        <td id=\"T_32411864_0f82_11eb_8198_0242ac1c0002row5_col0\" class=\"data row5 col0\" >Numeric Features </td>\n",
              "                        <td id=\"T_32411864_0f82_11eb_8198_0242ac1c0002row5_col1\" class=\"data row5 col1\" >596</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_32411864_0f82_11eb_8198_0242ac1c0002level0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
              "                        <td id=\"T_32411864_0f82_11eb_8198_0242ac1c0002row6_col0\" class=\"data row6 col0\" >Categorical Features </td>\n",
              "                        <td id=\"T_32411864_0f82_11eb_8198_0242ac1c0002row6_col1\" class=\"data row6 col1\" >188</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_32411864_0f82_11eb_8198_0242ac1c0002level0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
              "                        <td id=\"T_32411864_0f82_11eb_8198_0242ac1c0002row7_col0\" class=\"data row7 col0\" >Ordinal Features </td>\n",
              "                        <td id=\"T_32411864_0f82_11eb_8198_0242ac1c0002row7_col1\" class=\"data row7 col1\" >False</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_32411864_0f82_11eb_8198_0242ac1c0002level0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
              "                        <td id=\"T_32411864_0f82_11eb_8198_0242ac1c0002row8_col0\" class=\"data row8 col0\" >High Cardinality Features </td>\n",
              "                        <td id=\"T_32411864_0f82_11eb_8198_0242ac1c0002row8_col1\" class=\"data row8 col1\" >False</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_32411864_0f82_11eb_8198_0242ac1c0002level0_row9\" class=\"row_heading level0 row9\" >9</th>\n",
              "                        <td id=\"T_32411864_0f82_11eb_8198_0242ac1c0002row9_col0\" class=\"data row9 col0\" >High Cardinality Method </td>\n",
              "                        <td id=\"T_32411864_0f82_11eb_8198_0242ac1c0002row9_col1\" class=\"data row9 col1\" >None</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_32411864_0f82_11eb_8198_0242ac1c0002level0_row10\" class=\"row_heading level0 row10\" >10</th>\n",
              "                        <td id=\"T_32411864_0f82_11eb_8198_0242ac1c0002row10_col0\" class=\"data row10 col0\" >Sampled Data</td>\n",
              "                        <td id=\"T_32411864_0f82_11eb_8198_0242ac1c0002row10_col1\" class=\"data row10 col1\" >(19999, 785)</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_32411864_0f82_11eb_8198_0242ac1c0002level0_row11\" class=\"row_heading level0 row11\" >11</th>\n",
              "                        <td id=\"T_32411864_0f82_11eb_8198_0242ac1c0002row11_col0\" class=\"data row11 col0\" >Transformed Train Set</td>\n",
              "                        <td id=\"T_32411864_0f82_11eb_8198_0242ac1c0002row11_col1\" class=\"data row11 col1\" >(13999, 1382)</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_32411864_0f82_11eb_8198_0242ac1c0002level0_row12\" class=\"row_heading level0 row12\" >12</th>\n",
              "                        <td id=\"T_32411864_0f82_11eb_8198_0242ac1c0002row12_col0\" class=\"data row12 col0\" >Transformed Test Set</td>\n",
              "                        <td id=\"T_32411864_0f82_11eb_8198_0242ac1c0002row12_col1\" class=\"data row12 col1\" >(6000, 1382)</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_32411864_0f82_11eb_8198_0242ac1c0002level0_row13\" class=\"row_heading level0 row13\" >13</th>\n",
              "                        <td id=\"T_32411864_0f82_11eb_8198_0242ac1c0002row13_col0\" class=\"data row13 col0\" >Numeric Imputer </td>\n",
              "                        <td id=\"T_32411864_0f82_11eb_8198_0242ac1c0002row13_col1\" class=\"data row13 col1\" >mean</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_32411864_0f82_11eb_8198_0242ac1c0002level0_row14\" class=\"row_heading level0 row14\" >14</th>\n",
              "                        <td id=\"T_32411864_0f82_11eb_8198_0242ac1c0002row14_col0\" class=\"data row14 col0\" >Categorical Imputer </td>\n",
              "                        <td id=\"T_32411864_0f82_11eb_8198_0242ac1c0002row14_col1\" class=\"data row14 col1\" >constant</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_32411864_0f82_11eb_8198_0242ac1c0002level0_row15\" class=\"row_heading level0 row15\" >15</th>\n",
              "                        <td id=\"T_32411864_0f82_11eb_8198_0242ac1c0002row15_col0\" class=\"data row15 col0\" >Normalize </td>\n",
              "                        <td id=\"T_32411864_0f82_11eb_8198_0242ac1c0002row15_col1\" class=\"data row15 col1\" >False</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_32411864_0f82_11eb_8198_0242ac1c0002level0_row16\" class=\"row_heading level0 row16\" >16</th>\n",
              "                        <td id=\"T_32411864_0f82_11eb_8198_0242ac1c0002row16_col0\" class=\"data row16 col0\" >Normalize Method </td>\n",
              "                        <td id=\"T_32411864_0f82_11eb_8198_0242ac1c0002row16_col1\" class=\"data row16 col1\" >None</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_32411864_0f82_11eb_8198_0242ac1c0002level0_row17\" class=\"row_heading level0 row17\" >17</th>\n",
              "                        <td id=\"T_32411864_0f82_11eb_8198_0242ac1c0002row17_col0\" class=\"data row17 col0\" >Transformation </td>\n",
              "                        <td id=\"T_32411864_0f82_11eb_8198_0242ac1c0002row17_col1\" class=\"data row17 col1\" >False</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_32411864_0f82_11eb_8198_0242ac1c0002level0_row18\" class=\"row_heading level0 row18\" >18</th>\n",
              "                        <td id=\"T_32411864_0f82_11eb_8198_0242ac1c0002row18_col0\" class=\"data row18 col0\" >Transformation Method </td>\n",
              "                        <td id=\"T_32411864_0f82_11eb_8198_0242ac1c0002row18_col1\" class=\"data row18 col1\" >None</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_32411864_0f82_11eb_8198_0242ac1c0002level0_row19\" class=\"row_heading level0 row19\" >19</th>\n",
              "                        <td id=\"T_32411864_0f82_11eb_8198_0242ac1c0002row19_col0\" class=\"data row19 col0\" >PCA </td>\n",
              "                        <td id=\"T_32411864_0f82_11eb_8198_0242ac1c0002row19_col1\" class=\"data row19 col1\" >False</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_32411864_0f82_11eb_8198_0242ac1c0002level0_row20\" class=\"row_heading level0 row20\" >20</th>\n",
              "                        <td id=\"T_32411864_0f82_11eb_8198_0242ac1c0002row20_col0\" class=\"data row20 col0\" >PCA Method </td>\n",
              "                        <td id=\"T_32411864_0f82_11eb_8198_0242ac1c0002row20_col1\" class=\"data row20 col1\" >None</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_32411864_0f82_11eb_8198_0242ac1c0002level0_row21\" class=\"row_heading level0 row21\" >21</th>\n",
              "                        <td id=\"T_32411864_0f82_11eb_8198_0242ac1c0002row21_col0\" class=\"data row21 col0\" >PCA Components </td>\n",
              "                        <td id=\"T_32411864_0f82_11eb_8198_0242ac1c0002row21_col1\" class=\"data row21 col1\" >None</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_32411864_0f82_11eb_8198_0242ac1c0002level0_row22\" class=\"row_heading level0 row22\" >22</th>\n",
              "                        <td id=\"T_32411864_0f82_11eb_8198_0242ac1c0002row22_col0\" class=\"data row22 col0\" >Ignore Low Variance </td>\n",
              "                        <td id=\"T_32411864_0f82_11eb_8198_0242ac1c0002row22_col1\" class=\"data row22 col1\" >False</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_32411864_0f82_11eb_8198_0242ac1c0002level0_row23\" class=\"row_heading level0 row23\" >23</th>\n",
              "                        <td id=\"T_32411864_0f82_11eb_8198_0242ac1c0002row23_col0\" class=\"data row23 col0\" >Combine Rare Levels </td>\n",
              "                        <td id=\"T_32411864_0f82_11eb_8198_0242ac1c0002row23_col1\" class=\"data row23 col1\" >False</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_32411864_0f82_11eb_8198_0242ac1c0002level0_row24\" class=\"row_heading level0 row24\" >24</th>\n",
              "                        <td id=\"T_32411864_0f82_11eb_8198_0242ac1c0002row24_col0\" class=\"data row24 col0\" >Rare Level Threshold </td>\n",
              "                        <td id=\"T_32411864_0f82_11eb_8198_0242ac1c0002row24_col1\" class=\"data row24 col1\" >None</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_32411864_0f82_11eb_8198_0242ac1c0002level0_row25\" class=\"row_heading level0 row25\" >25</th>\n",
              "                        <td id=\"T_32411864_0f82_11eb_8198_0242ac1c0002row25_col0\" class=\"data row25 col0\" >Numeric Binning </td>\n",
              "                        <td id=\"T_32411864_0f82_11eb_8198_0242ac1c0002row25_col1\" class=\"data row25 col1\" >False</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_32411864_0f82_11eb_8198_0242ac1c0002level0_row26\" class=\"row_heading level0 row26\" >26</th>\n",
              "                        <td id=\"T_32411864_0f82_11eb_8198_0242ac1c0002row26_col0\" class=\"data row26 col0\" >Remove Outliers </td>\n",
              "                        <td id=\"T_32411864_0f82_11eb_8198_0242ac1c0002row26_col1\" class=\"data row26 col1\" >False</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_32411864_0f82_11eb_8198_0242ac1c0002level0_row27\" class=\"row_heading level0 row27\" >27</th>\n",
              "                        <td id=\"T_32411864_0f82_11eb_8198_0242ac1c0002row27_col0\" class=\"data row27 col0\" >Outliers Threshold </td>\n",
              "                        <td id=\"T_32411864_0f82_11eb_8198_0242ac1c0002row27_col1\" class=\"data row27 col1\" >None</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_32411864_0f82_11eb_8198_0242ac1c0002level0_row28\" class=\"row_heading level0 row28\" >28</th>\n",
              "                        <td id=\"T_32411864_0f82_11eb_8198_0242ac1c0002row28_col0\" class=\"data row28 col0\" >Remove Multicollinearity </td>\n",
              "                        <td id=\"T_32411864_0f82_11eb_8198_0242ac1c0002row28_col1\" class=\"data row28 col1\" >False</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_32411864_0f82_11eb_8198_0242ac1c0002level0_row29\" class=\"row_heading level0 row29\" >29</th>\n",
              "                        <td id=\"T_32411864_0f82_11eb_8198_0242ac1c0002row29_col0\" class=\"data row29 col0\" >Multicollinearity Threshold </td>\n",
              "                        <td id=\"T_32411864_0f82_11eb_8198_0242ac1c0002row29_col1\" class=\"data row29 col1\" >None</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_32411864_0f82_11eb_8198_0242ac1c0002level0_row30\" class=\"row_heading level0 row30\" >30</th>\n",
              "                        <td id=\"T_32411864_0f82_11eb_8198_0242ac1c0002row30_col0\" class=\"data row30 col0\" >Clustering </td>\n",
              "                        <td id=\"T_32411864_0f82_11eb_8198_0242ac1c0002row30_col1\" class=\"data row30 col1\" >False</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_32411864_0f82_11eb_8198_0242ac1c0002level0_row31\" class=\"row_heading level0 row31\" >31</th>\n",
              "                        <td id=\"T_32411864_0f82_11eb_8198_0242ac1c0002row31_col0\" class=\"data row31 col0\" >Clustering Iteration </td>\n",
              "                        <td id=\"T_32411864_0f82_11eb_8198_0242ac1c0002row31_col1\" class=\"data row31 col1\" >None</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_32411864_0f82_11eb_8198_0242ac1c0002level0_row32\" class=\"row_heading level0 row32\" >32</th>\n",
              "                        <td id=\"T_32411864_0f82_11eb_8198_0242ac1c0002row32_col0\" class=\"data row32 col0\" >Polynomial Features </td>\n",
              "                        <td id=\"T_32411864_0f82_11eb_8198_0242ac1c0002row32_col1\" class=\"data row32 col1\" >False</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_32411864_0f82_11eb_8198_0242ac1c0002level0_row33\" class=\"row_heading level0 row33\" >33</th>\n",
              "                        <td id=\"T_32411864_0f82_11eb_8198_0242ac1c0002row33_col0\" class=\"data row33 col0\" >Polynomial Degree </td>\n",
