MNIST_pytorch.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "21069af0-f815-41a9-94df-5ada28239f14",
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "from sklearn.datasets import fetch_openml\n",
    "import pandas as pd \n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "pd.set_option(\"display.max_columns\", None)\n",
    "mnist = fetch_openml('mnist_784', version=1)\n",
    "X = mnist['data'] \n",
    "y = mnist['target']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "672eb945-b637-41c9-8fd2-7cfe400f420f",
   "metadata": {},
   "outputs": [
    {
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       "      <th>pixel508</th>\n",
       "      <th>pixel509</th>\n",
       "      <th>pixel510</th>\n",
       "      <th>pixel511</th>\n",
       "      <th>pixel512</th>\n",
       "      <th>pixel513</th>\n",
       "      <th>pixel514</th>\n",
       "      <th>pixel515</th>\n",
       "      <th>pixel516</th>\n",
       "      <th>pixel517</th>\n",
       "      <th>pixel518</th>\n",
       "      <th>pixel519</th>\n",
       "      <th>pixel520</th>\n",
       "      <th>pixel521</th>\n",
       "      <th>pixel522</th>\n",
       "      <th>pixel523</th>\n",
       "      <th>pixel524</th>\n",
       "      <th>pixel525</th>\n",
       "      <th>pixel526</th>\n",
       "      <th>pixel527</th>\n",
       "      <th>pixel528</th>\n",
       "      <th>pixel529</th>\n",
       "      <th>pixel530</th>\n",
       "      <th>pixel531</th>\n",
       "      <th>pixel532</th>\n",
       "      <th>pixel533</th>\n",
       "      <th>pixel534</th>\n",
       "      <th>pixel535</th>\n",
       "      <th>pixel536</th>\n",
       "      <th>pixel537</th>\n",
       "      <th>pixel538</th>\n",
       "      <th>pixel539</th>\n",
       "      <th>pixel540</th>\n",
       "      <th>pixel541</th>\n",
       "      <th>pixel542</th>\n",
       "      <th>pixel543</th>\n",
       "      <th>pixel544</th>\n",
       "      <th>pixel545</th>\n",
       "      <th>pixel546</th>\n",
       "      <th>pixel547</th>\n",
       "      <th>pixel548</th>\n",
       "      <th>pixel549</th>\n",
       "      <th>pixel550</th>\n",
       "      <th>pixel551</th>\n",
       "      <th>pixel552</th>\n",
       "      <th>pixel553</th>\n",
       "      <th>pixel554</th>\n",
       "      <th>pixel555</th>\n",
       "      <th>pixel556</th>\n",
       "      <th>pixel557</th>\n",
       "      <th>pixel558</th>\n",
       "      <th>pixel559</th>\n",
       "      <th>pixel560</th>\n",
       "      <th>pixel561</th>\n",
       "      <th>pixel562</th>\n",
       "      <th>pixel563</th>\n",
       "      <th>pixel564</th>\n",
       "      <th>pixel565</th>\n",
       "      <th>pixel566</th>\n",
       "      <th>pixel567</th>\n",
       "      <th>pixel568</th>\n",
       "      <th>pixel569</th>\n",
       "      <th>pixel570</th>\n",
       "      <th>pixel571</th>\n",
       "      <th>pixel572</th>\n",
       "      <th>pixel573</th>\n",
       "      <th>pixel574</th>\n",
       "      <th>pixel575</th>\n",
       "      <th>pixel576</th>\n",
       "      <th>pixel577</th>\n",
       "      <th>pixel578</th>\n",
       "      <th>pixel579</th>\n",
       "      <th>pixel580</th>\n",
       "      <th>pixel581</th>\n",
       "      <th>pixel582</th>\n",
       "      <th>pixel583</th>\n",
       "      <th>pixel584</th>\n",
       "      <th>pixel585</th>\n",
       "      <th>pixel586</th>\n",
       "      <th>pixel587</th>\n",
       "      <th>pixel588</th>\n",
       "      <th>pixel589</th>\n",
       "      <th>pixel590</th>\n",
       "      <th>pixel591</th>\n",
       "      <th>pixel592</th>\n",
       "      <th>pixel593</th>\n",
       "      <th>pixel594</th>\n",
       "      <th>pixel595</th>\n",
       "      <th>pixel596</th>\n",
       "      <th>pixel597</th>\n",
       "      <th>pixel598</th>\n",
       "      <th>pixel599</th>\n",
       "      <th>pixel600</th>\n",
       "      <th>pixel601</th>\n",
       "      <th>pixel602</th>\n",
       "      <th>pixel603</th>\n",
       "      <th>pixel604</th>\n",
       "      <th>pixel605</th>\n",
       "      <th>pixel606</th>\n",
       "      <th>pixel607</th>\n",
       "      <th>pixel608</th>\n",
       "      <th>pixel609</th>\n",
       "      <th>pixel610</th>\n",
       "      <th>pixel611</th>\n",
       "      <th>pixel612</th>\n",
       "      <th>pixel613</th>\n",
       "      <th>pixel614</th>\n",
       "      <th>pixel615</th>\n",
       "      <th>pixel616</th>\n",
       "      <th>pixel617</th>\n",
       "      <th>pixel618</th>\n",
       "      <th>pixel619</th>\n",
       "      <th>pixel620</th>\n",
       "      <th>pixel621</th>\n",
       "      <th>pixel622</th>\n",
       "      <th>pixel623</th>\n",
       "      <th>pixel624</th>\n",
       "      <th>pixel625</th>\n",
       "      <th>pixel626</th>\n",
       "      <th>pixel627</th>\n",