              "                        <td id=\"T_32411864_0f82_11eb_8198_0242ac1c0002row33_col1\" class=\"data row33 col1\" >None</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_32411864_0f82_11eb_8198_0242ac1c0002level0_row34\" class=\"row_heading level0 row34\" >34</th>\n",
              "                        <td id=\"T_32411864_0f82_11eb_8198_0242ac1c0002row34_col0\" class=\"data row34 col0\" >Trignometry Features </td>\n",
              "                        <td id=\"T_32411864_0f82_11eb_8198_0242ac1c0002row34_col1\" class=\"data row34 col1\" >False</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_32411864_0f82_11eb_8198_0242ac1c0002level0_row35\" class=\"row_heading level0 row35\" >35</th>\n",
              "                        <td id=\"T_32411864_0f82_11eb_8198_0242ac1c0002row35_col0\" class=\"data row35 col0\" >Polynomial Threshold </td>\n",
              "                        <td id=\"T_32411864_0f82_11eb_8198_0242ac1c0002row35_col1\" class=\"data row35 col1\" >None</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_32411864_0f82_11eb_8198_0242ac1c0002level0_row36\" class=\"row_heading level0 row36\" >36</th>\n",
              "                        <td id=\"T_32411864_0f82_11eb_8198_0242ac1c0002row36_col0\" class=\"data row36 col0\" >Group Features </td>\n",
              "                        <td id=\"T_32411864_0f82_11eb_8198_0242ac1c0002row36_col1\" class=\"data row36 col1\" >False</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_32411864_0f82_11eb_8198_0242ac1c0002level0_row37\" class=\"row_heading level0 row37\" >37</th>\n",
              "                        <td id=\"T_32411864_0f82_11eb_8198_0242ac1c0002row37_col0\" class=\"data row37 col0\" >Feature Selection </td>\n",
              "                        <td id=\"T_32411864_0f82_11eb_8198_0242ac1c0002row37_col1\" class=\"data row37 col1\" >False</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_32411864_0f82_11eb_8198_0242ac1c0002level0_row38\" class=\"row_heading level0 row38\" >38</th>\n",
              "                        <td id=\"T_32411864_0f82_11eb_8198_0242ac1c0002row38_col0\" class=\"data row38 col0\" >Features Selection Threshold </td>\n",
              "                        <td id=\"T_32411864_0f82_11eb_8198_0242ac1c0002row38_col1\" class=\"data row38 col1\" >None</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_32411864_0f82_11eb_8198_0242ac1c0002level0_row39\" class=\"row_heading level0 row39\" >39</th>\n",
              "                        <td id=\"T_32411864_0f82_11eb_8198_0242ac1c0002row39_col0\" class=\"data row39 col0\" >Feature Interaction </td>\n",
              "                        <td id=\"T_32411864_0f82_11eb_8198_0242ac1c0002row39_col1\" class=\"data row39 col1\" >False</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_32411864_0f82_11eb_8198_0242ac1c0002level0_row40\" class=\"row_heading level0 row40\" >40</th>\n",
              "                        <td id=\"T_32411864_0f82_11eb_8198_0242ac1c0002row40_col0\" class=\"data row40 col0\" >Feature Ratio </td>\n",
              "                        <td id=\"T_32411864_0f82_11eb_8198_0242ac1c0002row40_col1\" class=\"data row40 col1\" >False</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_32411864_0f82_11eb_8198_0242ac1c0002level0_row41\" class=\"row_heading level0 row41\" >41</th>\n",
              "                        <td id=\"T_32411864_0f82_11eb_8198_0242ac1c0002row41_col0\" class=\"data row41 col0\" >Interaction Threshold </td>\n",
              "                        <td id=\"T_32411864_0f82_11eb_8198_0242ac1c0002row41_col1\" class=\"data row41 col1\" >None</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_32411864_0f82_11eb_8198_0242ac1c0002level0_row42\" class=\"row_heading level0 row42\" >42</th>\n",
              "                        <td id=\"T_32411864_0f82_11eb_8198_0242ac1c0002row42_col0\" class=\"data row42 col0\" >Fix Imbalance</td>\n",
              "                        <td id=\"T_32411864_0f82_11eb_8198_0242ac1c0002row42_col1\" class=\"data row42 col1\" >False</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_32411864_0f82_11eb_8198_0242ac1c0002level0_row43\" class=\"row_heading level0 row43\" >43</th>\n",
              "                        <td id=\"T_32411864_0f82_11eb_8198_0242ac1c0002row43_col0\" class=\"data row43 col0\" >Fix Imbalance Method</td>\n",
              "                        <td id=\"T_32411864_0f82_11eb_8198_0242ac1c0002row43_col1\" class=\"data row43 col1\" >SMOTE</td>\n",
              "            </tr>\n",
              "    </tbody></table>"
            ],
            "text/plain": [
              "<pandas.io.formats.style.Styler at 0x7f4c62402d30>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "7lDgn_sHCIdh"
      },
      "source": [
        "Comparing all models to evaluate performance is the recommended starting point for modeling once the setup is completed (unless you exactly know what kind of model you need, which is often not the case). This function trains all models in the model library and scores them using stratified cross validation for metric evaluation. The output prints a score grid that shows average Accuracy, Recall, Precision, F1 and Kappa accross the folds (10 by default) of all the available models in the model library."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Vty3RF5980zP",
        "outputId": "a9435d1f-8836-44f9-aa8e-866dddc6b9ca",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 239,
          "referenced_widgets": [
            "2adf1682e2ab42fca1b3b52b480d4acc",
            "2d90e124213249f983ba5904b268e491",
            "173d95d7bcfc4f32872e0c243112b674"
          ]
        }
      },
      "source": [
        "compare_models(include = ['lr', 'rf', 'nb'], fold = 3)"
      ],
      "execution_count": 85,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
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              "        }</style><table id=\"T_71a6d52e_0f88_11eb_8198_0242ac1c0002\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >Model</th>        <th class=\"col_heading level0 col1\" >Accuracy</th>        <th class=\"col_heading level0 col2\" >AUC</th>        <th class=\"col_heading level0 col3\" >Recall</th>        <th class=\"col_heading level0 col4\" >Prec.</th>        <th class=\"col_heading level0 col5\" >F1</th>        <th class=\"col_heading level0 col6\" >Kappa</th>        <th class=\"col_heading level0 col7\" >MCC</th>        <th class=\"col_heading level0 col8\" >TT (Sec)</th>    </tr></thead><tbody>\n",
              "                <tr>\n",
              "                        <th id=\"T_71a6d52e_0f88_11eb_8198_0242ac1c0002level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
              "                        <td id=\"T_71a6d52e_0f88_11eb_8198_0242ac1c0002row0_col0\" class=\"data row0 col0\" >Random Forest Classifier</td>\n",
              "                        <td id=\"T_71a6d52e_0f88_11eb_8198_0242ac1c0002row0_col1\" class=\"data row0 col1\" >0.9041</td>\n",
              "                        <td id=\"T_71a6d52e_0f88_11eb_8198_0242ac1c0002row0_col2\" class=\"data row0 col2\" >0.0000</td>\n",
              "                        <td id=\"T_71a6d52e_0f88_11eb_8198_0242ac1c0002row0_col3\" class=\"data row0 col3\" >0.9022</td>\n",
              "                        <td id=\"T_71a6d52e_0f88_11eb_8198_0242ac1c0002row0_col4\" class=\"data row0 col4\" >0.9044</td>\n",
              "                        <td id=\"T_71a6d52e_0f88_11eb_8198_0242ac1c0002row0_col5\" class=\"data row0 col5\" >0.9037</td>\n",
              "                        <td id=\"T_71a6d52e_0f88_11eb_8198_0242ac1c0002row0_col6\" class=\"data row0 col6\" >0.8933</td>\n",
              "                        <td id=\"T_71a6d52e_0f88_11eb_8198_0242ac1c0002row0_col7\" class=\"data row0 col7\" >0.8935</td>\n",
              "                        <td id=\"T_71a6d52e_0f88_11eb_8198_0242ac1c0002row0_col8\" class=\"data row0 col8\" >0.5518</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_71a6d52e_0f88_11eb_8198_0242ac1c0002level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
              "                        <td id=\"T_71a6d52e_0f88_11eb_8198_0242ac1c0002row1_col0\" class=\"data row1 col0\" >Logistic Regression</td>\n",
              "                        <td id=\"T_71a6d52e_0f88_11eb_8198_0242ac1c0002row1_col1\" class=\"data row1 col1\" >0.8717</td>\n",
              "                        <td id=\"T_71a6d52e_0f88_11eb_8198_0242ac1c0002row1_col2\" class=\"data row1 col2\" >0.0000</td>\n",
              "                        <td id=\"T_71a6d52e_0f88_11eb_8198_0242ac1c0002row1_col3\" class=\"data row1 col3\" >0.8693</td>\n",
              "                        <td id=\"T_71a6d52e_0f88_11eb_8198_0242ac1c0002row1_col4\" class=\"data row1 col4\" >0.8717</td>\n",
              "                        <td id=\"T_71a6d52e_0f88_11eb_8198_0242ac1c0002row1_col5\" class=\"data row1 col5\" >0.8714</td>\n",
              "                        <td id=\"T_71a6d52e_0f88_11eb_8198_0242ac1c0002row1_col6\" class=\"data row1 col6\" >0.8574</td>\n",
              "                        <td id=\"T_71a6d52e_0f88_11eb_8198_0242ac1c0002row1_col7\" class=\"data row1 col7\" >0.8574</td>\n",
              "                        <td id=\"T_71a6d52e_0f88_11eb_8198_0242ac1c0002row1_col8\" class=\"data row1 col8\" >9.7724</td>\n",
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              "            <tr>\n",
              "                        <th id=\"T_71a6d52e_0f88_11eb_8198_0242ac1c0002level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
              "                        <td id=\"T_71a6d52e_0f88_11eb_8198_0242ac1c0002row2_col0\" class=\"data row2 col0\" >Naive Bayes</td>\n",
              "                        <td id=\"T_71a6d52e_0f88_11eb_8198_0242ac1c0002row2_col1\" class=\"data row2 col1\" >0.5590</td>\n",
              "                        <td id=\"T_71a6d52e_0f88_11eb_8198_0242ac1c0002row2_col2\" class=\"data row2 col2\" >0.0000</td>\n",
              "                        <td id=\"T_71a6d52e_0f88_11eb_8198_0242ac1c0002row2_col3\" class=\"data row2 col3\" >0.5486</td>\n",
              "                        <td id=\"T_71a6d52e_0f88_11eb_8198_0242ac1c0002row2_col4\" class=\"data row2 col4\" >0.6598</td>\n",
              "                        <td id=\"T_71a6d52e_0f88_11eb_8198_0242ac1c0002row2_col5\" class=\"data row2 col5\" >0.5200</td>\n",
              "                        <td id=\"T_71a6d52e_0f88_11eb_8198_0242ac1c0002row2_col6\" class=\"data row2 col6\" >0.5093</td>\n",
              "                        <td id=\"T_71a6d52e_0f88_11eb_8198_0242ac1c0002row2_col7\" class=\"data row2 col7\" >0.5249</td>\n",
              "                        <td id=\"T_71a6d52e_0f88_11eb_8198_0242ac1c0002row2_col8\" class=\"data row2 col8\" >0.3172</td>\n",
              "            </tr>\n",
              "    </tbody></table>"
            ],
            "text/plain": [
              "<pandas.io.formats.style.Styler at 0x7f4c69b0d240>"
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          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None,\n",
              "                       criterion='gini', max_depth=None, max_features='auto',\n",
              "                       max_leaf_nodes=None, max_samples=None,\n",
              "                       min_impurity_decrease=0.0, min_impurity_split=None,\n",
              "                       min_samples_leaf=1, min_samples_split=2,\n",
              "                       min_weight_fraction_leaf=0.0, n_estimators=10, n_jobs=-1,\n",
              "                       oob_score=False, random_state=123, verbose=0,\n",
              "                       warm_start=False)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 85
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "SIryuhGYDYZO"
      },
      "source": [
        "While compare_models() is a powerful function and often a starting point in any experiment, it does not return any trained models. PyCaret's recommended experiment workflow is to use compare_models() right after setup to evaluate top performing models and finalize a few candidates for continued experimentation. As such, the function that actually allows to you create a model is unimaginatively called create_model()."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "bIFDwSzeCsDO"
      },
      "source": [