       "      <th>pixel628</th>\n",
       "      <th>pixel629</th>\n",
       "      <th>pixel630</th>\n",
       "      <th>pixel631</th>\n",
       "      <th>pixel632</th>\n",
       "      <th>pixel633</th>\n",
       "      <th>pixel634</th>\n",
       "      <th>pixel635</th>\n",
       "      <th>pixel636</th>\n",
       "      <th>pixel637</th>\n",
       "      <th>pixel638</th>\n",
       "      <th>pixel639</th>\n",
       "      <th>pixel640</th>\n",
       "      <th>pixel641</th>\n",
       "      <th>pixel642</th>\n",
       "      <th>pixel643</th>\n",
       "      <th>pixel644</th>\n",
       "      <th>pixel645</th>\n",
       "      <th>pixel646</th>\n",
       "      <th>pixel647</th>\n",
       "      <th>pixel648</th>\n",
       "      <th>pixel649</th>\n",
       "      <th>pixel650</th>\n",
       "      <th>pixel651</th>\n",
       "      <th>pixel652</th>\n",
       "      <th>pixel653</th>\n",
       "      <th>pixel654</th>\n",
       "      <th>pixel655</th>\n",
       "      <th>pixel656</th>\n",
       "      <th>pixel657</th>\n",
       "      <th>pixel658</th>\n",
       "      <th>pixel659</th>\n",
       "      <th>pixel660</th>\n",
       "      <th>pixel661</th>\n",
       "      <th>pixel662</th>\n",
       "      <th>pixel663</th>\n",
       "      <th>pixel664</th>\n",
       "      <th>pixel665</th>\n",
       "      <th>pixel666</th>\n",
       "      <th>pixel667</th>\n",
       "      <th>pixel668</th>\n",
       "      <th>pixel669</th>\n",
       "      <th>pixel670</th>\n",
       "      <th>pixel671</th>\n",
       "      <th>pixel672</th>\n",
       "      <th>pixel673</th>\n",
       "      <th>pixel674</th>\n",
       "      <th>pixel675</th>\n",
       "      <th>pixel676</th>\n",
       "      <th>pixel677</th>\n",
       "      <th>pixel678</th>\n",
       "      <th>pixel679</th>\n",
       "      <th>pixel680</th>\n",
       "      <th>pixel681</th>\n",
       "      <th>pixel682</th>\n",
       "      <th>pixel683</th>\n",
       "      <th>pixel684</th>\n",
       "      <th>pixel685</th>\n",
       "      <th>pixel686</th>\n",
       "      <th>pixel687</th>\n",
       "      <th>pixel688</th>\n",
       "      <th>pixel689</th>\n",
       "      <th>pixel690</th>\n",
       "      <th>pixel691</th>\n",
       "      <th>pixel692</th>\n",
       "      <th>pixel693</th>\n",
       "      <th>pixel694</th>\n",
       "      <th>pixel695</th>\n",
       "      <th>pixel696</th>\n",
       "      <th>pixel697</th>\n",
       "      <th>pixel698</th>\n",
       "      <th>pixel699</th>\n",
       "      <th>pixel700</th>\n",
       "      <th>pixel701</th>\n",
       "      <th>pixel702</th>\n",
       "      <th>pixel703</th>\n",
       "      <th>pixel704</th>\n",
       "      <th>pixel705</th>\n",
       "      <th>pixel706</th>\n",
       "      <th>pixel707</th>\n",
       "      <th>pixel708</th>\n",
       "      <th>pixel709</th>\n",
       "      <th>pixel710</th>\n",
       "      <th>pixel711</th>\n",
       "      <th>pixel712</th>\n",
       "      <th>pixel713</th>\n",
       "      <th>pixel714</th>\n",
       "      <th>pixel715</th>\n",
       "      <th>pixel716</th>\n",
       "      <th>pixel717</th>\n",
       "      <th>pixel718</th>\n",
       "      <th>pixel719</th>\n",
       "      <th>pixel720</th>\n",
       "      <th>pixel721</th>\n",
       "      <th>pixel722</th>\n",
       "      <th>pixel723</th>\n",
       "      <th>pixel724</th>\n",
       "      <th>pixel725</th>\n",
       "      <th>pixel726</th>\n",
       "      <th>pixel727</th>\n",
       "      <th>pixel728</th>\n",
       "      <th>pixel729</th>\n",
       "      <th>pixel730</th>\n",
       "      <th>pixel731</th>\n",
       "      <th>pixel732</th>\n",
       "      <th>pixel733</th>\n",
       "      <th>pixel734</th>\n",
       "      <th>pixel735</th>\n",
       "      <th>pixel736</th>\n",
       "      <th>pixel737</th>\n",
       "      <th>pixel738</th>\n",
       "      <th>pixel739</th>\n",
       "      <th>pixel740</th>\n",
       "      <th>pixel741</th>\n",
       "      <th>pixel742</th>\n",
       "      <th>pixel743</th>\n",
       "      <th>pixel744</th>\n",
       "      <th>pixel745</th>\n",
       "      <th>pixel746</th>\n",
       "      <th>pixel747</th>\n",
       "      <th>pixel748</th>\n",
       "      <th>pixel749</th>\n",
       "      <th>pixel750</th>\n",
       "      <th>pixel751</th>\n",
       "      <th>pixel752</th>\n",
       "      <th>pixel753</th>\n",
       "      <th>pixel754</th>\n",
       "      <th>pixel755</th>\n",
       "      <th>pixel756</th>\n",
       "      <th>pixel757</th>\n",
       "      <th>pixel758</th>\n",
       "      <th>pixel759</th>\n",
       "      <th>pixel760</th>\n",
       "      <th>pixel761</th>\n",
       "      <th>pixel762</th>\n",
       "      <th>pixel763</th>\n",
       "      <th>pixel764</th>\n",
       "      <th>pixel765</th>\n",
       "      <th>pixel766</th>\n",
       "      <th>pixel767</th>\n",
       "      <th>pixel768</th>\n",
       "      <th>pixel769</th>\n",
       "      <th>pixel770</th>\n",
       "      <th>pixel771</th>\n",
       "      <th>pixel772</th>\n",
       "      <th>pixel773</th>\n",
       "      <th>pixel774</th>\n",
       "      <th>pixel775</th>\n",
       "      <th>pixel776</th>\n",
       "      <th>pixel777</th>\n",
       "      <th>pixel778</th>\n",
       "      <th>pixel779</th>\n",
       "      <th>pixel780</th>\n",
       "      <th>pixel781</th>\n",
       "      <th>pixel782</th>\n",
       "      <th>pixel783</th>\n",
       "      <th>pixel784</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</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>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "      <td>126</td>\n",
       "      <td>136</td>\n",
       "      <td>175</td>\n",
       "      <td>26</td>\n",
       "      <td>166</td>\n",
       "      <td>255</td>\n",
       "      <td>247</td>\n",
       "      <td>127</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>30</td>\n",
       "      <td>36</td>\n",
       "      <td>94</td>\n",
       "      <td>154</td>\n",
       "      <td>170</td>\n",
       "      <td>253</td>\n",
       "      <td>253</td>\n",
       "      <td>253</td>\n",
       "      <td>253</td>\n",
       "      <td>253</td>\n",
       "      <td>225</td>\n",
       "      <td>172</td>\n",
       "      <td>253</td>\n",
       "      <td>242</td>\n",
       "      <td>195</td>\n",
       "      <td>64</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>238</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>251</td>\n",
       "      <td>93</td>\n",
       "      <td>82</td>\n",
       "      <td>82</td>\n",
       "      <td>56</td>\n",
       "      <td>39</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</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>219</td>\n",
       "      <td>253</td>\n",
       "      <td>253</td>\n",
       "      <td>253</td>\n",
       "      <td>253</td>\n",
       "      <td>253</td>\n",
       "      <td>198</td>\n",
       "      <td>182</td>\n",
       "      <td>247</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>80</td>\n",
       "      <td>156</td>\n",
       "      <td>107</td>\n",
       "      <td>253</td>\n",
       "      <td>253</td>\n",
       "      <td>205</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>43</td>\n",
       "      <td>154</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>1</td>\n",
       "      <td>154</td>\n",
       "      <td>253</td>\n",
       "      <td>90</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>253</td>\n",
       "      <td>190</td>\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>11</td>\n",
       "      <td>190</td>\n",
       "      <td>253</td>\n",
       "      <td>70</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>241</td>\n",
       "      <td>225</td>\n",
       "      <td>160</td>\n",
       "      <td>108</td>\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>81</td>\n",
       "      <td>240</td>\n",
       "      <td>253</td>\n",
       "      <td>253</td>\n",
       "      <td>119</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>186</td>\n",
       "      <td>253</td>\n",
       "      <td>253</td>\n",
       "      <td>150</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>16</td>\n",
       "      <td>93</td>\n",
       "      <td>252</td>\n",
       "      <td>253</td>\n",
       "      <td>187</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>249</td>\n",
       "      <td>253</td>\n",
       "      <td>249</td>\n",
       "      <td>64</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>46</td>\n",
       "      <td>130</td>\n",
       "      <td>183</td>\n",
       "      <td>253</td>\n",
       "      <td>253</td>\n",
       "      <td>207</td>\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>39</td>\n",
       "      <td>148</td>\n",
       "      <td>229</td>\n",
       "      <td>253</td>\n",
       "      <td>253</td>\n",
       "      <td>253</td>\n",
       "      <td>250</td>\n",
       "      <td>182</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>114</td>\n",
       "      <td>221</td>\n",
       "      <td>253</td>\n",
       "      <td>253</td>\n",
       "      <td>253</td>\n",
       "      <td>253</td>\n",
       "      <td>201</td>\n",
       "      <td>78</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>66</td>\n",
       "      <td>213</td>\n",
       "      <td>253</td>\n",
       "      <td>253</td>\n",
       "      <td>253</td>\n",
       "      <td>253</td>\n",
       "      <td>198</td>\n",
       "      <td>81</td>\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>18</td>\n",
       "      <td>171</td>\n",
       "      <td>219</td>\n",
       "      <td>253</td>\n",
       "      <td>253</td>\n",