        "K Nearest Neighbors Classifier"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "SrJ6hKZzCi2P",
        "outputId": "bf146ac2-8d50-4de5-e040-ef2c71999ce6",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 187,
          "referenced_widgets": [
            "2f3c3e3578dd4b44ab2659908ef0bc6f",
            "209e29c203ab4b31b84dbcd30f788c29",
            "1a53810117344306ad1cee74270450ed"
          ]
        }
      },
      "source": [
        "rf = create_model('rf', fold=5)"
      ],
      "execution_count": 62,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<style  type=\"text/css\" >\n",
              "#T_40fad5f2_0f82_11eb_8198_0242ac1c0002row5_col0,#T_40fad5f2_0f82_11eb_8198_0242ac1c0002row5_col1,#T_40fad5f2_0f82_11eb_8198_0242ac1c0002row5_col2,#T_40fad5f2_0f82_11eb_8198_0242ac1c0002row5_col3,#T_40fad5f2_0f82_11eb_8198_0242ac1c0002row5_col4,#T_40fad5f2_0f82_11eb_8198_0242ac1c0002row5_col5,#T_40fad5f2_0f82_11eb_8198_0242ac1c0002row5_col6{\n",
              "            background:  yellow;\n",
              "        }</style><table id=\"T_40fad5f2_0f82_11eb_8198_0242ac1c0002\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >Accuracy</th>        <th class=\"col_heading level0 col1\" >AUC</th>        <th class=\"col_heading level0 col2\" >Recall</th>        <th class=\"col_heading level0 col3\" >Prec.</th>        <th class=\"col_heading level0 col4\" >F1</th>        <th class=\"col_heading level0 col5\" >Kappa</th>        <th class=\"col_heading level0 col6\" >MCC</th>    </tr></thead><tbody>\n",
              "                <tr>\n",
              "                        <th id=\"T_40fad5f2_0f82_11eb_8198_0242ac1c0002level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
              "                        <td id=\"T_40fad5f2_0f82_11eb_8198_0242ac1c0002row0_col0\" class=\"data row0 col0\" >0.9154</td>\n",
              "                        <td id=\"T_40fad5f2_0f82_11eb_8198_0242ac1c0002row0_col1\" class=\"data row0 col1\" >0.0000</td>\n",
              "                        <td id=\"T_40fad5f2_0f82_11eb_8198_0242ac1c0002row0_col2\" class=\"data row0 col2\" >0.9137</td>\n",
              "                        <td id=\"T_40fad5f2_0f82_11eb_8198_0242ac1c0002row0_col3\" class=\"data row0 col3\" >0.9159</td>\n",
              "                        <td id=\"T_40fad5f2_0f82_11eb_8198_0242ac1c0002row0_col4\" class=\"data row0 col4\" >0.9152</td>\n",
              "                        <td id=\"T_40fad5f2_0f82_11eb_8198_0242ac1c0002row0_col5\" class=\"data row0 col5\" >0.9059</td>\n",
              "                        <td id=\"T_40fad5f2_0f82_11eb_8198_0242ac1c0002row0_col6\" class=\"data row0 col6\" >0.9060</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_40fad5f2_0f82_11eb_8198_0242ac1c0002level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
              "                        <td id=\"T_40fad5f2_0f82_11eb_8198_0242ac1c0002row1_col0\" class=\"data row1 col0\" >0.9043</td>\n",
              "                        <td id=\"T_40fad5f2_0f82_11eb_8198_0242ac1c0002row1_col1\" class=\"data row1 col1\" >0.0000</td>\n",
              "                        <td id=\"T_40fad5f2_0f82_11eb_8198_0242ac1c0002row1_col2\" class=\"data row1 col2\" >0.9027</td>\n",
              "                        <td id=\"T_40fad5f2_0f82_11eb_8198_0242ac1c0002row1_col3\" class=\"data row1 col3\" >0.9039</td>\n",
              "                        <td id=\"T_40fad5f2_0f82_11eb_8198_0242ac1c0002row1_col4\" class=\"data row1 col4\" >0.9035</td>\n",
              "                        <td id=\"T_40fad5f2_0f82_11eb_8198_0242ac1c0002row1_col5\" class=\"data row1 col5\" >0.8936</td>\n",
              "                        <td id=\"T_40fad5f2_0f82_11eb_8198_0242ac1c0002row1_col6\" class=\"data row1 col6\" >0.8937</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_40fad5f2_0f82_11eb_8198_0242ac1c0002level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
              "                        <td id=\"T_40fad5f2_0f82_11eb_8198_0242ac1c0002row2_col0\" class=\"data row2 col0\" >0.9068</td>\n",
              "                        <td id=\"T_40fad5f2_0f82_11eb_8198_0242ac1c0002row2_col1\" class=\"data row2 col1\" >0.0000</td>\n",
              "                        <td id=\"T_40fad5f2_0f82_11eb_8198_0242ac1c0002row2_col2\" class=\"data row2 col2\" >0.9048</td>\n",
              "                        <td id=\"T_40fad5f2_0f82_11eb_8198_0242ac1c0002row2_col3\" class=\"data row2 col3\" >0.9066</td>\n",
              "                        <td id=\"T_40fad5f2_0f82_11eb_8198_0242ac1c0002row2_col4\" class=\"data row2 col4\" >0.9062</td>\n",
              "                        <td id=\"T_40fad5f2_0f82_11eb_8198_0242ac1c0002row2_col5\" class=\"data row2 col5\" >0.8964</td>\n",
              "                        <td id=\"T_40fad5f2_0f82_11eb_8198_0242ac1c0002row2_col6\" class=\"data row2 col6\" >0.8965</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_40fad5f2_0f82_11eb_8198_0242ac1c0002level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
              "                        <td id=\"T_40fad5f2_0f82_11eb_8198_0242ac1c0002row3_col0\" class=\"data row3 col0\" >0.9064</td>\n",
              "                        <td id=\"T_40fad5f2_0f82_11eb_8198_0242ac1c0002row3_col1\" class=\"data row3 col1\" >0.0000</td>\n",
              "                        <td id=\"T_40fad5f2_0f82_11eb_8198_0242ac1c0002row3_col2\" class=\"data row3 col2\" >0.9049</td>\n",
              "                        <td id=\"T_40fad5f2_0f82_11eb_8198_0242ac1c0002row3_col3\" class=\"data row3 col3\" >0.9070</td>\n",
              "                        <td id=\"T_40fad5f2_0f82_11eb_8198_0242ac1c0002row3_col4\" class=\"data row3 col4\" >0.9063</td>\n",
              "                        <td id=\"T_40fad5f2_0f82_11eb_8198_0242ac1c0002row3_col5\" class=\"data row3 col5\" >0.8960</td>\n",
              "                        <td id=\"T_40fad5f2_0f82_11eb_8198_0242ac1c0002row3_col6\" class=\"data row3 col6\" >0.8961</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_40fad5f2_0f82_11eb_8198_0242ac1c0002level0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
              "                        <td id=\"T_40fad5f2_0f82_11eb_8198_0242ac1c0002row4_col0\" class=\"data row4 col0\" >0.9028</td>\n",
              "                        <td id=\"T_40fad5f2_0f82_11eb_8198_0242ac1c0002row4_col1\" class=\"data row4 col1\" >0.0000</td>\n",
              "                        <td id=\"T_40fad5f2_0f82_11eb_8198_0242ac1c0002row4_col2\" class=\"data row4 col2\" >0.9009</td>\n",
              "                        <td id=\"T_40fad5f2_0f82_11eb_8198_0242ac1c0002row4_col3\" class=\"data row4 col3\" >0.9027</td>\n",
              "                        <td id=\"T_40fad5f2_0f82_11eb_8198_0242ac1c0002row4_col4\" class=\"data row4 col4\" >0.9022</td>\n",
              "                        <td id=\"T_40fad5f2_0f82_11eb_8198_0242ac1c0002row4_col5\" class=\"data row4 col5\" >0.8920</td>\n",
              "                        <td id=\"T_40fad5f2_0f82_11eb_8198_0242ac1c0002row4_col6\" class=\"data row4 col6\" >0.8921</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_40fad5f2_0f82_11eb_8198_0242ac1c0002level0_row5\" class=\"row_heading level0 row5\" >Mean</th>\n",
              "                        <td id=\"T_40fad5f2_0f82_11eb_8198_0242ac1c0002row5_col0\" class=\"data row5 col0\" >0.9071</td>\n",
              "                        <td id=\"T_40fad5f2_0f82_11eb_8198_0242ac1c0002row5_col1\" class=\"data row5 col1\" >0.0000</td>\n",
              "                        <td id=\"T_40fad5f2_0f82_11eb_8198_0242ac1c0002row5_col2\" class=\"data row5 col2\" >0.9054</td>\n",
              "                        <td id=\"T_40fad5f2_0f82_11eb_8198_0242ac1c0002row5_col3\" class=\"data row5 col3\" >0.9072</td>\n",
              "                        <td id=\"T_40fad5f2_0f82_11eb_8198_0242ac1c0002row5_col4\" class=\"data row5 col4\" >0.9067</td>\n",
              "                        <td id=\"T_40fad5f2_0f82_11eb_8198_0242ac1c0002row5_col5\" class=\"data row5 col5\" >0.8968</td>\n",
              "                        <td id=\"T_40fad5f2_0f82_11eb_8198_0242ac1c0002row5_col6\" class=\"data row5 col6\" >0.8969</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_40fad5f2_0f82_11eb_8198_0242ac1c0002level0_row6\" class=\"row_heading level0 row6\" >SD</th>\n",
              "                        <td id=\"T_40fad5f2_0f82_11eb_8198_0242ac1c0002row6_col0\" class=\"data row6 col0\" >0.0044</td>\n",
              "                        <td id=\"T_40fad5f2_0f82_11eb_8198_0242ac1c0002row6_col1\" class=\"data row6 col1\" >0.0000</td>\n",
              "                        <td id=\"T_40fad5f2_0f82_11eb_8198_0242ac1c0002row6_col2\" class=\"data row6 col2\" >0.0044</td>\n",
              "                        <td id=\"T_40fad5f2_0f82_11eb_8198_0242ac1c0002row6_col3\" class=\"data row6 col3\" >0.0046</td>\n",
              "                        <td id=\"T_40fad5f2_0f82_11eb_8198_0242ac1c0002row6_col4\" class=\"data row6 col4\" >0.0046</td>\n",
              "                        <td id=\"T_40fad5f2_0f82_11eb_8198_0242ac1c0002row6_col5\" class=\"data row6 col5\" >0.0048</td>\n",
              "                        <td id=\"T_40fad5f2_0f82_11eb_8198_0242ac1c0002row6_col6\" class=\"data row6 col6\" >0.0048</td>\n",
              "            </tr>\n",
              "    </tbody></table>"
            ],
            "text/plain": [
              "<pandas.io.formats.style.Styler at 0x7f4c6c15f198>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "t-UzeCNSDGjU"
      },
      "source": [
        "Tune the model: When a model is created using the create_model() function it uses the default hyperparameters. In order to tune hyperparameters, the tune_model() function is used. This function automatically tunes the hyperparameters of a model on a pre-defined search space and scores it using stratified cross validation."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "WFLtOvwGDFln",
        "outputId": "10ffce0f-924e-436f-ab50-e5c88f02be61",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 292,
          "referenced_widgets": [
            "47aa735e2b3e4858bfa270ed20e34ab9",
            "48c24a242e434f45b4915020cbf545b1",
            "f4888d15288949148b5922441f713776"
          ]
        }
      },
      "source": [
        "tuned_rf = tune_model(rf)"
      ],
      "execution_count": 63,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<style  type=\"text/css\" >\n",
              "#T_b8b2af0c_0f82_11eb_8198_0242ac1c0002row10_col0,#T_b8b2af0c_0f82_11eb_8198_0242ac1c0002row10_col1,#T_b8b2af0c_0f82_11eb_8198_0242ac1c0002row10_col2,#T_b8b2af0c_0f82_11eb_8198_0242ac1c0002row10_col3,#T_b8b2af0c_0f82_11eb_8198_0242ac1c0002row10_col4,#T_b8b2af0c_0f82_11eb_8198_0242ac1c0002row10_col5,#T_b8b2af0c_0f82_11eb_8198_0242ac1c0002row10_col6{\n",
              "            background:  yellow;\n",
              "        }</style><table id=\"T_b8b2af0c_0f82_11eb_8198_0242ac1c0002\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >Accuracy</th>        <th class=\"col_heading level0 col1\" >AUC</th>        <th class=\"col_heading level0 col2\" >Recall</th>        <th class=\"col_heading level0 col3\" >Prec.</th>        <th class=\"col_heading level0 col4\" >F1</th>        <th class=\"col_heading level0 col5\" >Kappa</th>        <th class=\"col_heading level0 col6\" >MCC</th>    </tr></thead><tbody>\n",
              "                <tr>\n",
              "                        <th id=\"T_b8b2af0c_0f82_11eb_8198_0242ac1c0002level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
              "                        <td id=\"T_b8b2af0c_0f82_11eb_8198_0242ac1c0002row0_col0\" class=\"data row0 col0\" >0.9536</td>\n",
              "                        <td id=\"T_b8b2af0c_0f82_11eb_8198_0242ac1c0002row0_col1\" class=\"data row0 col1\" >0.0000</td>\n",
              "                        <td id=\"T_b8b2af0c_0f82_11eb_8198_0242ac1c0002row0_col2\" class=\"data row0 col2\" >0.9530</td>\n",
              "                        <td id=\"T_b8b2af0c_0f82_11eb_8198_0242ac1c0002row0_col3\" class=\"data row0 col3\" >0.9537</td>\n",
              "                        <td id=\"T_b8b2af0c_0f82_11eb_8198_0242ac1c0002row0_col4\" class=\"data row0 col4\" >0.9535</td>\n",