       "      <td>253</td>\n",
       "      <td>253</td>\n",
       "      <td>195</td>\n",
       "      <td>80</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>0</td>\n",
       "      <td>0</td>\n",
       "      <td>55</td>\n",
       "      <td>172</td>\n",
       "      <td>226</td>\n",
       "      <td>253</td>\n",
       "      <td>253</td>\n",
       "      <td>253</td>\n",
       "      <td>253</td>\n",
       "      <td>244</td>\n",
       "      <td>133</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>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>136</td>\n",
       "      <td>253</td>\n",
       "      <td>253</td>\n",
       "      <td>253</td>\n",
       "      <td>212</td>\n",
       "      <td>135</td>\n",
       "      <td>132</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <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>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>51</td>\n",
       "      <td>159</td>\n",
       "      <td>253</td>\n",
       "      <td>159</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>238</td>\n",
       "      <td>252</td>\n",
       "      <td>252</td>\n",
       "      <td>252</td>\n",
       "      <td>237</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>54</td>\n",
       "      <td>227</td>\n",
       "      <td>253</td>\n",
       "      <td>252</td>\n",
       "      <td>239</td>\n",
       "      <td>233</td>\n",
       "      <td>252</td>\n",
       "      <td>57</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>0</td>\n",
       "      <td>10</td>\n",
       "      <td>60</td>\n",
       "      <td>224</td>\n",
       "      <td>252</td>\n",
       "      <td>253</td>\n",
       "      <td>252</td>\n",
       "      <td>202</td>\n",
       "      <td>84</td>\n",
       "      <td>252</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>163</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>96</td>\n",
       "      <td>189</td>\n",
       "      <td>253</td>\n",
       "      <td>167</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>51</td>\n",
       "      <td>238</td>\n",
       "      <td>253</td>\n",
       "      <td>253</td>\n",
       "      <td>190</td>\n",
       "      <td>114</td>\n",
       "      <td>253</td>\n",
       "      <td>228</td>\n",
       "      <td>47</td>\n",
       "      <td>79</td>\n",
       "      <td>255</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>48</td>\n",
       "      <td>238</td>\n",
       "      <td>252</td>\n",
       "      <td>252</td>\n",
       "      <td>179</td>\n",
       "      <td>12</td>\n",
       "      <td>75</td>\n",
       "      <td>121</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>253</td>\n",
       "      <td>243</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>165</td>\n",
       "      <td>253</td>\n",
       "      <td>233</td>\n",
       "      <td>208</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>253</td>\n",
       "      <td>252</td>\n",
       "      <td>165</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>178</td>\n",
       "      <td>252</td>\n",
       "      <td>240</td>\n",
       "      <td>71</td>\n",
       "      <td>19</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>253</td>\n",
       "      <td>252</td>\n",
       "      <td>195</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>57</td>\n",
       "      <td>252</td>\n",
       "      <td>252</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>0</td>\n",
       "      <td>0</td>\n",
       "      <td>253</td>\n",
       "      <td>252</td>\n",
       "      <td>195</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>198</td>\n",
       "      <td>253</td>\n",
       "      <td>190</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>255</td>\n",
       "      <td>253</td>\n",
       "      <td>196</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>76</td>\n",
       "      <td>246</td>\n",
       "      <td>252</td>\n",
       "      <td>112</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>252</td>\n",
       "      <td>148</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>85</td>\n",
       "      <td>252</td>\n",
       "      <td>230</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>135</td>\n",
       "      <td>253</td>\n",
       "      <td>186</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>85</td>\n",
       "      <td>252</td>\n",
       "      <td>223</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>131</td>\n",
       "      <td>252</td>\n",
       "      <td>225</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>85</td>\n",
       "      <td>252</td>\n",
       "      <td>145</td>\n",
       "      <td>0</td>\n",
       "      <td>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>165</td>\n",
       "      <td>252</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>86</td>\n",
       "      <td>253</td>\n",
       "      <td>225</td>\n",
       "      <td>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>238</td>\n",
       "      <td>253</td>\n",
       "      <td>162</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>85</td>\n",
       "      <td>252</td>\n",
       "      <td>249</td>\n",
       "      <td>146</td>\n",
       "      <td>48</td>\n",
       "      <td>29</td>\n",
       "      <td>85</td>\n",
       "      <td>178</td>\n",
       "      <td>225</td>\n",
       "      <td>253</td>\n",
       "      <td>223</td>\n",
       "      <td>167</td>\n",
       "      <td>56</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>85</td>\n",
       "      <td>252</td>\n",
       "      <td>252</td>\n",
       "      <td>252</td>\n",
       "      <td>229</td>\n",
       "      <td>215</td>\n",
       "      <td>252</td>\n",
       "      <td>252</td>\n",
       "      <td>252</td>\n",
       "      <td>196</td>\n",
       "      <td>130</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>199</td>\n",
       "      <td>252</td>\n",
       "      <td>252</td>\n",
       "      <td>253</td>\n",
       "      <td>252</td>\n",
       "      <td>252</td>\n",
       "      <td>233</td>\n",
       "      <td>145</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>128</td>\n",
       "      <td>252</td>\n",
       "      <td>253</td>\n",
       "      <td>252</td>\n",
       "      <td>141</td>\n",
       "      <td>37</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <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>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>67</td>\n",
       "      <td>232</td>\n",
       "      <td>39</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>81</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>120</td>\n",
       "      <td>180</td>\n",
       "      <td>39</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>126</td>\n",
       "      <td>163</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>153</td>\n",
       "      <td>210</td>\n",
       "      <td>40</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>220</td>\n",
       "      <td>163</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>27</td>\n",
       "      <td>254</td>\n",
       "      <td>162</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>222</td>\n",
       "      <td>163</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>183</td>\n",
       "      <td>254</td>\n",
       "      <td>125</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>46</td>\n",
       "      <td>245</td>\n",
       "      <td>163</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>198</td>\n",
       "      <td>254</td>\n",
       "      <td>56</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>120</td>\n",
       "      <td>254</td>\n",
       "      <td>163</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>231</td>\n",
       "      <td>254</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>159</td>\n",
       "      <td>254</td>\n",
       "      <td>120</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>163</td>\n",
       "      <td>254</td>\n",
       "      <td>216</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>254</td>\n",
       "      <td>67</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>86</td>\n",
       "      <td>178</td>\n",
       "      <td>248</td>\n",
       "      <td>254</td>\n",
       "      <td>91</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>254</td>\n",
       "      <td>85</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>47</td>\n",
       "      <td>49</td>\n",
       "      <td>116</td>\n",
       "      <td>144</td>\n",
       "      <td>150</td>\n",
       "      <td>241</td>\n",
       "      <td>243</td>\n",
       "      <td>234</td>\n",
       "      <td>179</td>\n",
       "      <td>241</td>\n",
       "      <td>252</td>\n",
       "      <td>40</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>150</td>\n",
       "      <td>253</td>\n",
       "      <td>237</td>\n",
       "      <td>207</td>\n",
       "      <td>207</td>\n",
       "      <td>207</td>\n",
       "      <td>253</td>\n",
       "      <td>254</td>\n",
       "      <td>250</td>\n",
       "      <td>240</td>\n",
       "      <td>198</td>\n",
       "      <td>143</td>\n",
       "      <td>91</td>\n",
       "      <td>28</td>\n",
       "      <td>5</td>\n",
       "      <td>233</td>\n",
       "      <td>250</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>119</td>\n",
       "      <td>177</td>\n",
       "      <td>177</td>\n",
       "      <td>177</td>\n",
       "      <td>177</td>\n",
       "      <td>177</td>\n",
       "      <td>98</td>\n",
       "      <td>56</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>102</td>\n",
       "      <td>254</td>\n",
       "      <td>220</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>254</td>\n",