              "                        <td id=\"T_b8b2af0c_0f82_11eb_8198_0242ac1c0002row0_col5\" class=\"data row0 col5\" >0.9484</td>\n",
              "                        <td id=\"T_b8b2af0c_0f82_11eb_8198_0242ac1c0002row0_col6\" class=\"data row0 col6\" >0.9484</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_b8b2af0c_0f82_11eb_8198_0242ac1c0002level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
              "                        <td id=\"T_b8b2af0c_0f82_11eb_8198_0242ac1c0002row1_col0\" class=\"data row1 col0\" >0.9586</td>\n",
              "                        <td id=\"T_b8b2af0c_0f82_11eb_8198_0242ac1c0002row1_col1\" class=\"data row1 col1\" >0.0000</td>\n",
              "                        <td id=\"T_b8b2af0c_0f82_11eb_8198_0242ac1c0002row1_col2\" class=\"data row1 col2\" >0.9584</td>\n",
              "                        <td id=\"T_b8b2af0c_0f82_11eb_8198_0242ac1c0002row1_col3\" class=\"data row1 col3\" >0.9590</td>\n",
              "                        <td id=\"T_b8b2af0c_0f82_11eb_8198_0242ac1c0002row1_col4\" class=\"data row1 col4\" >0.9585</td>\n",
              "                        <td id=\"T_b8b2af0c_0f82_11eb_8198_0242ac1c0002row1_col5\" class=\"data row1 col5\" >0.9540</td>\n",
              "                        <td id=\"T_b8b2af0c_0f82_11eb_8198_0242ac1c0002row1_col6\" class=\"data row1 col6\" >0.9540</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_b8b2af0c_0f82_11eb_8198_0242ac1c0002level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
              "                        <td id=\"T_b8b2af0c_0f82_11eb_8198_0242ac1c0002row2_col0\" class=\"data row2 col0\" >0.9550</td>\n",
              "                        <td id=\"T_b8b2af0c_0f82_11eb_8198_0242ac1c0002row2_col1\" class=\"data row2 col1\" >0.0000</td>\n",
              "                        <td id=\"T_b8b2af0c_0f82_11eb_8198_0242ac1c0002row2_col2\" class=\"data row2 col2\" >0.9546</td>\n",
              "                        <td id=\"T_b8b2af0c_0f82_11eb_8198_0242ac1c0002row2_col3\" class=\"data row2 col3\" >0.9555</td>\n",
              "                        <td id=\"T_b8b2af0c_0f82_11eb_8198_0242ac1c0002row2_col4\" class=\"data row2 col4\" >0.9551</td>\n",
              "                        <td id=\"T_b8b2af0c_0f82_11eb_8198_0242ac1c0002row2_col5\" class=\"data row2 col5\" >0.9500</td>\n",
              "                        <td id=\"T_b8b2af0c_0f82_11eb_8198_0242ac1c0002row2_col6\" class=\"data row2 col6\" >0.9500</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_b8b2af0c_0f82_11eb_8198_0242ac1c0002level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
              "                        <td id=\"T_b8b2af0c_0f82_11eb_8198_0242ac1c0002row3_col0\" class=\"data row3 col0\" >0.9443</td>\n",
              "                        <td id=\"T_b8b2af0c_0f82_11eb_8198_0242ac1c0002row3_col1\" class=\"data row3 col1\" >0.0000</td>\n",
              "                        <td id=\"T_b8b2af0c_0f82_11eb_8198_0242ac1c0002row3_col2\" class=\"data row3 col2\" >0.9436</td>\n",
              "                        <td id=\"T_b8b2af0c_0f82_11eb_8198_0242ac1c0002row3_col3\" class=\"data row3 col3\" >0.9444</td>\n",
              "                        <td id=\"T_b8b2af0c_0f82_11eb_8198_0242ac1c0002row3_col4\" class=\"data row3 col4\" >0.9442</td>\n",
              "                        <td id=\"T_b8b2af0c_0f82_11eb_8198_0242ac1c0002row3_col5\" class=\"data row3 col5\" >0.9381</td>\n",
              "                        <td id=\"T_b8b2af0c_0f82_11eb_8198_0242ac1c0002row3_col6\" class=\"data row3 col6\" >0.9381</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_b8b2af0c_0f82_11eb_8198_0242ac1c0002level0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
              "                        <td id=\"T_b8b2af0c_0f82_11eb_8198_0242ac1c0002row4_col0\" class=\"data row4 col0\" >0.9521</td>\n",
              "                        <td id=\"T_b8b2af0c_0f82_11eb_8198_0242ac1c0002row4_col1\" class=\"data row4 col1\" >0.0000</td>\n",
              "                        <td id=\"T_b8b2af0c_0f82_11eb_8198_0242ac1c0002row4_col2\" class=\"data row4 col2\" >0.9509</td>\n",
              "                        <td id=\"T_b8b2af0c_0f82_11eb_8198_0242ac1c0002row4_col3\" class=\"data row4 col3\" >0.9524</td>\n",
              "                        <td id=\"T_b8b2af0c_0f82_11eb_8198_0242ac1c0002row4_col4\" class=\"data row4 col4\" >0.9519</td>\n",
              "                        <td id=\"T_b8b2af0c_0f82_11eb_8198_0242ac1c0002row4_col5\" class=\"data row4 col5\" >0.9468</td>\n",
              "                        <td id=\"T_b8b2af0c_0f82_11eb_8198_0242ac1c0002row4_col6\" class=\"data row4 col6\" >0.9469</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_b8b2af0c_0f82_11eb_8198_0242ac1c0002level0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
              "                        <td id=\"T_b8b2af0c_0f82_11eb_8198_0242ac1c0002row5_col0\" class=\"data row5 col0\" >0.9507</td>\n",
              "                        <td id=\"T_b8b2af0c_0f82_11eb_8198_0242ac1c0002row5_col1\" class=\"data row5 col1\" >0.0000</td>\n",
              "                        <td id=\"T_b8b2af0c_0f82_11eb_8198_0242ac1c0002row5_col2\" class=\"data row5 col2\" >0.9501</td>\n",
              "                        <td id=\"T_b8b2af0c_0f82_11eb_8198_0242ac1c0002row5_col3\" class=\"data row5 col3\" >0.9511</td>\n",
              "                        <td id=\"T_b8b2af0c_0f82_11eb_8198_0242ac1c0002row5_col4\" class=\"data row5 col4\" >0.9507</td>\n",
              "                        <td id=\"T_b8b2af0c_0f82_11eb_8198_0242ac1c0002row5_col5\" class=\"data row5 col5\" >0.9452</td>\n",
              "                        <td id=\"T_b8b2af0c_0f82_11eb_8198_0242ac1c0002row5_col6\" class=\"data row5 col6\" >0.9452</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_b8b2af0c_0f82_11eb_8198_0242ac1c0002level0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
              "                        <td id=\"T_b8b2af0c_0f82_11eb_8198_0242ac1c0002row6_col0\" class=\"data row6 col0\" >0.9557</td>\n",
              "                        <td id=\"T_b8b2af0c_0f82_11eb_8198_0242ac1c0002row6_col1\" class=\"data row6 col1\" >0.0000</td>\n",
              "                        <td id=\"T_b8b2af0c_0f82_11eb_8198_0242ac1c0002row6_col2\" class=\"data row6 col2\" >0.9558</td>\n",
              "                        <td id=\"T_b8b2af0c_0f82_11eb_8198_0242ac1c0002row6_col3\" class=\"data row6 col3\" >0.9562</td>\n",
              "                        <td id=\"T_b8b2af0c_0f82_11eb_8198_0242ac1c0002row6_col4\" class=\"data row6 col4\" >0.9558</td>\n",
              "                        <td id=\"T_b8b2af0c_0f82_11eb_8198_0242ac1c0002row6_col5\" class=\"data row6 col5\" >0.9508</td>\n",
              "                        <td id=\"T_b8b2af0c_0f82_11eb_8198_0242ac1c0002row6_col6\" class=\"data row6 col6\" >0.9508</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_b8b2af0c_0f82_11eb_8198_0242ac1c0002level0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
              "                        <td id=\"T_b8b2af0c_0f82_11eb_8198_0242ac1c0002row7_col0\" class=\"data row7 col0\" >0.9579</td>\n",
              "                        <td id=\"T_b8b2af0c_0f82_11eb_8198_0242ac1c0002row7_col1\" class=\"data row7 col1\" >0.0000</td>\n",
              "                        <td id=\"T_b8b2af0c_0f82_11eb_8198_0242ac1c0002row7_col2\" class=\"data row7 col2\" >0.9575</td>\n",
              "                        <td id=\"T_b8b2af0c_0f82_11eb_8198_0242ac1c0002row7_col3\" class=\"data row7 col3\" >0.9581</td>\n",
              "                        <td id=\"T_b8b2af0c_0f82_11eb_8198_0242ac1c0002row7_col4\" class=\"data row7 col4\" >0.9578</td>\n",
              "                        <td id=\"T_b8b2af0c_0f82_11eb_8198_0242ac1c0002row7_col5\" class=\"data row7 col5\" >0.9532</td>\n",
              "                        <td id=\"T_b8b2af0c_0f82_11eb_8198_0242ac1c0002row7_col6\" class=\"data row7 col6\" >0.9532</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_b8b2af0c_0f82_11eb_8198_0242ac1c0002level0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
              "                        <td id=\"T_b8b2af0c_0f82_11eb_8198_0242ac1c0002row8_col0\" class=\"data row8 col0\" >0.9507</td>\n",
              "                        <td id=\"T_b8b2af0c_0f82_11eb_8198_0242ac1c0002row8_col1\" class=\"data row8 col1\" >0.0000</td>\n",
              "                        <td id=\"T_b8b2af0c_0f82_11eb_8198_0242ac1c0002row8_col2\" class=\"data row8 col2\" >0.9501</td>\n",
              "                        <td id=\"T_b8b2af0c_0f82_11eb_8198_0242ac1c0002row8_col3\" class=\"data row8 col3\" >0.9509</td>\n",
              "                        <td id=\"T_b8b2af0c_0f82_11eb_8198_0242ac1c0002row8_col4\" class=\"data row8 col4\" >0.9507</td>\n",
              "                        <td id=\"T_b8b2af0c_0f82_11eb_8198_0242ac1c0002row8_col5\" class=\"data row8 col5\" >0.9452</td>\n",
              "                        <td id=\"T_b8b2af0c_0f82_11eb_8198_0242ac1c0002row8_col6\" class=\"data row8 col6\" >0.9452</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_b8b2af0c_0f82_11eb_8198_0242ac1c0002level0_row9\" class=\"row_heading level0 row9\" >9</th>\n",
              "                        <td id=\"T_b8b2af0c_0f82_11eb_8198_0242ac1c0002row9_col0\" class=\"data row9 col0\" >0.9507</td>\n",
              "                        <td id=\"T_b8b2af0c_0f82_11eb_8198_0242ac1c0002row9_col1\" class=\"data row9 col1\" >0.0000</td>\n",
              "                        <td id=\"T_b8b2af0c_0f82_11eb_8198_0242ac1c0002row9_col2\" class=\"data row9 col2\" >0.9502</td>\n",
              "                        <td id=\"T_b8b2af0c_0f82_11eb_8198_0242ac1c0002row9_col3\" class=\"data row9 col3\" >0.9514</td>\n",
              "                        <td id=\"T_b8b2af0c_0f82_11eb_8198_0242ac1c0002row9_col4\" class=\"data row9 col4\" >0.9507</td>\n",
              "                        <td id=\"T_b8b2af0c_0f82_11eb_8198_0242ac1c0002row9_col5\" class=\"data row9 col5\" >0.9452</td>\n",
              "                        <td id=\"T_b8b2af0c_0f82_11eb_8198_0242ac1c0002row9_col6\" class=\"data row9 col6\" >0.9453</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_b8b2af0c_0f82_11eb_8198_0242ac1c0002level0_row10\" class=\"row_heading level0 row10\" >Mean</th>\n",
              "                        <td id=\"T_b8b2af0c_0f82_11eb_8198_0242ac1c0002row10_col0\" class=\"data row10 col0\" >0.9529</td>\n",
              "                        <td id=\"T_b8b2af0c_0f82_11eb_8198_0242ac1c0002row10_col1\" class=\"data row10 col1\" >0.0000</td>\n",
              "                        <td id=\"T_b8b2af0c_0f82_11eb_8198_0242ac1c0002row10_col2\" class=\"data row10 col2\" >0.9524</td>\n",
              "                        <td id=\"T_b8b2af0c_0f82_11eb_8198_0242ac1c0002row10_col3\" class=\"data row10 col3\" >0.9532</td>\n",
              "                        <td id=\"T_b8b2af0c_0f82_11eb_8198_0242ac1c0002row10_col4\" class=\"data row10 col4\" >0.9529</td>\n",
              "                        <td id=\"T_b8b2af0c_0f82_11eb_8198_0242ac1c0002row10_col5\" class=\"data row10 col5\" >0.9477</td>\n",
              "                        <td id=\"T_b8b2af0c_0f82_11eb_8198_0242ac1c0002row10_col6\" class=\"data row10 col6\" >0.9477</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_b8b2af0c_0f82_11eb_8198_0242ac1c0002level0_row11\" class=\"row_heading level0 row11\" >SD</th>\n",
              "                        <td id=\"T_b8b2af0c_0f82_11eb_8198_0242ac1c0002row11_col0\" class=\"data row11 col0\" >0.0040</td>\n",
              "                        <td id=\"T_b8b2af0c_0f82_11eb_8198_0242ac1c0002row11_col1\" class=\"data row11 col1\" >0.0000</td>\n",
              "                        <td id=\"T_b8b2af0c_0f82_11eb_8198_0242ac1c0002row11_col2\" class=\"data row11 col2\" >0.0042</td>\n",
              "                        <td id=\"T_b8b2af0c_0f82_11eb_8198_0242ac1c0002row11_col3\" class=\"data row11 col3\" >0.0040</td>\n",
              "                        <td id=\"T_b8b2af0c_0f82_11eb_8198_0242ac1c0002row11_col4\" class=\"data row11 col4\" >0.0040</td>\n",
              "                        <td id=\"T_b8b2af0c_0f82_11eb_8198_0242ac1c0002row11_col5\" class=\"data row11 col5\" >0.0044</td>\n",
              "                        <td id=\"T_b8b2af0c_0f82_11eb_8198_0242ac1c0002row11_col6\" class=\"data row11 col6\" >0.0044</td>\n",
              "            </tr>\n",
              "    </tbody></table>"
            ],
            "text/plain": [
              "<pandas.io.formats.style.Styler at 0x7f4c6c15f198>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "BjrUnkiWDoJH"
      },
      "source": [
        "Plot the model. Data Visualization."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "xLKnmxcQDruj",
        "outputId": "03e5d196-fd64-4aba-e11a-64205af34b8c",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 401,
          "referenced_widgets": [
            "9c440aef9ea549f990de6ff771a248d3",
            "edfd226a3c5b4a6784d08f1a046e74c3",
            "4c32b0a3977441e1806d08ebcb50b70a"
          ]
        }
      },
      "source": [
        "plot_model(tuned_rf, plot = 'confusion_matrix')"
      ],
      "execution_count": 38,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 576x396 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "qA7gauMnDydP",
        "outputId": "b2d681dc-02d5-4f6c-a6af-d821ce01ca09",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 401,
          "referenced_widgets": [
            "5d57f725b4f845738f818da66ddc492f",
            "9cf5be1dd6e64d3cbc2cc619d4f45f31",
            "38813cdfd3bd4c24a6d42c7e35d2c9ef"
          ]
        }
      },
      "source": [
        "plot_model(tuned_rf, plot = 'class_report')"
      ],
      "execution_count": 39,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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jj2natOlf9mFnZ8eUKVMYMWIEFhYWvPDCC9rH/P39iYyMZMCAASiKQvv27Rk2bFi5jf/v9P/2228zY8YM7XEOXbp0wc3NDY1Gww8//EDPnj0xNjbGzs6OOXPmaPsPDAzkv//9L71792b9+vV89NFH9OjRAxMTE2rVqsWSJUto06YN9+7d0z7XK6+8wpQpUwgLC6NNmzZMmTKF//znP7Ro0YJBgwZpry2gVquZNm0aVlZWj1z/YGr9cUxNTfn444+ZNWsWmZmZGBkZ8dZbbz3Rl3HHjh1ZtGiRdnsDAwPc3d1Zt25dsRkCKComxowZQ40aNQgMDGTw4MG8//77rF+/nnr16hEQEICRkREWFhZ88MEHuLq6PnL9k3jmmWd49dVX6d+/v/ZMm4CAAJo1a8b48ePp2bMnbm5uhISEMG7cONasWUOnTp346quvGDhwYLGzNYKCgoiKiqJPnz6oVCr8/f3/1vEQf2XMmDH4+/szfPhwmjRpwqxZsxgzZgz5+flYWFgwdepUbVsvLy/Gjh3LzZs3ad68OQMHDkSlUrFo0SJCQ0NZtmwZZmZmLF26VHs8zcNq1aqFp6cn3t7erFy5ktatW5d5/EKUB5XyJD9FhBBClBASEoKTk9Mjj6ERorKTXQxCCCGEKEEKBCGEEKKKuHr1Kj169ODbb78t8diJEycYNGgQgwcPZvny5aX2JbsYhBBCiCogKyuL119/HWdnZ9zc3Bg6dGixx3v37s0XX3yBo6MjQ4cOZebMmTz99NN/2Z/MIAghhBBVgLGxMatWrSp2nZEHoqKisLGxoU6dOtrLkp88efKx/ZXrWQyFhYXaI62f9JQnIYQQoqIoiqI9O+VJTj0uq4KCgr+8YFdpDAwMtBe+e5QHVxR9lPj4eOzs7LTLdnZ2pV6ptFwLhMzMTK5evVqeXQohhBA65+rqWuL6IOWtoKCAX47+jLGNZemNH8HAwAAPD4/HFgnlqVyf5cG16X9+dTo5cUmltBYV7a1bB1nq4lPRwxBPQHJVubx16yAQXtHDEE8gL8+Vq1evar+/dEmj0WBsY8nPr84gJy6x9A0eYupgT6cvQtFoNP+oQHBwcCAhIUG7HBsb+8hdEQ8r1wLhwW6FnLgksqMTSmktKpqJiYnkqZKQXFUu/3s7bfFvVnRzMH3uFs+JS9T757levXpkZGRw7949ateuzaFDhx552fmHyZUUhRBCiCogPDycDz/8kD/++ANDQ0P27NmDj48P9erVw9fXl+nTpzNx4kSg6IwGFxeXx/YnBYIQQghRBXh4eLB27dq/fLxt27Z89913T9yfnOYohBBCiBKkQBBCCCFECVIgCCGEEKIEKRCEEEIIUYIUCEIIIYQoodqdxeDs7YXfgskYW5qTcuc+3494j/Q/You1adSzCz3mTcS0hhVxl66zLWgyOcmpxdr4zp9Ms0E9WerSHQDbRk4ErJyJjVMd8rNy+D44hJjfr+gtrqqorLl6dtqbNB/SF5VaRfS5K+wa9T65aRkAtHnjJTpOHgnAzb3H+XHsLAoLCvQbYBVT1nx1mz4O98G9/8zX6x+Qm5rO8EPfYFm7lrYP85q2nP96G3snfajX+KqD+/fjGT48lGvXorC2tmDZssk8+2xrlixZz8qVYRQWFtKlSys+/TQEY2MjunUbRUzMnxf8SUhIYfjwABYufKcCoxDlpVrNIBiZmzFo4yJ2jJzGMjd/ru48RMCKGcXamNe0ZeCGhWwPDmGpS3fiLkTiN39ysTaOLdxo0r9HsXUD1i0gYts+lrn2ZP/k+QzatETn8VRlZc1V04E9afaiP6vaDmJZk16gKHT6/4KgfidPvCYEs7rdID5p7IexlQX1O7XWe4xVSVnz5RHYh4a+HVnZqj/LmvRCbaCmy9Q3APjaexjLm/ZiedNefOreh9SoaM5/s13vMVYHw4eH0qtXR27f3snSpZNYtmwTp05dZOnSjZw8+RUREVtJSUnn4483AnD48OdERGwlImIrly5ton59R4YN61PBUYjyUmqBUFhYyPvvv09gYCBBQUHcuHFDH+PSCRcfL5JvRhFz7jIA577cSiO/ThhbWmjb1OvQiqRrd4g9HwHAycVraDrQ789OVCr6fDadg9P+LACMrSyo174lv38VBsCNvccpzC/AsWUTPURVNZU1VwlXbvB98HvkZWSCohB14hy13BsD0GrEAM6u/I6shGQUjYawIZO4c+SMniOsWsqar/jL1/lh9HQKcnJBUbh9+Az2biUv4uI5ajAxv10m9kKkHqKqXqKiYjh7NoJx4wIB8PZuw6ZN89i8eT+DB/tSo4YVKpWKV155js2b95fY/vPPt9G6dRNatnTV99CFjpRaIBw4cID09HQ2btzI7Nmz+eijj/QxLp2wd3Um6cafd6/Kz8wiKzEFu6ed/mykKKgM1A+1yca0hjVm9rYAtHk9kLiLV7l36vxD2xT9R/XQncDyMrKwe7qBbgKpBsqaq/jL14n+7ZL2sad7Pcsfp4ty5tiyCcaW5gQfXceYiN34zH6nWO7E31fWfMVeiNR+6ZtYW9LsBX+u7jhY7DnURkZ0CnmNo7M/020w1dT589dwcalLSMgnuLkNoGvXUZw7F8HVq3dp1Kietl2jRvWIiLhdbNu8vHzmzVvDf/7zip5HLXSp1H8Vb9++TYsWLQBwcnLi/v37//hWlRXNyNwMTU5usXUF2bkYWZhrl6NO/o59Y2dcfLwA6DBhBJr8fAxNjbFwrEn7t4ezP2RhsT7yMjK5d+p3OkwIBsClewccPBpjaCrXY/+nypqrh3WZ+gaWjvac/rjoCmOmNaxw6uzJ+t6j+LLTS7gGePPMiAE6jqhqK698DVi3gInRx0m+frfEboQWQ/ryx5mLpNy6p8NIqq+UlHQuXrzOs8+2IjIyjKFDezFgwGSysnIwfShHZmamZGbmFNt23bqfaNfOnYYN6/1vt6ISK7VAcHV15fjx42g0Gm7evElUVBTJycn6GFu5y8vMwuB/vrSNzE2LpqH/X3ZiMptffBvf+ZN548IOctMyKMjOJTc1g56L3+PozOXkpKSV6DtsyCTqd2rN2MjduL/Yi7vHzz6ynXgyZc3VA93nTKDJAF/W+r1KflY2ADmp6YRv+IG8jEyyE5P5fU0Yjfw66yewKqq88hU2ZBIf2rUjLzOL57+dX6w/j5cDCN+wS7eBVGM2NpY4OtrTr183AEaO7E9SUioGBmpycvK07bKycrC0NCu27fr1u3nppZ76HK7Qg1LPYujatSu//fYbQ4YMwc3NjYYNG6Ioij7GVu4SIm7iPri3dtnE2hJTWxuSrt0p1u7GnmPc2HMMABunurR/ezh5GZm4Bnjj4t0ev4VTUBkYYGZnw8To4yxp4E3yzSi+7fmqto9x1/cRd/GqfgKrgsqaK4CuoWOp36k1X3cbVuyLKvXOfUweuh+7oimksJLOiv1blDVfzt5eZMYmEH/5OprcPH5btZkRx9ZptzO2tKB+h2fYNGCcfgKqhho0qEN6eiaFhYWo1WpUKhVqtRoLCzOuX/9z99G1a3dp1qyhdjk9PZOTJy8SFjb/Ud2KSuyJdry+8847bNy4kRkzZpCWloa9vb2ux6UTtw+dpkaDutTv5AmA1zvBXN11SPvLEooOOBwTsRvr+nUAePb9Nzm/pujgw3nWrVlYpzML63RmVdtBpEVFs7BOZzR5+QR+/xlNBxQdcNViaD9S70aTeve+niOsOsqaqzqt3Wk5rD8b+r5RrDgAuPTdj7R+7UVMrC0xNDWh+dDnuLX/pJ4iq5rKmi+nzp74LQrBwNgIANe+3sUORKzZtCGZ8cklcinKT/PmT1O3bi1Wry7atbN5835sba35z39eYcOGPcTGJlJQUMDSpRt56aU/D9y+cuUWtWrZYmVl8Vddi0qq1BmEiIgIvv76a+bOncvRo0dp1qwZ6kp6QFdBTi5bAifQe/kHGFuYkXT9LtuDQ7Cq68DQPV/wWfO+5KVncmrxGoKPfItKreLmvhMcm7Oy1L5//nAVAZ/PxHf+ZFLu3Gf7sMmlbiP+Wllz5TnqRUxrWDHy9GZtnyl3/mCd/0gubfqJWu6NGR2+i4LsHCK/P8jv//9FJf6Zsubr549W4b94Km9c2IlKBalRMewYOU3bv3W92mTExFdUeNWCSqViy5YPCQ6ezrx5X+PgYMvmzfPw9GzKpElBdOnyGoqi4OvbntGjB2m3u3cvjtq1K+ePRvF4KqWU/QWFhYVMnTqV69evY2JiwoIFC6hTp84j2+bm5hIeHs6BvuPJjk7QyYBF+QlVIpmhcqvoYYgnILmqXEKVSOBsRQ9DPIHcXA/Cw8Px8PDAxES3B5aX5TvSrE5Nuu/8WC/jfKDUGQS1Ws28efP0MRYhhBBC/EtUzn0FQgghhNApKRCEEEIIUYIUCEIIIYQoQQoEIYQQQpQgBYIQQgghSpACQQghhBAlSIEghBBCiBKkQBBCCCFECVIgCCGEEKKEUq+k+E+8deug3i4FKcqm6JKwojKQXFU2nhU9APFEcit6AP9aMoMghBBCiBJ0MoOw1MVHbtZUCcgNgCoPyVXlIjdrqkw8KnoA/1oygyCEEEKIEqRAEEIIIUQJOtnFIIQQQohHawsof3MblS4GUgqZQRBCCCFECVIgCCGEEKIEKRCEEEIIUYIUCEIIIYQoQQoEIYQQQpRQ7c5icPb2wm/BZIwtzUm5c5/vR7xH+h+xxdo06tmFHvMmYlrDirhL19kWNJmc5FQAuk0fh/vg3qjUKqLPXWHX6x+Qm5oOQJs3XqLj5JEA3Nx7nB/HzqKwoEC/AVYhZc1V/U6eBKyYjqGZKal37hM29F0youMwtrKgz6fTqdvGA5VaRfjGHzkc+nFFhFillDVfD/jOn0yzQT1Z6tIdALvGzgSsmIFVXQc0+fmcXPAl57/Zrre4qovbt+/TuPHzNGpUT7uuXTt3ate2Z8eOo9p1WVk51Kply9mz32rXZWZm4+7+IsHBAUyf/rpexy10p1rNIBiZmzFo4yJ2jJzGMjd/ru48RMCKGcXamNe0ZeCGhWwPDmGpS3fiLkTiN38yAB6BfWjo25GVrfqzrEkv1AZqukx9Ayj6MvKaEMzqdoP4pLEfxlYW1O/UWu8xVhVlzZWxlQUvbFrCjpHT+ORpX27sOU7zl/oA0H3OBDR5+Sxv1pvPPQfSfEhfGvboqPcYq5Ky5usBxxZuNOnfo9i6fl/N5fKWPSxv2otv/V7Fb2EIdo2ddR1StfTUUw5ERGzV/n3zzUw++uitYusCAroQHBxQbLvp0z+voBELXSq1QMjMzGTs2LEEBQURGBjIsWPH9DEunXDx8SL5ZhQx5y4DcO7LrTTy64SxpYW2Tb0OrUi6dofY8xEAnFy8hqYD/QCIv3ydH0ZPpyAnFxSF24fPYO/mAkCrEQM4u/I7shKSUTQawoZM4s6RM3qOsOooa66a9OtB9G+X+OP0eQB+/mgVJxd9BcCVsH1FMwaKQl5GJrHnI6jl3lif4VU5Zc0XACoVfT6bzsFpS4r17djclVsHTgKQERNP4tVb1GrWSMcRiUcJD7/OkSO/MXr0IO26CxeuceDAGYYO7VWBIxO6UGqBsG3bNlxcXFi7di1Lly5l9uzZ+hiXTti7OpN0I0q7nJ+ZRVZiCnZPO/3ZSFFQGagfapONaQ1rzOxtib0QSeyFojvqmVhb0uwFf67uOAiAY8smGFuaE3x0HWMiduMz+x1U6mo1QVOuyporx5ZuZCUk82LYMsZG7mbghkWY2dsCcPvQKdLuxQBFMw31O7bSFhLinylrvgDavB5I3MWr3DtVPBc3D5zEI7A3qFTYu7pQw7leiTaifKSlZdK//0SaNBmIv/84rly5VezxGTNWMXnyMAwNi/ZOK4rC6NFzWbZsMoaGBhUxZKFDpX6D2drakpKSAkBaWhq2trY6H5SuGJmbockpfmvPguxcjCzMtctRJ3/HvrEzLj5eAHSYMAJNfj6GpsbaNgPWLWBi9HGSr9/V7gs1rWGFU2dP1vcexZedXsI1wJtnRgzQQ1RVU1lzZVrDmkZ+ndn37kd86h5AQW4e/kumFutPbWTEwPULidxxkHunftd9UFVYWfNl4ViT9m8PZ3/IwhJ973l7Dq1eHemGLaQAACAASURBVMTkhFO8efkHjv73MzJj5WZw5c3KypyXX+7JkiUTuXx5M76+7enXbyIF/38c1fXrUZw6Fc7LL/trt1m5civNmjWkY8eWFTVsoUOlFgh9+vTh/v37+Pr6MnToUKZMmaKPcelEXmYWBqYmxdYZmZuSl5GpXc5OTGbzi2/jO38yb1zYQW5aBgXZueSmZmjbhA2ZxId27cjLzOL5b+cDkJOaTviGH8jLyCQ7MZnf14TRyK+zfgKrgsqaq9zUdG4eOEnyjbsUFhRweuk3NPLr9GdfFua8vGsFmXFJ7HojVG9xVVVlzVfPxe9xdOZyclLSSvT9YtgnHPrgYz6yb8+SBt50nPQK9bye0XlM1Y29fQ2WLZuCs3Nd1Go1EyYMITY2katX7wLw3Xd7ef75bhgZFc0exMYmsnjxej78cFxFDlvoUKlnMXz//ffUrVuXL774goiICKZOnUpYWJg+xlbuEiJu4j64t3bZxNoSU1sbkq7dKdbuxp5j3NhTdKyFjVNd2r89nLyMTJy9vciMTSD+8nU0uXn8tmozI46tAyD1zn1MbCy1fSiaQgo1Gj1EVTWVNVcpd+4XO5BN0Wi0+VAZGDB42zLiw6+xZ8Jc3QdTDZQ1X64B3rh4t8dv4RRUBgaY2dkwMfo4K1r2o66nBxfX7QQg/Y9Yok6cw6mzp8z6lLPk5DRSUtJxcXlKu06jKdQWBLt2HSc09DXtY/v3nyEuLplmzV4EICMjC4CYmERWrCg+Wycqp1JnEH777Tc6dy76JdykSRPi4uLQVNIvvtuHTlOjQV3qd/IEwOudYK7uOkR+Vra2jbGVBWMidmNdvw4Az77/JufXFBVETp098VsUgoGxEQCufb21xyRc+u5HWr/2IibWlhiamtB86HPc2n9Sn+FVKWXNVcT2/TTo2hYHD1cAPEcN5ub/56P9+CDy0jOlOChHZc3XPOvWLKzTmYV1OrOq7SDSoqJZWKczmfFJZMYl4trXGwDTGtbU79iKuPBreo6w6vvll8v4+IwmPj4ZgFWrtuHkVJuGDYsKhgsXrtG0qYu2/ZAhvUhOPkRMzB5iYvYwadJQJk0aKsVBFVLqDEKDBg04f/48PXv25I8//sDCwgIDg8p5MEpBTi5bAifQe/kHGFuYkXT9LtuDQ7Cq68DQPV/wWfO+5KVncmrxGoKPfItKreLmvhMcm7MSKDoS3n/xVN64sBOVClKjYtgxchoAlzb9RC33xowO30VBdg6R3x/k9zWVc6bl36CsuUqLiub7Ee8xeNsyFEUhLvwau0a9D4Dn64EYW5gx5spP2ue7vHk3hz5YWiGxVgVlzddfUhQ2DRqP34IpdJ87EZUKfl+zjeu7jz5+O/G3+fl58eabg+jU6VXUahVPPeXA1q0fYWBgQFJSKllZOdSubV/RwxR6pFIU5bF3nczMzGTq1KkkJiZSUFDAW2+9RYcOHR7ZNjc3l/DwcA70HU92tBxE9G8XqkQyQ+VW0cMQT0ByVbmEKpHA2YoehngCubkehIeH4+HhgYmJSekblOm5ir4j0/qOR/mb35GqOjWx3vmxXsb5QKkzCBYWFixdKr+shBBCiOpETtQXQgghRAlSIAghhBCiBCkQhBBCCFGCFAhCCCGEKEEKBCGEEEKUIAWCEEIIIUqQAkEIIYQQJZR6HQQhhBBCVA5z5szh/PnzqFQqpk6dSosWLbSPrVu3jh07dqBWq/Hw8OA///nPY/uSGQQhhBCiCjhz5gx37tzhu+++Y/bs2cyePVv7WEZGBl988QXr1q1jw4YN3Lhxg99/f/wNz6RAEEIIIaqAkydP0qNHDwAaNWpEamoqGRkZABgZGWFkZERWVhYFBQVkZ2djY2Pz2P50sovhrVsH9XataFE2RdeMF5WB5Kqy8azoAYgnklvRAyg3CQkJuLu7a5ft7OyIj4/H0tISExMTxowZQ48ePTAxMaFPnz64uLg8pjcdFQhLXXzkZk2VgNwAqPKQXFUucrOmysSjogegMw/fizEjI4OVK1eye/duLC0tGT58OBERETRp0uQvt5ddDEIIIUQV4ODgQELCnz/O4+LiqFWrFgA3btygfv362NnZYWxsTJs2bQgPD39sf1IgCCGEEFVAp06d2LNnDwCXLl3CwcEBS0tLAJ566ilu3LhBTk4OAOHh4Tg7Oz+2PznNUQghhKgCWrdujbu7O4GBgahUKkJDQwkLC8PKygpfX19effVVhg0bhoGBAa1ataJNmzaP7U8KBCGEEKKKmDRpUrHlh48xCAwMJDAw8In7kl0MQgghhChBCgQhhBBClCC7GIQQQgg9auiYg4Eq629to3HIQd8XD5AZBCGEEEKUUO1mEJy9vfBbMBljS3NS7tzn+xHvkf5HbLE2jXp2oce8iZjWsCLu0nW2BU0mJzmVHh++i9tzPtp2RuamZMYnsarNQOwaOxOwYgZWdR3Q5OdzcsGXnP9mu77Dq1LKkiuA+p08CVgxHUMzU1Lv3Cds6LtkRMdhbGVBn0+nU7eNByq1ivCNP3I49OOKCLFK0dVny8TGin5fzsHBozGavHyOzPyUy5t/0nd41cL9+/EMHx7KtWtRWFtbsGzZZJ59tjWhoSv57ru9FBYqtGrlxsqVU6lRw4qYmARef30OERG3MTAwYPjwPkyZElzRYYhyUq1mEIzMzRi0cRE7Rk5jmZs/V3ceImDFjGJtzGvaMnDDQrYHh7DUpTtxFyLxmz8ZgP1T5rO8aS/t39Vdhzm/ZhsA/b6ay+Ute1jetBff+r2K38IQ7Bo76zvEKqOsuTK2suCFTUvYMXIanzzty409x2n+Uh8Aus+ZgCYvn+XNevO550CaD+lLwx4d9R5jVaLLz1aPeZNIvRvNMjd/vvUfSe9l72NV10HvMVYHw4eH0qtXR27f3snSpZNYtmwTGzbsZt++05w7t46IiC1oNBrmzPkSgIkTl+Dm1oDIyDBOnfqKL77Ywf79pys4ClFeSi0QNm/eTFBQkPavVatW+hiXTrj4eJF8M4qYc5cBOPflVhr5dcLY0kLbpl6HViRdu0Ps+QgATi5eQ9OBfiX6quXemAZd2/LLZxsAcGzuyq0DJwHIiIkn8eotajVrpOuQqqyy5qpJvx5E/3aJP06fB+Dnj1ZxctFXAFwJ21c0Y6Ao5GVkEns+glrujfUZXpWjy89Wsxd68uuKjQCk/xHL7cNncHuuu65DqnaiomI4ezaCceOKToPz9m7Dpk3zaNasIZ99FoKZmSlqtZpu3TyJjLwDwMWL1+nevR0A1taWtGnTlPDwGxUWgyhfpRYIL7zwAmvXrmXt2rWMGzeO/v3762NcOmHv6kzSjSjtcn5mFlmJKdg97fRnI0VBZaB+qE02pjWsMbO3LdZX19CxnPhoNYpGA8DNAyfxCOwNKhX2ri7UcK7HvVPndRtQFVbWXDm2dCMrIZkXw5YxNnI3Azcs0ubw9qFTpN2LAYpmGup3bKUtJMQ/o6vPlpldDcztbUm+cVf7ePKNu9Rs0lB3wVRT589fw8WlLiEhn+DmNoCuXUdx7lwELVu60rKlKwCpqRls3nyA5557FoDu3duyadM+CgoKuH8/njNnLuHt/fiL74jK42/tYli+fDlvvvmmrsaic0bmZmhyit+5qyA7FyMLc+1y1MnfsW/sjIuPFwAdJoxAk5+Poamxto1tIyfqebXk4vpd2nV73p5Dq1cHMTnhFG9e/oGj//2MzFi5YdU/VdZcmdawppFfZ/a9+xGfugdQkJuH/5KpxfpTGxkxcP1CIncc5N6px98XXTyerj5bRuamFGo0FBYUaNvkZ+diZGGmy3CqpZSUdC5evM6zz7YiMjKMoUN7MWDAZAr+/7V/+eX/UKdOT55+uh7DhgUAMH366/zyy2Xs7bvj5BTAoEHdtcWEqPyeuEC4cOECderU0d74oTLKy8zCwLT4baiNzE3Jy8jULmcnJrP5xbfxnT+ZNy7sIDctg4LsXHJTM7RtPAb3JmLbvmL/aL0Y9gmHPviYj+zbs6SBNx0nvUI9r2d0H1QVVdZc5aamc/PASZJv3KWwoIDTS7+hkV+nP/uyMOflXSvIjEti1xuheourqtLVZysvMxu1gQFqI6P/6ffvnSImSmdjY4mjoz39+nUDYOTI/iQlpXL1atHszfr1s0lKOoiFhRlDh74PwIgRMxg40IeUlMPExe3l4MFf2LRpX0WFIMrZExcIW7Zs4fnnn9flWHQuIeJmsSlPE2tLTG1tSLp2p1i7G3uO8bnnAFa0eI6I7fvJSkwp9g9d44BuXPvxqHbZzN6Wup4eXFy3EyjaTxp14hxOneV+8P9UWXOVcuc+pjZW2naKRkPh/+8OUhkYMHjbMuIvXWfHq1PhoVuiin9GV5+tnORUMuMSsWtUX7vOrnED4i9f12E01VODBnVIT8+ksLAQAJVKhVqt5tixc1y6VHRcgampCa+99jx79hQdb7V37yleftkflUqFnZ0Nfn5eHDnyW4XFIMrXExcIp0+frtQHKALcPnSaGg3qUr9T0Re31zvBXN11iPysbG0bYysLxkTsxrp+HQCeff9Nzq8JK9aPYws3Eq78eSBOdlIKmXGJuPb1BsC0hjX1O7YiLvyarkOqssqaq4jt+2nQtS0OHkXTnZ6jBnNzf9E/au3HB5GXnsmeCXP1GVKVpqvPFsClTT/h9fZwAGo2bYRz13ZEfn9Al+FUS82bP03durVYvbro9OzNm/dja2tNbGwSEyYsJjc3D4CdO4/SokXRQb1ubg3YubOooMvOzuHgwV/x8JCDs6uKJ7oOQmxsLBYWFhgbG5fe+F+sICeXLYET6L38A4wtzEi6fpftwSFY1XVg6J4v+Kx5X/LSMzm1eA3BR75FpVZxc98Jjs1Zqe3D1NYGYwtzMmLi/+xYUdg0aDx+C6bQfe5EVCr4fc02ru8++ohRiCdR1lylRUXz/Yj3GLxtGYqiEBd+jV2jiqZFPV8PxNjCjDFX/jyX/vLm3Rz6YGmFxFoV6OyzBRyYuoj+a+Yx7tpeCnJy2fHqf8iMS9R3iFWeSqViy5YPCQ6ezrx5X+PgYMvmzfNwd2/IO+8sokWLQBQF6td3ZPXqaQB8/fV0xo79iBUrwlAUBX//Drz2WuU9kF0Up1KU0udXw8PDWbJkCatXr35su9zcXMLDwznQdzzZ0XKA3r9dqBLJDJVbRQ9DPAHJVeUSqkQCZyt6GOIJ5OZ6EB4ejoeHByYmJqVvUKbnKvqOrDlyFAZxcX9rW42DAwmrP9fLOB94ol0MHh4epRYHQgghhKg6qtWVFIUQQgjxZKRAEEIIIUQJUiAIIYQQogQpEIQQQghRghQIQgghhChBCgQhhBBClCAFghBCCCFKkAJBCCGEECVIgSCEEEKIEqRAEEIIIUQJT3Szpr/rrVsH9XataFE2RdeMF5WB5Kqykdu9Vw65FT2Afy2dFAhLXXzkZk2VgNwAqPKQXFUucrOmysSjogfwryW7GIQQQghRghQIQgghhChBCgQhhBBClCAFghBCCCFKkAJBCCGEECVIgSCEEEKIEqRAEEIIIUQJUiAIIYQQogQpEIQQQghRgk6upPhv5uzthd+CyRhbmpNy5z7fj3iP9D9ii7Vp1LMLPeZNxLSGFXGXrrMtaDI5yan0+PBd3J7z0bYzMjclMz6JVW0GAtDQtxMDvp3P6Y/Xcmz2Z3qNq6rSRb5Wt3uBNy/9UKwPyzq1ODRtCWeWfauXuKoiXX62itaZ8ealXfy+ZhtHZizTW1zVyf378QwfHsq1a1FYW1uwbNlknn22NXFxSQwZMo1bt+5z/fr2YtucPXuFF18Mwdu7DatXv19BI69cajW3xCQ1529tk2tjib6vT1ytZhCMzM0YtHERO0ZOY5mbP1d3HiJgxYxibcxr2jJww0K2B4ew1KU7cRci8Zs/GYD9U+azvGkv7d/VXYc5v2YbAB4vBdA1dCzRv13We1xVla7ypRQWFlu/qu0gsuKTuLxlT0WEWSXo8rP1QLfp4/QWT3U1fHgovXp15PbtnSxdOollyzaRlJRK166jaN786RLtjxw5yyuvzKRdO/cKGK3QtScqEHbs2MFzzz3HgAEDOHz4sI6HpDsuPl4k34wi5lzRl/i5L7fSyK8TxpYW2jb1OrQi6dodYs9HAHBy8RqaDvQr0Vct98Y06NqWXz7bAEBCxE2+9h5GRky8HiKpHnSZr4c9O20057/eLrkrA13nyqG5Gy7dvbjw7U4dR1J9RUXFcPZsBOPGBQLg7d2GTZvmoVKp2L59Ac8992yJbWrVsuXYsVW4uTXQ93CFHpRaICQnJ7N8+XLWr1/PihUrOHDggD7GpRP2rs4k3YjSLudnZpGVmILd005/NlIUVAbqh9pkY1rDGjN722J9dQ0dy4mPVqNoNADEnLtMYX6+bgOoZnSZrwfM7G1pEdSPU0u/1k0Q1YSuc9Xns+n8OHYWhQUFuguimjt//houLnUJCfkEN7cBdO06inPnIrC1tcbNzfmR2zRr1hBra0v9DlToTakFwsmTJ+nQoQOWlpY4ODgwa9YsfYxLJ4zMzdDkFL+1Z0F2LkYW5trlqJO/Y9/YGRcfLwA6TBiBJj8fQ1NjbRvbRk7U82rJxfW79DPwakof+Wo/bigX1+0kLz1TR1FUD7rMlefrgSRcvs69k+d0HEX1lpKSzsWL13n22VZERoYxdGgvBgyYTIEUZdVWqQXCvXv3yMnJ4Y033uDll1/m5MmT+hiXTuRlZmFgalJsnZG5KXkZf345ZCcms/nFt/GdP5k3LuwgNy2DguxcclMztG08BvcmYts++TWjY/rIl8fLAVzcIIVeWekqVxYO9ni9E8y+KQv0E0g1ZmNjiaOjPf36dQNg5Mj+JCWlcvXq3YodmKgwT3QWQ0pKCsuWLeP+/fsMGzaMQ4cOoVKpdD22cpcQcRP3wb21yybWlpja2pB07U6xdjf2HOPGnmMA2DjVpf3bw4v9Q9c4oBtHZizXz6CrMV3ny97VBWNLc+1+c/HP6SpXDXt0xMLBjjGXi846MbYsmpGwrF2LH0aH6iye6qhBgzqkp2dSWFiIWq1GpVKhVqsxMKhWx7KLh5SaeXt7e1q1aoWhoSFOTk5YWFiQlJSkj7GVu9uHTlOjQV3qd/IEwOudYK7uOkR+Vra2jbGVBWMidmNdvw4Az77/JufXhBXrx7GFGwlXbuhv4NWUrvPl2LIJCRG3dBhB9aGrXF1cv5OP7NqxsE5nFtbpzIkFX3JiwZdSHOhA8+ZPU7duLVavLjqNcfPm/djaWtOoUb0KHpmoKKXOIHTu3JmQkBBee+01UlNTycrKwtbWtrTN/pUKcnLZEjiB3ss/wNjCjKTrd9keHIJVXQeG7vmCz5r3JS89k1OL1xB85FtUahU3953g2JyV2j5MbW0wtjAvccT7c1/MoX7HVljWqYUmL58WQ5/jzLJv+WX5On2HWWXoMl8A1vUc5cyFcqLrXAndU6lUbNnyIcHB05k372scHGzZvHkeP/10gnffXUpWVg4xMYk0aTKQp55y4MCBz3j//c/YvHk/CQkpFBRoOH78d55/3pu5c8dWdDiiHKgURVFKa7Rx40a2bNkCwOjRo+nevfsj2+Xm5hIeHs6BvuPJjtb3JR3E3xWqRDJD5VbRwxBPQHJVuYQqkcDZih6GeAK5uR6Eh4fj4eGBiYlJ6RuU6bmKviObLp2ASerf+47MtanJlbcW6WWcDzzRMQiBgYEEBgbqeixCCCGE+JeQo0+EEEIIUYIUCEIIIYQoQQoEIYQQQpQgBYIQQgghSpACQQghhBAlSIEghBBCiBKe6DRHIYQQQvz7zZkzh/Pnz6NSqZg6dSotWrTQPhYdHc2ECRPIz8+nWbNmzJw587F9yQyCEEIIUQWcOXOGO3fu8N133zF79mxmz55d7PF58+bxyiuvsGXLFgwMDLh///5j+5MCQQghhKgCTp48SY8ePQBo1KgRqampZGQU3S21sLCQs2fP4uPjA0BoaCh169Z9bH862cXw1q2DersUpCibokvCispAclXZeFb0AMQTya3oAZSbhIQE3N3dtct2dnbEx8djaWlJUlISFhYWzJ07l0uXLtGmTRsmTpz42P50UiAsdfGRezFUAnJ9/8pDclW5yL0YKhOPih6Azjx8qyVFUYiNjWXYsGE89dRTjBo1isOHD9OtW7e/3F52MQghhBBVgIODAwkJf/44j4uLo1atWgDY2tpSt25dnJycMDAwoEOHDly7du2x/UmBIIQQQlQBnTp1Ys+ePQBcunQJBwcHLC0tATA0NKR+/frcvn1b+7iLi8tj+5PTHIUQQogqoHXr1ri7uxMYGIhKpSI0NJSwsDCsrKzw9fVl6tSphISEoCgKrq6u2gMW/4oUCEIIIUQVMWnSpGLLTZo00f5/gwYN2LBhwxP3JbsYhBBCCFGCFAhCCCGEKEEKBCGEEEKUIAWCEEIIIUqQAkEIIYQQJVS7AsHZ24tRZ8MYG7mboXu/xOopxxJtGvXswuvntvPWrQO8tGslprY2ALQc/jxTUn5lzJWftH9txwwBwNjKgufXzmfMlZ8YG7mbbjPG6zWuqqgsuQLoNn2cNh8DNy7GxMZK+1ibN15i/M0DjL95gIAVM1Abygk9ZVXWfD3gO38yb906UGK9kbkZb906QNfQsToZf3V2+/Z9jIza06TJQO3fsGEfADBr1mqaNBmIq+sABg9+j9TUomv7x8Qk0K/fBNzcBtCs2Qt8+OGaCoxA6EK1KhCMzM0YtHERO0ZOY5mbP1d3HiJgxYxibcxr2jJww0K2B4ew1KU7cRci8Zs/Wft4xLZ9LG/aS/v3y/J1AHSfMwFNXj7Lm/Xmc8+BNB/Sl4Y9Ouo1vqqkrLnyCOxDQ9+OrGzVn2VNeqE2UNNl6hsA1O/kideEYFa3G8Qnjf0wtrKgfqfWeo+xKimPzxaAYws3mvTv8cjn6DZ9nM7GL+CppxyIiNiq/fvmm5ls2bKfTZv28csv3xARsQWVCj766GsAJk5cgptbAyIjwzh16iu++GIH+/efruAoRHkqtUA4ffo0Xl5eBAUFERQUxKxZs/QxLp1w8fEi+WYUMecuA3Duy6008uuEsaWFtk29Dq1IunaH2PMRAJxcvIamA/1K7ftK2D4Oh34MikJeRiax5yOo5d5YN4FUA2XNVfzl6/wwejoFObmgKNw+fAZ7t6KrhrUaMYCzK78jKyEZRaMhbMgk7hw5o+cIq5Zy+WypVPT5bDoHpy0p0b9Dczdcuntx4dudug1EFNO0qQtr1kzHysoCtVpNx44tuXTpJgAXL16ne/d2AFhbW9KmTVPCw29U5HBFOXuiGYR27dqxdu1a1q5dy/vvv6/rMemMvaszSTeitMv5mVlkJaZg97TTn40UBZWB+qE22ZjWsMbM3haA2s80ZfihbxgbuZvnVs/GxLroMpa3D50i7V4MULS7oX7HVvxx+rweoqqaypqr2AuRxF4ouvuhibUlzV7w5+qOgwA4tmyCsaU5wUfXMSZiNz6z30GlrlaTaeWuPD5bbV4PJO7iVe6dKvm56fPZdH4cO4vCggLdBVHNpaVl0r//RJo0GYi//ziuXLmFu3sjPD2batv89NMJ2rcvurlR9+5t2bRpHwUFBdy/H8+ZM5fw9m5TUcMXOlCt/lU0MjdDk1P81p4F2bkYWZhrl6NO/o59Y2dcfLwA6DBhBJr8fAxNjUm8epvI7w+woe9oVjzTH2NrS3ounlqsP7WREQPXLyRyx0Hunfpd90FVUWXN1QMD1i1gYvRxkq/f5fw32wEwrWGFU2dP1vcexZedXsI1wJtnRgzQQ1RVV1nzZeFYk/ZvD2d/yMISfXu+HkjC5evcO3lOt0FUY1ZW5rz8ck+WLJnI5cub8fVtT79+Eyl4qCCbPfsLYmMTGT8+EIDp01/nl18uY2/fHSenAAYN6k7Llq4VFUKlompfA1VXu7/3176G3sf5RAXC9evXeeONN3jppZf4+eefdT0mncnLzMLA1KTYOiNzU/IyMrXL2YnJbH7xbXznT+aNCzvITcugIDuX3NQM7p08x+Hpn5CXkUlBdg7H567ENaDbn31ZmPPyrhVkxiWx641QfYVVJZU1Vw+EDZnEh3btyMvM4vlv5wOQk5pO+IYfyMvIJDsxmd/XhNHIr7N+Aquiypqvnovf4+jM5eSkpBXrw8LBHq93gtk3ZYFe4qiu7O1rsGzZFJyd66JWq5kwYQixsYlcvXoXgPfeW0ZY2CH27l2OhYUZACNGzGDgQB9SUg4TF7eXgwd/YdOmfRUZhihnpR667ezszNixY+nVqxdRUVEMGzaMvXv3YmxsXNqm/zoJETdxH9xbu2xibYmprQ1J1+4Ua3djzzFu7DkGgI1TXdq/PZy8jEys69WmICeXrIRkANSGBmjyiypslYEBg7ctIz78GnsmzNVTRFVXWXPl7O1FZmwC8Zevo8nN47dVmxlxrOiA0tQ79zGxsdT2oWgKKdRo9BBV1VXWfLkGeOPi3R6/hVNQGRhgZmfDxOjj7J+yAAsHO8Zc/gEAY8uiGQnL2rX4YbQU4eUlOTmNlJR0XFye0q7TaAoxMjJk+vSV/PzzeQ4fXomV1Z/HlOzde4oPPxyHSqXCzs4GPz8vjhz5jRdf9K2IEIQOlDqD4OjoSO/evVGpVDg5OVGzZk1iY2P1MbZyd/vQaWo0qEv9Tp4AeL0TzNVdh8jPyta2MbayYEzEbqzr1wHg2fff5PyaMADajH6Jvqv+i9rQEJVaTbtxQVz74TAA7ccHkZeeKcVBOSlrrpw6e+K3KAQDYyMAXPt6a49JuPTdj7R+7UVMrC0xNDWh+dDnuLX/pD7Dq3LKmq951q1ZWKczC+t0ZlXbQaRFRbOwTmfOf7Odj+zaaR87seBLTiz4UoqDcvbLL5fx8RlNfHzRj59Vq7bh5FSbtLRMvvnmR3buXFysOABwc2vAzp1HAcjOzuHgh+kzvgAAIABJREFUwV/x8Gik97EL3Sl1BmHHjh3Ex8fz6quvEh8fT2JiIo6OJc9vrgwKcnLZEjiB3ss/wNjCjKTrd9keHIJVXQeG7vmCz5r3JS898//au/OwqMr2gePfGfZ9E9wFQgUVKzW3NE1FXNKy9FVKC/tZmrulmWWF+iqhZmK4Zpma5YLiEqZmZq6g5oICgoIbKrIj+z6/P8hJml61YGYE7s91cdWZec4z993T4dw858x5CF+8lpGHNqBQKriy/zhH/FcBcHjuCl5Y7se46N2oylQkHD/D/vcXAOXXSY0tzBh/cY/686KD93Lw0yV6ybW6q+xYHVuwmr6LP+Kd8z+iUMDdhDvseutjAKK27MGxVTPGRoZSkl9A7M5fOffHiUr8O5UdL6Ff3t6dGDduCF26jEKpVNCwoRPbti0gMPAHMjOz6djRV93W2bk++/YtZd26WUyYsICVK0NQqVT07duZt98epMcsRFVTqFQq1YMa5OTkMG3aNLKysiguLmbChAl07979b9sWFhYSGRnJgYGTyE9M1UrAour4qWKZrXDXdxjiEchYVS9+qljgtL7DEI+gsNCTyMhIPD09MTExefgOlfqs8nNky/A5mBSm/7N9TeyJ7vSpTuK856EzCJaWlqxcuVIXsQghhBDiMVGrvuYohBBCiEcjBYIQQgghNEiBIIQQQggNUiAIIYQQQoMUCEIIIYTQIAWCEEIIITRIgSCEEEIIDVIgCCGEEEKDFAhCCCGE0PDQJyn+G5Ov/qqzR0GKyil/JKyoDmSsqpt2+g5APJJCfQfw2JIZBCGEEEJo0MoMwhLXnrJYUzUgCwBVHzJW1Yss1lSdeOo7gMeWzCAIIYQQQoMUCEIIIYTQIAWCEEIIITRIgSCEEEIIDVIgCCGEEEKDFAhCCCGE0CAFghBCCCE0SIEghBBCCA1aeVDS48ylRye8P5+OsaU5mddvs/PND8m+lVShjVuf5/AKmIqprRXJUXFsf306BRl3K7TpvXA6LYf0YYlrLwBMbKx4aY0/Tp7NKC0q5tCc5UQH79FZXjVRZcbqKd+X6btkJjmJKeq2J5du4NSy77GoW4cBq+ZQx+MJVKWlRKzbwbEFq3WdXo2jrWPLzq0JA1bNwaZJfYrzCtg5cgZ3zl3UWV61xbVrt2nW7GXc3BqpX+vQoRX16jmwa9dh9Wt5eQU4Otpx8uQ6WrUaWqGPxMRU5s4dy8SJPjqLW2hPrSoQjMzNGLLpCzb0fYs7Z6PpMPF1BqyczcaB76jbmNexY/DGRazr8QZJETH08n8P74XT2fXWTHWbuk+64zHIq0LfXgHTuHsjkS2DJ2LVsC5jzmwn4dhpsm8n6yy/mqQqxipm+352vvmhRt/ei2aQFnuVzYPGYWxlwejft3H7dCRXD4TpLL+aRpvH1ivff87573Zyatn3uHl3ZciWQJY276Oz3GqThg2diInZpvH6ggWT1f8+blwALVq4YGBgUKFtdnYubdoMZ8gQL439RfX0SJcYCgoK8PLyIiQkRNvxaJVrz05kXEngztloAM6u2YabdxeMLS3UbRp1bkP65eskRcQAELZ4LS0Ge//ZiULBCytm8evHgRX6bvmfPvy+chMA2beSuPbbSdxf7KXljGquKhmr/6Fu6+bqYqAoO5fbv0fi5NlcC1nUHto6toytLGjU8SnOfVv+uyf+56OUFZdQ9ykPHWQl/ioyMo5Dh84wduwQjffmzv0GX98B1K9fRw+RCW14pAJhxYoV2NjYaDsWrXNo7kJ6fIJ6uzg3j7y0TOybNvmzkUqFwkB5X5t8TG2tMXOwA+CZMT4kX7jEzfAIdRsze1vMHezIiL+hfi0j/gZ1PJ7QYjY1W1WMVb2nW+B7cD0TYvfy4tfzMLG2BODqgTBaDe2HwsAAy/pONOzwJNcOhusmsRpKW8cWqvJ/KJR/7leUk4d9U2ftJFLLZWXlMmjQVDw8BtO370QuXrxa4f3Zs1czffobGBpWnHxOTc3ku+9+YvJkubRQkzy0QIiPjycuLo7nn39eB+Fol5G5GaUFFZf2LMkvxMjCXL2dEHYOh2YuuPbsBEDn996ktLgYQ1NjLOrWoeMUX36Zsegv/ZpSVlpKWUmJ+rXi/EKMLMy0mE3NVtmxSrt0jdidB9g4cCwrnx6EsbUlfRZ/BMBvs4Jo0L4109NO8O6Ng0Rv3UfSeVlKuTK0dWwV5eRyM/wcnd8bCYBrr844eTbD0FSWk69qVlbmvPZaHwIDpxIdHUzv3h156aWplPzxey0uLoHw8Ehee62vxr5BQZsZPrwf1n8U4aJmeGiBMH/+fGbMmKGLWLSuKDcPg7/8YjEyN6UoJ1e9nZ+WQfDQKfReOJ13zu+iMCuHkvxCCu/m0Gfxhxyes4yCzKy/9JuP0sAApZHRX/rN025CNVhlx+pm2Fl+mxVEUU4uJfkFHP1sFc0HPA/AS99+xsVt+5hv+wwLnZ7FtWcnWv6nny7Tq3G0dWwBhAyfRuMubZkQu5dWQ/tx4+jpv20nKsfBwZalSz/AxaUBSqWS994bTlJSGpculc+Mbt78My+//DxGRpq3rv3ww15efVXuC6lpHniT4o4dO3j66adp3LixruLRqtSYK7Qa1l+9bWJtiamdDemXr1doF7/vCPH7jgBg06QBHaf4UpSTS/MBPXDt0RHvRR+gMDDAzN6GqYlHCXTuQW5yGvZujUmNuQKAfTNn4vcd1V1yNUxlx8q6UT1KCgrJS80AQGloQGlx+V9Cbt5d+OWDzwEoyLhL/M/HcOneXr51UgnaPLYyriSwoc8odR8T4/aTfOGSbhKrRTIyssjMzMbVtaH6tdLSMnVBEBp6FD+/tzX2i429Rk5OHm3ayHLkNc0DZxB+++03Dhw4wNChQwkODmb58uUcP35cV7FVuWsHT2Dr3IDGXdoB0OndkVwKPUhxXr66jbGVBeNj9mLduD4A3T4ZR8Ta8hukAqzbsqh+VxbV78rq9kPISkhkUf2ulBYVE7VlD52m+AJQp4UbLt07ELvzgI4zrDkqO1bPjH2VgavnojQ0RKFU0mHi61ze/RsAqbFXaT6wBwCGpia49uxIcuRlHWZX82jz2PLZuYIWr5TfzPjkiJe4eyORuzdu6zjDmu/UqWh69hxLSkp5Ub169XaaNKnHE0+UFwznz1+mRQtXjf0iIi7j4eGCQqHQabxC+x44gxAY+OfdxEFBQTRs2JBnn31W60FpS0lBIVt93qP/sk8xtjAjPe4GO0bOwKqBEyP2fcOK1gMpys4lfPFaRh7agEKp4Mr+4xzxX/XQvg989AWD1gYw8fLPlBQUsmvUTHKT03SQVc1U2bE6PHcFLyz3Y1z0blRlKhKOn2H/+wsA2OE7g/5LP+GZd3xAoSB+7xFOr96iz3SrPW0eW8fmr2bAV3PovXA6mddvs+ON6TrIqPbx9u7EuHFD6NJlFEqlgoYNndi2bQEGBgakp98lL6+AevUcNPa7eTPpb18X/5vC1RpFadk/28fAWkvRPOAzVSqV6lEa3isQXnnllf/ZprCwkMjISA4MnER+YmqVBSm0w08Vy2yFTAtWBzJW1YufKhY4re8wxCMoLPQkMjIST09PTEy0e/PrvXNkq6RATEoz/9m+BrZE1Z2ikzjveeQHJU2cOFGbcQghhBDiMSJrMQghhBBCgxQIQgghhNAgBYIQQgghNEiBIIQQQggNUiAIIYQQQoMUCEIIIYTQIAWCEEIIITRIgSCEEELUEP7+/gwbNgwfHx/Onz//t20WLVrE66+//tC+pEAQQgghaoCTJ09y/fp1Nm/ezLx585g3b55Gm7i4OE6dOvVI/UmBIIQQQtQAYWFheHl5AeDm5sbdu3fJycmp0CYgIIB33333kfp75Ect/xOTr/6qs2dFi8opf2a8qA5krKqbdvoOQDySQn0HUGVSU1Np1aqVetve3p6UlBQsLS0BCAkJoUOHDjRs2PB/dVGBVgqEJa49ZbGmakAWAKo+ZKyqF1msqTrx1HcAWnP/WoyZmZmEhITw7bffkpSU9Ej7yyUGIYQQogZwcnIiNfXPP86Tk5NxdHQEIDw8nPT0dIYPH86ECROIiorC39//gf1JgSCEEELUAF26dGHfvn0AREVF4eTkpL680LdvX3766Se2bNnC0qVLadWqFR999NED+9PKJQYhhBBC6Fbbtm1p1aoVPj4+KBQK/Pz8CAkJwcrKit69e//j/qRAEEIIIWqIadOmVdj28PDQaNOoUSO+++67h/YllxiEEEIIoUEKBCGEEEJokAJBCCGEEBqkQBBCCCGEBikQhBBCCKGh1hUILj06Mfp0CBNi9zLi5zVYNayr0catz3OMObuDyVcP8GroKkztbAB4yvdlPsj8nfEX96h/2o8frt6vfttWTIzbz8DVc3WWT01WmbEC6PbxOMZf3MOE2L0M3rQYE+vy7wNbODkwNGQpE2L3Mj5mL094PauznGqyyo7XPb0XTmfy1QPqbRMbK4ZuC2JC7F7GXviRlv/pp9U8arPbt1Po3XscLi4DefJJHw4fPgNAYOAPtGgxBHf3V3jrrf9SVFSs3mfFiq24ur6Iq+uLjBkzj+LiEn2FL6pYrSoQjMzNGLLpC3a99TFL3fty6ceDDFg5u0Ib8zp2DN64iB0jZ7DEtRfJ52PxXjhd/X7M9v0sa9FP/XNq2fcAOHdrz4tr/Ll18u+X1xT/TGXHqsXgPrQc2pfV7Yew1KMfqFR0mf4WAH2//JiM+Bssde9L8JBJvLxhIcaWFjrPsSapimMLoO6T7ngM8qrwmlfANO7eSGSpe1829H2L/ks/waqBk9Zzqo18ff3o1+9Zrl37kSVLprF06RbCwy+wZMkmwsK+JSZmG5mZ2Xz55SYAjh49xxdffM/Jk+u4fDmE7Ow8jh07p+csRFV5aIGQn5/P5MmTGTFiBP/5z384ePCgLuLSCteenci4ksCds9EAnF2zDTfvLhVODo06tyH98nWSImIACFu8lhaDvR/ad25KOt8+9xppsVe1E3wtU9mxSr0Yz86RH1KUkwsqFQnHz+LYqhkAbr2f5eyabQAkR14i8XQUrr066TK9GqdKji2FghdWzOLXjwMr9N3yP334fWX5CSn7VhLXfjuJ+4u9tJxR7ZOQcIfTp2OYONEHgB49nmHLlgCCg39h2LDe2NpaoVAo+L//e5Hg4F8A+PbbXYwZ8wqOjnYYGhryww/zeP75Z/SZhqhCDy0QDh48iKenJxs2bCAwMJCAgABdxKUVDs1dSI9PUG8X5+aRl5aJfdMmfzZSqVAYKO9rk4+prTVmDnYA1Hu6Bb4H1zMhdi8vfj1PPW2dejGeouxc3SRSC1R2rFKi40g8E6V+r2m/btw6EfHHbiqUBgbq94py8rBv6qzFbGq+qji2nhnjQ/KFS9wMj1C3MbO3xdzBjoz4G+rXMuJvUMfjCS1mUztFRFzG1bUBM2YE4e7+Ct27j+bs2RguXbqBm1sjdTs3t0bExFxT75OTk8dzz72Fu/srfPTRMkpLS/WUgahqDy0Q+vfvz9tvvw1AYmIidetqXlesLozMzSgtqLi0Z0l+IUYW5urthLBzODRzwbVn+V+Und97k9LiYgxNjUm7dI3YnQfYOHAsK58ehLG1JX0WP/hZ1uLfqexY3e+5j97Bsq4DJ74sf3LYlf3H6TTFF4VSiVNrd1x7dsLQVJYnr4zKjpdF3Tp0nOLLLzMW/aVfU8pKSykr+fO6dnF+IUYWZlrMpnbKzMzmwoU4unVrQ2xsCCNG9OOVV6aTl1eA6X3HlJmZKbm5Bep9jh6N4KeflnDs2BpCQ4/w7bc/6isFUcUe+R4EHx8fpk2b9tDFHR5nRbl5GPzlRGBkblo+Df2H/LQMgodOoffC6bxzfheFWTmU5BdSeDeHm2Fn+W1WEEU5uZTkF3D0s1U0H/C8jrOoHSo7Vvf08n8Pj1d68533KIrz8gHYM2kuJrZWjL/4E8/NfIe4vUcoyMzSTWI1VGXHq8/iDzk8Z5nGOBTl5qM0MEBpZPSXfvO0m1AtZGNjSd26Drz00vMAvPXWINLT72JgoKSgoEjdLi+vAEtLM/U+r77qjZWVBXXq2DJy5AB+/jlcH+ELLXjktRg2bdrExYsXef/999m1axcKhUKbcWlFaswVWg3rr942sbbE1M6G9MvXK7SL33eE+H1HALBp0oCOU3wpysnFulE9SgoKyUvNAEBpaECp3LGrFZUdK4DufhNo3KUt655/o8KJKi8lneAhk9TbbxxYR/KFS9pMp8ar7Hg1H9AD1x4d8V70