       "      <td>137</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>254</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>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>254</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>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>255</td>\n",
       "      <td>94</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>254</td>\n",
       "      <td>96</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>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>169</td>\n",
       "      <td>255</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>96</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>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <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>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>124</td>\n",
       "      <td>253</td>\n",
       "      <td>255</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>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>244</td>\n",
       "      <td>251</td>\n",
       "      <td>253</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>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>127</td>\n",
       "      <td>251</td>\n",
       "      <td>251</td>\n",
       "      <td>253</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>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>68</td>\n",
       "      <td>236</td>\n",
       "      <td>251</td>\n",
       "      <td>211</td>\n",
       "      <td>31</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>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>60</td>\n",
       "      <td>228</td>\n",
       "      <td>251</td>\n",
       "      <td>251</td>\n",
       "      <td>94</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>253</td>\n",
       "      <td>253</td>\n",
       "      <td>189</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>253</td>\n",
       "      <td>251</td>\n",
       "      <td>235</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>32</td>\n",
       "      <td>205</td>\n",
       "      <td>253</td>\n",
       "      <td>251</td>\n",
       "      <td>126</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>104</td>\n",
       "      <td>251</td>\n",
       "      <td>253</td>\n",
       "      <td>184</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>80</td>\n",
       "      <td>240</td>\n",
       "      <td>251</td>\n",
       "      <td>193</td>\n",
       "      <td>23</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>253</td>\n",
       "      <td>253</td>\n",
       "      <td>253</td>\n",
       "      <td>159</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>151</td>\n",
       "      <td>251</td>\n",
       "      <td>251</td>\n",
       "      <td>251</td>\n",
       "      <td>39</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>221</td>\n",
       "      <td>251</td>\n",
       "      <td>251</td>\n",
       "      <td>172</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>251</td>\n",
       "      <td>251</td>\n",
       "      <td>196</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>253</td>\n",
       "      <td>251</td>\n",
       "      <td>251</td>\n",
       "      <td>89</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>255</td>\n",
       "      <td>253</td>\n",
       "      <td>253</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>48</td>\n",
       "      <td>228</td>\n",
       "      <td>253</td>\n",
       "      <td>247</td>\n",
       "      <td>140</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>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>64</td>\n",
       "      <td>251</td>\n",
       "      <td>253</td>\n",
       "      <td>220</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>64</td>\n",
       "      <td>251</td>\n",
       "      <td>253</td>\n",
       "      <td>220</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>193</td>\n",
       "      <td>253</td>\n",
       "      <td>220</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <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>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>55</td>\n",
       "      <td>148</td>\n",
       "      <td>210</td>\n",
       "      <td>253</td>\n",
       "      <td>253</td>\n",
       "      <td>113</td>\n",
       "      <td>87</td>\n",
       "      <td>148</td>\n",
       "      <td>55</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>232</td>\n",
       "      <td>252</td>\n",
       "      <td>253</td>\n",
       "      <td>189</td>\n",
       "      <td>210</td>\n",
       "      <td>252</td>\n",
       "      <td>252</td>\n",
       "      <td>253</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>57</td>\n",
       "      <td>242</td>\n",
       "      <td>252</td>\n",
       "      <td>190</td>\n",
       "      <td>65</td>\n",
       "      <td>5</td>\n",