AQoDA8zsbZiaeJRA5x7kJqdh79aY1JgrANg3cyZ+31HdJVdLODvXJzs7l7KyMpRKJQqFAqVSiYWFGXFxf14+unz5Bi1bPqHe5+59BbmBgQEGBrXq3vca7aEjGRkZSWJiIgAtWrSgtLSU9PR0rQemDdcOnsDWuQGNu7QDoNO7I7kUelD9lyWAsZUF42P2Yt24PgDdPhlHxNoQAJ4Z+yoDV89FaWiIQqmkw8TXubz7N53nURtUdqzqt23FU28MYuPAdyoUBwD9gj6h0xRfAJy7d8CqYV1uHD2ti7RqrMqOV4B1WxbV78qi+l1Z3X4IWQmJLKrfldKiYqK27FGPV50Wbrh070DszgOIqtW6dVMaNHDk6693ABAc/At2dtbMnPl/bNy4j6SkNEpKSliyZBOvvlp+c+mwYb1ZvXoHd+/mkJ9fwIYNe/Dy6qDPNEQVeugMwu+//86tW7eYOXMmqamp5OXlYWdnp4vYqlxJQSFbfd6j/7JPMbYwIz3uBjtGzsCqgRMj9n3DitYDKcrOJXzxWkYe2oBCqeDK/uMc8V8FwOG5K3hhuR/jonejKlORcPwM+99fAECPOZNp+Z++mNexQ2loQJOu7YjZvp8DH32hz5SrrcqOVbvRQzG1teKtE8HqPjOv3+L7vm9xcun3vLJhIe0njKAgI4vgIZNQlZXpK9UaobLj9SAHPvqCQWsDmHj5Z0oKCtk1aia5yWk6yKp2USgUbN06n5EjZxEQsA4nJzuCgwNo164F06a9znPPvY1KpaJ3746MHTsEgGHDvImKuoKn5zDMzEx46aXujBw5UM+ZiKqiUKlUqgc1KCgoYObMmSQmJlJQUMCECRPo2bPn37YtLCwkMjKSAwMnkZ+YqpWARdXxU8UyW+Gu7zDEI5Cxql78VLGAzEpVB4WFnkRGRuLp6YmJiXZvVr53jmyVFIhJaeY/29fAlqi6U3QS5z0PnUEwNTVl0aJFD2smhBBCiBrkkW9SFEIIIUQVeKIpKP/hN3HKzEHHj9qR202FEEIIoUEKBCGEEEJokAJBCCGEEBqkQBBCCCGEBikQhBBCCKFBCgQhhBBCaJACQQghhBAapEAQQgghhAatPChp8tVfdfYoSFE55Y+EFdWBjFV1007fAYhHUqjvAB5bWikQlrj2lLUYqgF5vn/1IWNVvchaDNWJp74DeGzJJQYhhBBCaJACQQghhBAapEAQQgghhAYpEIQQQgihQQoEIYQQQmiQAkEIIYQQGqRAEEIIIYQGKRCEEEIIoUEKBCGEEEJoqHUFgkuPTow+HcKE2L2M+HkNVg3rarRx6/McY87uYPLVA7waugpTOxuNNr0XTmfy1QMarxuZmzH56gG6+03QSvy1SWXHqnGXdoy98CMT4/bzxoF1WNZ3AkBpZMTA1XOZELuXcdE/0WHi6zrLqSarzHg95fsyH2T+zviLe9Q/7ccPB8DYyoKXv1vI+It7mBC7l+dnT9JpXrXFtWu3MTLqiIfHYPXPG298SklJCVOnLsbDYzDOzgNYuHA9AKWlpRXaengMxsamO0FBm/SciagqtapAMDI3Y8imL9j11scsde/LpR8PMmDl7AptzOvYMXjjInaMnMES114kn4/Fe+H0Cm3qPumOxyCvv/2M52dN1Fr8tUllx8rYyoL/bAlk11sfE9S0N/H7jtL61RcA6PzeSMzsbVjq0Y+vO/6HTlN8qd9OHrdaGVVxbMVs38+yFv3UP6eWfQ9AL//3KC0qZlnL/nzVbjCthw/kCa9ndZpfbdGwoRMxMdvUP+vXz2H16h2cOBHJuXM/cP78Jtas2cWRI2cxMDCo0PbUqfU4OtoxZMjf/24U1c8jFQgLFixg2LBhDB48mJ9//lnbMWmNa89OZFxJ4M7ZaADOrtmGm3cXjC0t1G0adW5D+uXrJEXEABC2eC0tBnv/2YlCwQsrZvHrx4Ea/Tu1dse1VyfOb/hRu4nUApUdK4+XvEg8E8WtExEAHFuwmrAvvgWg5X/6cvqrLaBSUZSdS/TWfbT6T19dplfjVMmx9T9cDNnPb35flo9XTi5JETE4tmqmnUSEhv37T/Daa30xNTXBxsaSN98cyLZtv2q0mzv3G3x9B1C/fh09RCm04aEFQnh4OJcvX2bz5s18/fXX+Pv76yIurXBo7kJ6fIJ6uzg3j7y0TOybNvmzkUqFwkB5X5t8TG2tMXOwA+CZMT4kX7jEzfAIjf5fWDGLnyb8l7KSEu0lUUtUdqzqPuVOXmoGQ0OWMiF2L4M3fqEeQ4fmrmTE31DvlxF/AwePJ7SfVA1WFcdWvadb4HtwPRNi9/Li1/MwsbYE4NrBcLJu3gHKZ4YaP9tGXfiJqpWVlcugQVPx8BhM374TuXjxKgpF+eWEeywtzYmLS6iwX2pqJt999xOTJ/voOmShRQ8tENq3b8+SJUsAsLa2Jj8/v8L/LNWJkbkZpQUVl/YsyS/EyMJcvZ0Qdg6HZi649uwEQOf33qS0uBhDU2Ms6tah4xRffpmxSKPvdmN8SI2O42bYWe0mUUtUdqxMba1x8+7K/vcXsLzVAEoKi+gb+NEffZtScl/fxfkFGFuY6SCrmquy45V26RqxOw+wceBYVj49CGNrS/os/qhCf0ojIwb/sIjYXb9yM/yc9pOqZayszHnttT4EBk4lOjqY3r078tJLU+nR4xm++WYXmZnZpKWVFwIFBUUV9g0K2szw4f2w/qOoEzXDQ5d7NjAwwNy8/CDfunUr3bp1w8DAQOuBaUNRbh4GpiYVXjMyN6UoJ1e9nZ+WQfDQKfReOB2lkSFnv95KSX4hhXdzGPDVHA7PWUZBZhYmNlbqfSycHOj07ki+6TxMZ7nUdJUdq8K72Vw5EKaeKTixZD0j9n4NlP/lanhf30bmZhTl5Okgq5qrsuN1M+xsheL66Ger1OMFYGRhzrCQILJuJhH6jp/2E6qFHBxsWbr0A/X2e+8NZ86c1XTr1pbr1+/QsaMv9evXoXfvjkRHX6mw7w8/7GXz5s90HbLQsocWCPf88ssvbN26lTVr1mgzHq1KjblCq2H91dsm1paY2tmQfvl6hXbx+44Qv+8IADZNGtBxii9FObk0H9AD1x4d8V70AQoDA8zsbZiaeJRfPvgcCyd7xkfvBsDYsrygsqznyO6x8svs36jsWGVev419Mxd1O1VpKWV/zHylxlzBvqkz6XHlfTk0cyYlOk7LGdVslR0v60b1KCkoJC81AwCloQGlxeWX6hQGBgzbvpSUyMvse09OQtqSkZFFZmY2rq4N1a+VlpZhZmbCwoWTWbhwMgBz5qymdeum6jaxsdfIycmjTRt3nccstOuRblI8cuQIK1euZPXq1VhZWT18h8fUtYMnsHVuQOMu7QDo9O5ILoUepDgvX93G2MqC8TF7sW5cH4Bun4wjYm0IAAHWbVlUvyuL6ndldfshZCUksqh+VyLW72CBfQf1e8c/X8Pxz9dIcVAJlR2rmB2/4Ny9PU6ezQFoN3oYV34JAyBqyx46TByBQqnEsp4jrXxeIGrzT7pMr8ap7Hg9M/ZVBq6ei9LQEIVSSYeJr3N5928AdJz0OkXZuVIcaNmpU9H07DmWlJTyIm316u00aVKPkyej8PH5kLKyMm7fTmHt2lCGD++n3i8i4jIeHi4oFAp9hS605KEzCNnZ2SxYsIC1a9dia2uri5i0pqSgkK0+79F/2acYW5iRHneDHSNnYNXAiRH7vmFF64EUZecSvngtIw9tQKFUcGX/cY74r9J36LVOZccqKyGRnW9+yLDtS1GpVCRHXiZ09CdA+eWGOh5PMCF2L2UlpRyes4yk87H6TLfaq+x4HZ67gheW+zEuejeqMhUJx8+w//0FQPn9PcYWZoy/uEf9edHBezn46RK95FpTeXt3Yty4IXTpMgqlUkHDhk5s27aAJk3qsW3br7i5DcLQ0ICAgAk0bdpYvd/Nm0nUq+egx8iFtihUKpXqQQ02b95MUFAQrq6u6tfmz59PgwYNNNoWFhYSGRnJgYGTyE9MrfpoRZXyU8UyWyHTgtWBjFX14qeKBU7rOwzxCAoLPYmMjMTT0xMTE5OH71Cpzyo/R7ayCMVE+c/ueyosMycqd4BO4rznoTMIw4YNY9gwuflOCCGEqE1q1ZMUhRBCCPFopEAQQgghhAYpEIQQQgihQQoEIYQQQmh45AclCSGEEKLyFHbNUBgV/7N9io0g9+HtqpLMIAghhBBCg8wgCCGEEDWEv78/ERERKBQKPvroI5588kn1e+Hh4XzxxRcolUpcXV2ZN28eSuX/nieQGQQhhBCiBjh58iTXr19n8+bNzJs3j3nz5lV4/9NPP+XLL79k06ZN5ObmcuTIkQf2JwWCEEIIUQOEhYXh5eUFgJubG3fv3iUnJ0f9fkhICPXq1QPA3t6ejIyMB/anlUsMk6/+qrNHQYrKKX8krKgOZKyqm3b6DkA8kkJ9B1BlUlNTadWqlXrb3t6elJQULC0tAdT/TE5O5tixY0yePPmB/ckMghBCCFED/d1SS2lpabzzzjv4+flhZ2f3wP21MoOwxLWnLNZUDcgCQNWHjFX14qeKhfR1+g5DPAoLH31HUGWcnJxITf3z3JucnIyjo6N6Oycnh7fffpspU6bQtWvXh/YnMwhCCCFEDdClSxf27dsHQFRUFE5OTurLCgABAQH4+vrSrVsI/nKIAAAgAElEQVS3R+pPvuYohBBC1ABt27alVatW+Pj4oFAo8PPzIyQkBCsrK7p27cqOHTu4fv06W7duBWDAgAEPXK1ZCgQhhBCihpg2bVqFbQ8PD/W/R0ZG/qO+5BKDEEIIITRIgSCEEEIIDVIgCCGEEEKDFAhCCCGE0CAFghBCCCE01LpvMbj06IT359MxtjQn8/ptdr75Idm3kiq0cevzHF4BUzG1tSI5Ko7tr0+nIOMuCqUS70UzaNqvG6qyMm6Gn2PPxLkU5+Zh1cCJF1bOxr6pMwqFghNL1vP7yo16yrJm0NZYATzRuwuvbFjIiS+/48i8FfpIr8aR8ar+bidm4Dv+ay5fuYO1lRlL579O6M/n2LXnrLpNXn4RjnWsOP3rbBJupTHmvXVcvZ6CSqVi0ujejBvVS48ZiKpUq2YQjMzNGLLpC3a99TFL3fty6ceDDFg5u0Ib8zp2DN64iB0jZ7DEtRfJ52PxXjgdgDb/N5j6bVuy8smBLG/1AoYmxnSdMRqAAavmkHg6iuUt+7Oupy89/d/FobmrznOsKbQ5Vp6vDqC73wQSz0TrPK+aSsarZvAd/zX9vFpz7dwilvgPZ+nXv7Bg1jBiTgSofwZ4P81In/Kn8L01+Vu8e7TiYvhn7A95n4/mbiUq5paesxBV5ZEKhEuXLuHl5cWGDRu0HY9WufbsRMaVBO6cLf9Fc3bNNty8u2BsaaFu06hzG9IvXycpIgaAsMVraTHYGwCn1s1JOHaG0qJiUKm49ttJnDybAXB61WZOLFkPQE5iMplXb1KnxRO6TK9G0eZYpcZcYV2PN8i5k6LjrGouGa/qL+FWGqcjrjHx7fLVAHs814Ita8ZXaBN58SaHjscw9v96AjDG93neGtEdgMYNHWjqWpdLcXd0G7jQmocWCHl5efz3v/+lc+fOuohHqxyau5Aen6DeLs7NIy8tE/umTf5spFKhMFDe1yYfU1trzBzsuHognKb9umFqa42BiTHNB/Tgyv5jAFwKPUhBZhYA1o3r49DcRf7iqQRtjtWds9GUFRfrLJfaQMar+ouITMDVuQ4z5gTj3mEG3Qd+xtnz1yu0mb1gB9Mn9sfQ0ACAVwY+g6WlKQBhp+JITMqka6dmOo9daMdDCwRjY2NWr16Nk5OTLuLRKiNzM0oLKi7tWZJfiJGFuXo7IewcDs1ccO3ZCYDO771JaXExhqbGxO46wJ2IGKbeOcb01HBMba04vTq4Qn8mNlYM3RbEEf9VZCUkaj+pGkoXYyWqjoxX9Zd5N48L0Tfp1tmd2JMBjPhPZ17xDaKkpBSAuCtJhP9+hdeGdKqw342babi2mUb/YV8QFDACxzrW+ghfaMFDCwRDQ0NMTU11EYvWFeXmYWBqUuE1I3NTinJy1dv5aRkED51C74XTeef8LgqzcijJL6Twbg4dJr6OhaM98+3aE2DbnpToePoGfqTe16JuHXwPrifup0Mc/WyVzvKqibQ9VqJqyXhVfzbWZtR1tOGl/m0BeOv17qRn5KovGWzefoKXX2iLkVHFe9ubNHLg6tnPOXNwNh/N3cpP+yN0HrvQjlp1k2JqzJUKU54m1paY2tmQfrniNFr8viN81e4VVj75IjE7fiEvLZOinFzcvLsQs30/JfkFqEpLid66F+fu7QEwtrJgxL5vOL9+B7/NCtJpXjWRNsdKVD0Zr+rPuXEdsnPyKSsrA0ChUKBUKjD447JQ6M8R9O/9pLp9YWEx32w4RGlpeXtXZ0de8H6Knw/+s+f9i8dXrSoQrh08ga1zAxp3aQdAp3dHcin0IMV5+eo2xlYWjI/Zi3Xj+gB0+2QcEWtDAEiLvUrTft1QGJRff2v+wvMkR14GoOfcKVz7NZzwQFkDvipoc6xE1ZPxqv5at2xEg3p2fP3dYQCCd57EztYCN9fyy8vnoxNo0byBur2JiRH+i0NZv6n8XpGcnAJ+OxbDk60a6z54oRW16jkIJQWFbPV5j/7LPsXYwoz0uBvsGDkDqwZOjNj3DStaD6QoO5fwxWsZeWgDCqWCK/uPc8S//HLBof8up/8yPybE7EFVVkbapWuEjvkUgHZjfMi+nUzTfn+usx0euI7TqzbpJdfqTptj9eI3/jR+tg2W9R0pLSrmyREvcnLpBk4t+16fKVdrMl7Vn0KhYOu34xk54WsCluzGqY4VwWvGY2hoQHpGDnl5RdRzsqmwT8i6iUycsYH5X+6mpLSMF/u2YeSrXfWUgahqCpVKpXpQg8jISObPn8+tW7cwNDSkbt26BAUFYWtrq9G2sLCQyMhIDgycRH5iqtaCFlXDTxXLbIW7vsMQj0DGqnrxU8VCuswmVgeFFj5ERkbi6emJiYnJw3eozGf9cY70bBSLidE/+2ZOYbERkTfddRLnPQ+dQfD09OS7777TRSxCCCGEeEzUqnsQhBBCCPFopEAQQgghhAYpEIQQQgihQQoEIYQQQmiQAkEIIYQQGqRAEEIIIYQGKRCEEEIIoaFWPUlRCCGE0Dtbd/inzzoqBG5qI5j/TWYQhBBCCKFBCgQhhBBCaNDKJYbJV3/V2bOiReX4qWL1HYJ4RDJW1Yy9r74jEI+isFDfETy2tFIgLHHtKYs1VQOyAFD1IWNVvZQXc6f1HYZ4JJ76DuCxJZcYhBBCCKFBCgQhhBBCaJACQQghhBAapEAQQgghhAYpEIQQQgihQQoEIYQQQmiQAkEIIYQQGqRAEEIIIYSGWrdYk0uPTnh/Ph1jS3Myr99m55sfkn0rqUIbtz7P4RUwFVNbK5Kj4tj++nQKMu7iNf993F/sqW5nZG5Kbko6q58ZjFUDJ15YORv7ps4oFApOLFnP7ys36jq9GqUyY6VQKvFeNIOm/bqhKivjZvg59kycS3FuHr4H12P3RGOK8wrU/azv5Uv27WRdp1ijaOvYsm/mwoCVs7Fq4ERpcTFhn68hYv0OXadX4127dptmzV7Gza2R+rUOHVrx7bd+TJ0ayJ49x1AqlXTq1JqgoPextDQnLi6BMWP8uXHjDubmpqxd60ebNh56zEJUpVo1g2BkbsaQTV+w662PWerel0s/HmTAytkV2pjXsWPwxkXsGDmDJa69SD4fi/fC6QD88sFClrXop/65FPobEWu3AzBg1RwST0exvGV/1vX0paf/uzg0d9V5jjVFZceqzf8Npn7blqx8ciDLW72AoYkxXWeMVu+7/Y0PKoylFAeVo81j66VvPyN66z6WtejHBu9ReC+agX0zF12nWCs0bOhETMw29c/69XNYs2YXZ87EcP78JqKitlBYWERAwFoAhg//mJdffp7Ll7ezYMEkhg79EJVKpd8kRJV5pALB39+fYcOG4ePjw/nz57Udk9a49uxExpUE7pyNBuDsmm24eXfB2NJC3aZR5zakX75OUkQMAGGL19JisLdGX46tmuHcvT2nVpTPEpxetZkTS9YDkJOYTObVm9Rp8YS2U6qxKjtWTq2bk3DsDKVFxaBSce23kzh5NtN9IrWENo+tuq2bc/VAGAA5d1JIu3QVx5Zu2k5J/OHChTi6dHkKExNjlEolzz/fjsjIeLKycjh5Moo333wRgD59OmNkZEhExCU9RyyqykMLhJMnT3L9+nU2b97MvHnzmDdvni7i0gqH5i6kxyeot4tz88hLy8S+aZM/G6lUKAyU97XJx9TWGjMHuwp9dfebwPEFX6MqLQXgUuhBCjKzALBuXB+H5i4knonWYjY1W2XH6uqBcJr264aprTUGJsY0H9CDK/uPqdt2fu9NRp/ZzphzO2kzaohOcqrJtHlsXTkQhqdPf1AocGjuiq1LI26GR2g3oVoqKyuXQYOm4uExmL59J3Lx4lV69WrPnj3HycjIoqCgkNDQI/Tu3RGFQgFAWVmZen9LSzPi4hL+V/eimnlogRAWFoaXlxcAbm5u3L17l5ycHK0Hpg1G5maUFlRcuaskvxAjC3P1dkLYORyaueDasxNQfiIpLS7G0NRY3cbOrQmNOj3FhR9CNT7DxMaKoduCOOK/iqyERC1lUvNVdqxidx3gTkQMU+8cY3pqOKa2VpxeHQzA5d2HOLc2hK/avkzIa1Pp5f8ezt3a6y65Gkibx9a+Kf60GTWE6anhjIvezeG5K8hNksXgqpqVlTmvvdaHwMCpREcH07t3R156aSovvNCVp55qRr16fahTx4vMzBzefvtlrKws6NjRky+++B6VSsUvv5wgMjKegoIifaciqshDC4TU1FTs7P6s8O3t7UlJSdFqUNpSlJuHgWnFZaiNzE0pyslVb+enZRA8dAq9F07nnfO7KMzKoSS/kMK7fxZFnsP6E7N9P2UlJRX6sqhbB9+D64n76RBHP1ul3WRquMqOVYeJr2PhaM98u/YE2LYnJTqevoEfAXD882+I2b4fgJToOCI37abZC8/rLLeaSJvH1tCQIA5++iULHDoS6NyDZ6f9H406Pa39pGoZBwdbli79ABeXBiiVSt57bzhJSWksX76VlJQMMjIOkpl5kJYtXZkyZREA338/l2PHInB3H8yWLb/QtevT2Npa6TkTUVX+8U2K1fkGlNSYKxWmPE2sLTG1syH98vUK7eL3HeGrdq+w8skXidnxC3lpmRV+0TUb8DyXfzpcYR9jKwtG7PuG8+t38NusIO0mUgtUdqzcvLsQs30/JfkFqEpLid66F+fu7VEoldR9suKyyUpDQ8qKi3WSV02lrWPLzMGOBu08ufD9jwBk30oi4fhZmnRtp+WMap+MjCyuXr1V4bXS0jL27Qvj5Zd7YG5uiqGhIUOG9OLQoTMAuLk14uefl3HpUghffTWT+PibtG7dVB/hCy14aIHg5OREauqf03nJyck4OjpqNShtuXbwBLbODWjcpfyXS6d3R3Ip9CDFefnqNsZWFoyP2Yt14/oAdPtkHBFrQyr0U/dJd1Ivxld4refcKVz7NZzwwHVazqJ2qOxYpcVepWm/bigMDABo/sLzJEdeBuDV0FW0HNIXAOtG9WjxSm8u7T6ks9xqIm0dW/npmeQmp9F8YA8ATG2tafxsG/VYiqpz6lQ0PXuOJSUlA4DVq7fTpEk9mjdvwp49xyn5Y1Zn9+6jeHqW3yT64ovvsm3bAQC++243TZrUw9m5vn4SEFXuoc9B6NKlC0FBQfj4+BAVFYWTkxOWlpa6iK3KlRQUstXnPfov+xRjCzPS426wY+QMrBo4MWLfN6xoPZCi7FzCF69l5KENKJQKruw/zhH/Py8XmNrZYGxhTs6dipdZ2o3xIft2Mk37dVO/Fh64jtOrNuksv5qksmN16L/L6b/Mjwkxe1CVlZF26RqhYz5FVVbGllcm0i/oY3rMnUJZcTG/zgzkZthZPWdcvWnt2FKp2DJkEt6ff0Cvz6aiUMC5tduJ23v4b6IQleHt3Ylx44bQpcsolEoFDRs6sW3bAurXr8P48fPx8BiCUqmkefMmrFpVfrnugw98GT3an/ff/xJn53qsXz/7IZ8iqhOF6hGuGXz++ef8/vvvKBQK/Pz88PD4+wdhFBYWEhkZyYGBk8hPlJuIHnd+qlhmK9wf3lDonYxV9eKnigVO6zsM8QgKCz2JjIzE09MTExOTh+9Qqc8q/OOz4J9+VGEhREaikzjveaQnKU6bNk3bcQghhBDiMVKrnqQohBBCiEcjBYIQQgghNEiBIIQQQggNUiAIIYQQQoMUCEIIIYTQIAWCEEIIITRIgSCEEEIIDVIgCCGEEDWEv78/w4YNw8fHh/Pnz1d47/jx4wwZMoRhw4axbNmyh/YlBYIQQghRA5w8eZLr16+zefNm5s2bx7x58yq8P3fuXIKCgti4cSPHjh0jLi7ugf1JgSCEEELUAGFhYXh5eQHg5ubG3bt3yckpX049ISEBGxsb6tevj1KppHv37oSFhT2wv0d61PKjuresw9jYvRgbG1dl10ILCgsLmVFw/uENhd7JWFUvhYWFgKe+wxCPoKioCPjz/KUL/2Z1+UfZJzU1lVatWqm37e3tSUlJwdLSkpSUFOzt7Su8l5CQ8MD+qrRAKP4jg0uXLlVlt0IIIYRWFRcXY2pqqtXPMDAwwMDAgNjY0krt/6gqW/RUaYFgYWFB8+bNMTIyQqFQVGXXQgghRJVTqVQUFxdjYWGh9c8yNDTE09OT0tJ/XyAYGv7v07aTkxOpqX+upJycnIyjo+PfvpeUlISTk9OD4/1XUf4PSqUSKyurquxSCCGE0Cptzxzcz9DQ8IEn+cro0qULQUFB+Pj4EBUVhZOTE5aWlgA0atSInJwcbt68Sb169Th48CCff/75A/tTqHR54UUIIYQQWvP555/z+++/o1Ao8PPzIzo6GisrK3r37s2pU6fURYG3tzejRo16YF9SIAghhBBCg3zNUQghhBAapEAQQgghhAYpEIQQQgihQQqEKia3dDxe7j0ERQihfWVlZfoOQVQhKRCqyL3CoPwJauJxcPXqVT799FPu3Lmj71DEfXJycqSQrkFUKhWJiYlA+VfdRc0ho1lFFAoFx44dY+zYsWzbto27d+/qO6RaLSoqCldXV8zNzVm6dClJSUn6DkkAZ8+eZdy4cZw5c4aSkhJ9hyOqQG5uLkFBQXz22WesX78e4F8/CEg8XqRAqCKxsbGEhobSu3dv9uzZw86dO0lJSdF3WLXW8uXLeeONN/j000+xsrIiMDBQigQ9S0hIID8/n7S0NI4ePUpkZKScSKq5srIyLC0t6dWrF8HBwdy+fRsof+KfzBJVf1IgVJJKpSIpKYnRo0fj4eHBa6+9xuTJkzlz5gx79+4lOTlZ3yHWKvd+KS1btgx7e3vefvttPvjgA2xtbaVI0KMLFy4wefJkFAoFr7zyCmZmZoSGhnLhwgX1Gi5y/br6USqVHD9+nOPHj7NgwQJ2797N999/D6B+3L6Ma/UlBcK/dO9EpFKpqFu3LqNGjeLLL78kISGB1q1bM3r0aI4dO8ZPP/0kN8rpiEqlqrAGSGBgIA4ODowaNUpdJHz55Zfq66VCd8zNzSktLeXIkSO4uroyevRozM3NCQ0NJTIyEkCK6WooISGB77//ntatW+Pl5cXy5ctZsWIFe/bsITs7G5D7EqozeZLiv3DvRHT06FF2796NkZERo0eP5uTJkyxZsoQNGzbQuHFjIiMjUSqVtGzZUt8h1ypbtmzhxo0buLi4MGTIED788EOSk5P55ptvmDVrFgqFgo8//vgfrYomKm/+/PkEBwfz7rvvMnz4cIqKili2bBlQPiV94sQJVq1ahYWFhSz29hi7vxCPiopi06ZN5OTkMHXqVBo1asSFCxcYN24cJSUlfPXVV7Ru3VrPEYt/SwqEf6CkpES9yMaZM2cIDAxk7Nix3L59my+//JJ169Zx7tw55s2bR0hICI0bN9ZzxLXPpk2bOHz4MIMHD2bDhg106NCBsWPHMmvWLGJjY9m4cSNpaWk4ODjoO9Ra59q1a0RERLBx40aGDx/OwIEDAXjzzTdJTU0lMDAQNzc3PUcpHuRecXD69GlOnDhBq1atyMnJITk5mczMTHx8fKhfvz63bt0iOzsbDw8PfYcsKkE7S0rVQOnp6WzdupWRI0dibGzMjRs3ePrpp+ncuTNQPoU6ZswYfvzxRxITE7l165YUCDpw7xeWSqWirKyM69evM27cOM6dO4dSqVTPHIwePZqAgADu3LlDvXr19B12reTi4oKLiws2NjYsXboUU1NTOnXqRElJCYsXL5bioBq4922tZcuW0blzZ86cOUNOTg5PPPEE1tbWrF+/Hl9fXxo2bKjvUEUVMJg1a9YsfQdRHZiZmeHo6EheXh7Z2dkUFRVx+fJlmjVrhqmpKe7u7ty5c4eGDRvi