       "      <td>12</td>\n",
       "      <td>182</td>\n",
       "      <td>252</td>\n",
       "      <td>253</td>\n",
       "      <td>116</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>252</td>\n",
       "      <td>252</td>\n",
       "      <td>183</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>92</td>\n",
       "      <td>252</td>\n",
       "      <td>252</td>\n",
       "      <td>225</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>132</td>\n",
       "      <td>253</td>\n",
       "      <td>252</td>\n",
       "      <td>146</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>215</td>\n",
       "      <td>252</td>\n",
       "      <td>252</td>\n",
       "      <td>79</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>126</td>\n",
       "      <td>253</td>\n",
       "      <td>247</td>\n",
       "      <td>176</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>78</td>\n",
       "      <td>245</td>\n",
       "      <td>253</td>\n",
       "      <td>129</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>232</td>\n",
       "      <td>252</td>\n",
       "      <td>176</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>36</td>\n",
       "      <td>201</td>\n",
       "      <td>252</td>\n",
       "      <td>252</td>\n",
       "      <td>169</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>22</td>\n",
       "      <td>252</td>\n",
       "      <td>252</td>\n",
       "      <td>30</td>\n",
       "      <td>22</td>\n",
       "      <td>119</td>\n",
       "      <td>197</td>\n",
       "      <td>241</td>\n",
       "      <td>253</td>\n",
       "      <td>252</td>\n",
       "      <td>251</td>\n",
       "      <td>77</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>231</td>\n",
       "      <td>252</td>\n",
       "      <td>253</td>\n",
       "      <td>252</td>\n",
       "      <td>252</td>\n",
       "      <td>252</td>\n",
       "      <td>226</td>\n",
       "      <td>227</td>\n",
       "      <td>252</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>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>55</td>\n",
       "      <td>235</td>\n",
       "      <td>253</td>\n",
       "      <td>217</td>\n",
       "      <td>138</td>\n",
       "      <td>42</td>\n",
       "      <td>24</td>\n",
       "      <td>192</td>\n",
       "      <td>252</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>62</td>\n",
       "      <td>255</td>\n",
       "      <td>253</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>71</td>\n",
       "      <td>253</td>\n",
       "      <td>252</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>252</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>71</td>\n",
       "      <td>253</td>\n",
       "      <td>252</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>106</td>\n",
       "      <td>253</td>\n",
       "      <td>252</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>255</td>\n",
       "      <td>253</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</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>252</td>\n",
       "      <td>56</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>252</td>\n",
       "      <td>189</td>\n",
       "      <td>42</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>184</td>\n",
       "      <td>252</td>\n",
       "      <td>170</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>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>147</td>\n",
       "      <td>252</td>\n",
       "      <td>42</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <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",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   pixel1  pixel2  pixel3  pixel4  pixel5  pixel6  pixel7  pixel8  pixel9  \\\n",
       "0       0       0       0       0       0       0       0       0       0   \n",
       "1       0       0       0       0       0       0       0       0       0   \n",
       "2       0       0       0       0       0       0       0       0       0   \n",
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       "4       0       0       0       0       0       0       0       0       0   \n",
       "\n",
       "   pixel10  pixel11  pixel12  pixel13  pixel14  pixel15  pixel16  pixel17  \\\n",
       "0        0        0        0        0        0        0        0        0   \n",
       "1        0        0        0        0        0        0        0        0   \n",
       "2        0        0        0        0        0        0        0        0   \n",
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       "4        0        0        0        0        0        0        0        0   \n",
       "\n",
       "   pixel18  pixel19  pixel20  pixel21  pixel22  pixel23  pixel24  pixel25  \\\n",
       "0        0        0        0        0        0        0        0        0   \n",
       "1        0        0        0        0        0        0        0        0   \n",