7e1No0aNNK6Ji6p1/3/fmzdvYmNjg42NDTdu3GDv3r2sWrWKrKwstm3bxr59+wgKCsLe3l7PUQsXFxfq169PQEAASqWSd999V04o1ciOHTsYNGgQQ4YMoW7duuTm5pKVlYW7uzuJiYk0a9YMOzs7fYcpqoDMIDyC0tJSDAwMaNKkCfPnz+fOnTtMmDCB3NxcfvjhB3r27AlAeHi4etoUkOJAy+799926dSvBwcF4eXnRt29fjI2NcXFxwdDQEBMTE6ZNm0bz5s3V66IL/XvuueeYPXs2jRo1kpPJY+5eIV5UVISxsTGlpaWEhITw7LPP8sQTT5CZmcn27dsZNWoUzzzzDBYWFvoOWVQRuQfhIe6/5nblyhUGDRrE/PnzARg6dCi7d++muLiY6OhoxowZo77kIHQjIiICf39/Fi1ahKGhIfXq1ePOnTt88MEHODs7c/ToUdauXUuTJk30HaoQ1dahQ4f4+eefMTU15f3332f69Ok4ODjg5+dHXFwcc+fOxd/fnwYNGug7VFGFpEB4BIcOHWL58uUMGDCA/v374+DgQEBAAKWlpbz22mu4urqSnp4u09c68NfLNsnJyXz99ddMmjQJMzMz9d3w2dnZODo6UqdOHZm+FqISIiMj+fzzzxk3bhw//PADRkZGzJgxg48++ghzc3MSEhKYNGkS3bp103eooorJF1T/RnJyMvPmzQPKLy8cOHCAOXPm0L9/fyIiIpg7dy6DBw8mOzubJUuWUFRUJNOkOnB/cRAdHU1UVBRKpZKUlBT2799Pfn4+APv27UOpVPLUU09JcSBEJSQlJbFhwwaaNGlChw4dCAwMxMzMjJkzZ7Jq1SqmT59OYGCgFAc1lNyk+DcsLCxo1KgRWVlZ2NnZcfLkSXbt2sX27dtxdHQkJyeH69evM3PmTDw8PKhTp47cb6Bl9xcH3377LTt27CAsLIyUlBSeffZZfvzxRxISEjhx4gTR0dEMGTIEGxsbPUctRPVz71jLzc1FoVCQmZnJhQsXMDIyolmzZvTo0YOdO3fi7OxM06ZNsba21nfIQkvkJsW/uHdD4hNPPMHUqVO5desWmzZtIj4+HisrK5ycnEhMTGTmzJncuXMHV1dXfYdc491fHMTGxnLhwgWWL1/OkiVLuH79OhMmTKBly5ZcvHiRy5cvM3v2bLnnQIh/SaFQcOTIEZYtW0aPHj0wNTWlf//+nDt3jqysLJ599lnu3LmDubm5vkMVWib3INzn3ono0qVL5OXl8fTTTzNz5kwSEhJYv3498fHxbN26lRMnTjBlyhSZVtOxHTt2cPjwYXJycmjSpAkZGRl89tlnHDp0CBMTExkPIapAfHw8GzdupFOnTmRkZHDlyhWMjY1p1KgRwcHBODo6MmrUKNq2bUtZWZk8SrkGk5G9z73K+d133yU0NJTt27czb9487OzsGDlyJG5ubnTv3p1Zs2bJyUjHYmJi2LNnD127duWFF17g5MmTjBs3DmNjY5KSkrhw4QIlJSWygpwQ/8K94yYzMxNfX18AvLy86NOnD506daKwsBBnZ2cGDx5M/fr1ycvLA2SdhZpOZhDuU1xczBdffEGvXr145plnKrw3ffp0bt++zYYNG/QUXe2Wnp7OunXruHr1Ks899xxFRUXs2rWLjh078uuvvxIUFCSXe4SohFOnTmFhYUF6ejqzZs1i4cKFtGnTBoCpU6cydOhQPDw82LVrF4mJiYwfP16eeVDD1fp7EO6/vm1kZIRCoWDr1q3qAuHkyZNs376dBQsWEB0drc9QazV7e3vefPNNduzYwZUrV+jduzctWrTg6tWrLF++XO45EKKS0tLSmDBhAuvWreOTTz7h/fffZ8KECTRv3pxr165hYGCAjY0N/fr1w9jYWIqDWqBWzyDcKw7CwsKIj4/Hzs6Otm3bsmbNGqytrZk4cSLx8fF8/fXXzJkzByMjI32HXOulp6ezc+dO4uLieOutt2TWQIhKSkhIwMbGBmtra37++WcCAgJYvnw5KSkpfPjhh/Ts2ZM333wTV1dXeXx8LVOrLyDdW7J51apV1KtXj61bt7Jz504GDx5MTEwM77zzDh988AFeXl5SHDwm7O3tefHFF3F3d8fKykrf4QhRLd37uzA+Pp4ffviBb7/9luzsbLy9vZk+fTqTJk3C0dGRhQsXcuLECYqKivQcsdCHWj2DALB48WKef/55srKy+O6771i8eDG5ubnUq1ePqKgorKysaNKkiVTOj5l7X0cVQvw7x48fZ8WKFXTp0oX09HRsbGx47bXXsLOz4+OPP+bo0aP89ttvrFmzhtDQUDZu3IiJiYm+wxY6VOsKhHsn+piYGOLj47l16xbx8fFkZWUxc+ZMGjVqxKpVq/D19cXU1FTf4QohRJW790TYefPmUadOHSIiIrh9+zZ5eXm0bt2a33//nd69e+Pu7g5AVlaWPBCpFqp1lxgUCgWnTp3iu+++w8PDA29vby5cuMBzzz1Ho0aNOHv2LPv27SM1NVXfoQohhFYUFRXRtm1boqOjCQkJYcOGDZw+fZoff/yRTz75hCeffBJ3d3fKysoA5HJeLVVrZhDuzRykpKSwcuVKDh8+jL+/P+3btycsLIyvvvqKhg0bEhMTw5QpU+jatau+QxZCCK1IS0tj8+bNHDt2jHHjxuHs7Mz58+ext7fH3d1d1pYRQC0qEACOHDnC4sWLadiwIfv378fZ2ZlVq1bh4uJCYmIiSqWSnJwc3Nzc9B2qEELoTHh4OEFBQUyZMoX27dvrOxzxmKg1BUJ8fDxffPEF06dPx9nZmU8++YTg4GCefvppAgICcHFx0XeIQgihU9nZ2YSGhhIaGsqYMWPkCbGiglpRIBQVFbF+/XqCg4OZO3cu7du3p6ioiClTpnDkyBFcXFzYsmULZmZm+g5VCCF0qri4mOzsbOzt7fUdinjM1IoCAcqfMb5hwwYyMzPp378/bdu25ZdffiEpKYlnn31WHrgjhBBC3KfWFAhQ/hS+kJAQDh8+TM+ePTlw4ABvv/22TKsJIYQQf1GrCgSAu3fvsm7dOuLi4vDy8uLFF1+UhyAJIYQQf1HrnoNgY2PDiBEjaNu2Lb///jsXL16U4kAIIYT4i1pXIED58/wHDvrebT0AAABWSURBVBxIs2bNcHR01Hc4QgghxGOn1l1iuJ88z18IIYT4e7W6QBBCCCHE36uVlxiEEEII8WBSIAghhBBCgxQIQgghhNAgBYIQQgghNEiBIIQQQggN/w+DmQ6YXSzgAwAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 576x396 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "GBFS-dF2D6-4",
        "outputId": "19a32aa4-82c7-4d6f-e510-f673fbe5b8bb",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 401,
          "referenced_widgets": [
            "a0002964650f4655b106589a1b480773"
          ]
        }
      },
      "source": [
        "plot_model(tuned_rf, plot='error')"
      ],
      "execution_count": 40,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 576x396 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "xi2bF5hWEtit"
      },
      "source": [
        "Before finalizing the model, it is advisable to perform one final check by predicting the test/hold-out set and reviewing the evaluation metrics. If you look at the inforamtion text above, you will see that 30% of the data has been separated out as a test/hold-out sample. All of the evaluation metrics we have seen above are cross validated results based on the training set (70%) only. Now, using our final trained model stored in the tuned_knn variable we will predict against the hold-out sample and evaluate the metrics to see if they are materially different than the CV results."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "eilkF_aEEe2Y",
        "outputId": "10668cee-3ee4-4ee5-d188-c6ff6b00e248",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 80
        }
      },
      "source": [
        "predict_model(tuned_rf);"
      ],
      "execution_count": 64,
      "outputs": [
        {
          "output_type": "display_data",
          "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>Model</th>\n",
              "      <th>Accuracy</th>\n",
              "      <th>AUC</th>\n",
              "      <th>Recall</th>\n",
              "      <th>Prec.</th>\n",
              "      <th>F1</th>\n",
              "      <th>Kappa</th>\n",
              "      <th>MCC</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Random Forest Classifier</td>\n",
              "      <td>0.958</td>\n",
              "      <td>0</td>\n",
              "      <td>0.9575</td>\n",
              "      <td>0.9581</td>\n",
              "      <td>0.958</td>\n",
              "      <td>0.9533</td>\n",
              "      <td>0.9533</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                      Model  Accuracy  AUC  ...     F1   Kappa     MCC\n",
              "0  Random Forest Classifier     0.958    0  ...  0.958  0.9533  0.9533\n",
              "\n",
              "[1 rows x 8 columns]"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "_s5vK5GiFDBB"
      },
      "source": [
        "Model finalization is the last step in the experiment. The finalize_model() function fits the model onto the complete dataset including the test/hold-out sample (30% in this case). The purpose of this function is to train the model on the complete dataset before it is deployed in production."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "0khvHJ9bFEzf"
      },
      "source": [
        "final_rf = finalize_model(tuned_rf)"
      ],
      "execution_count": 65,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "QZwXSlr9FlD-"
      },
      "source": [
        "We have now finished the experiment by finalizing the tuned_knn model which is now stored in the final_knn variable. This brings us to the end of our experiment, but one question is still to be asked: What happens when you have more new data to predict? Or what if you want to use this model in some other project? Do you have to go through the entire experiment again? The answer is no. We have the option of saving our trained models. PyCaret's inbuilt function save_model() allows you to save the model along with entire transformation pipeline for later use."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "71cZTYkAFd0h",
        "outputId": "4280368b-0924-412d-f185-6aec4f911102",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "save_model(final_rf,'Final_RF_Model_16Oct2020')"
      ],
      "execution_count": 66,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Transformation Pipeline and Model Succesfully Saved\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "YkYO9YU8GGU5"
      },
      "source": [
        "To load a saved model at a future date in the same or an alternative environment, we would use PyCaret's load_model() function and then easily apply the saved model on new unseen data for prediction."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "NEYUORTmGAvV",
        "outputId": "42d95c23-5db3-422a-cf5f-f072a3b9a27e",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "saved_final_rf = load_model('Final_RF_Model_16Oct2020')"
      ],
      "execution_count": 67,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Transformation Pipeline and Model Successfully Loaded\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "OExGlv7NGRoO",
        "outputId": "4980d86c-476b-4d51-e02c-e81f135123c3",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 253
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      "source": [
        "new_prediction = predict_model(saved_final_rf, data=df_test)\n",
        "new_prediction.head()"
      ],
      "execution_count": 68,
      "outputs": [
        {
          "output_type": "execute_result",
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              "<p>5 rows × 787 columns</p>\n",
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            ],
            "text/plain": [
              "   0  1  2  3  4  5  6  7  8  ...  778  779  780  781  782  783  784  Label   Score\n",
              "0  2  0  0  0  0  0  0  0  0  ...    0    0    0    0    0    0    0      2  0.6669\n",
              "1  1  0  0  0  0  0  0  0  0  ...    0    0    0    0    0    0    0      1  1.0000\n",
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              "\n",
              "[5 rows x 787 columns]"
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          },
          "metadata": {
            "tags": []
          },
          "execution_count": 68
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "eEUv4TLSXC_y",
        "outputId": "2ee2079a-f05a-4d78-c0a7-f1faa1c53ca9",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 359
        }
      },
      "source": [
        "comparison_df = new_prediction[['0', 'Label', 'Score']]\n",
        "comparison_df.head(10)"
      ],
      "execution_count": 78,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "    .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>0</th>\n",
              "      <th>Label</th>\n",
              "      <th>Score</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>0.6669</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1.0000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.9208</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>0.9196</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0.9998</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>0.6940</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>9</td>\n",
              "      <td>9</td>\n",
              "      <td>0.6665</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>0.2077</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>9</td>\n",
              "      <td>9</td>\n",
              "      <td>0.8331</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.9656</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   0 Label   Score\n",
              "0  2     2  0.6669\n",
              "1  1     1  1.0000\n",
              "2  0     0  0.9208\n",
              "3  4     4  0.9196\n",
              "4  1     1  0.9998\n",
              "5  4     4  0.6940\n",
              "6  9     9  0.6665\n",
              "7  5     5  0.2077\n",
              "8  9     9  0.8331\n",
              "9  0     0  0.9656"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 78
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ehrVZRQQFrlb"
      },
      "source": [
        "# **Can you try predicting the hand written digit using Logistic Regression?**"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "XzTESrCPGFkd"
      },
      "source": [
        "Hints:\n",
        "1. You can use Logistic Regression algorithm from Scikit Learn\n",
        "\n",
        " -> from sklearn.linear_model import LogisticRegression\n",
        "\n",
        "2. You can use lr model from PyCaret\n",
        "\n",
        " -> lr = create_model('lr')"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "cFeyikr7GvDy"
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "hklGsMjYGoki"
      },
      "source": [
        "This is a free code for tutorial sponsored by **Yubo AI Labs**\n",
        "\n",
        "If you liked the content and want more learning/job opportunities in the domain of AI:\n",
        "\n",
        "Give Yubo AI Labs a 5 star rating at: https://rb.gy/qsrkle\n",
        "\n",
        "Follow Yubo on Linkedin for latest updates on AI: https://www.linkedin.com/company/hellooyubo/\n",
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        "Like and follow Yubo on FB: https://www.facebook.com/HelloYubo\n",
        "\n"
      ]
    }
  ]
}