       "2        0        0        0        0        0        0        0        0   \n",
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       "4        0        0        0        0        0        0        0        0   \n",
       "\n",
       "   pixel26  pixel27  pixel28  pixel29  pixel30  pixel31  pixel32  pixel33  \\\n",
       "0        0        0        0        0        0        0        0        0   \n",
       "1        0        0        0        0        0        0        0        0   \n",
       "2        0        0        0        0        0        0        0        0   \n",
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       "4        0        0        0        0        0        0        0        0   \n",
       "\n",
       "   pixel34  pixel35  pixel36  pixel37  pixel38  pixel39  pixel40  pixel41  \\\n",
       "0        0        0        0        0        0        0        0        0   \n",
       "1        0        0        0        0        0        0        0        0   \n",
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       "\n",
       "   pixel42  pixel43  pixel44  pixel45  pixel46  pixel47  pixel48  pixel49  \\\n",
       "0        0        0        0        0        0        0        0        0   \n",
       "1        0        0        0        0        0        0        0        0   \n",
       "2        0        0        0        0        0        0        0        0   \n",
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       "4        0        0        0        0        0        0        0        0   \n",
       "\n",
       "   pixel50  pixel51  pixel52  pixel53  pixel54  pixel55  pixel56  pixel57  \\\n",
       "0        0        0        0        0        0        0        0        0   \n",
       "1        0        0        0        0        0        0        0        0   \n",
       "2        0        0        0        0        0        0        0        0   \n",
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       "4        0        0        0        0        0        0        0        0   \n",
       "\n",
       "   pixel58  pixel59  pixel60  pixel61  pixel62  pixel63  pixel64  pixel65  \\\n",
       "0        0        0        0        0        0        0        0        0   \n",
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       "4        0        0        0        0        0        0        0        0   \n",
       "\n",
       "   pixel66  pixel67  pixel68  pixel69  pixel70  pixel71  pixel72  pixel73  \\\n",
       "0        0        0        0        0        0        0        0        0   \n",
       "1        0        0        0        0        0        0        0        0   \n",
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       "4        0        0        0        0        0        0        0        0   \n",
       "\n",
       "   pixel74  pixel75  pixel76  pixel77  pixel78  pixel79  pixel80  pixel81  \\\n",
       "0        0        0        0        0        0        0        0        0   \n",
       "1        0        0        0        0        0        0        0        0   \n",
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       "4        0        0        0        0        0        0        0        0   \n",
       "\n",
       "   pixel82  pixel83  pixel84  pixel85  pixel86  pixel87  pixel88  pixel89  \\\n",
       "0        0        0        0        0        0        0        0        0   \n",
       "1        0        0        0        0        0        0        0        0   \n",
       "2        0        0        0        0        0        0        0        0   \n",
       "3        0        0        0        0        0        0        0        0   \n",
       "4        0        0        0        0        0        0        0        0   \n",
       "\n",
       "   pixel90  pixel91  pixel92  pixel93  pixel94  pixel95  pixel96  pixel97  \\\n",
       "0        0        0        0        0        0        0        0        0   \n",
       "1        0        0        0        0        0        0        0        0   \n",
       "2        0        0        0        0        0        0        0        0   \n",
       "3        0        0        0        0        0        0        0        0   \n",
       "4        0        0        0        0        0        0        0        0   \n",
       "\n",
       "   pixel98  pixel99  pixel100  pixel101  pixel102  pixel103  pixel104  \\\n",
       "0        0        0         0         0         0         0         0   \n",
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       "2        0        0         0         0         0         0         0   \n",
       "3        0        0         0         0         0         0         0   \n",
       "4        0        0         0         0         0         0         0   \n",
       "\n",
       "   pixel105  pixel106  pixel107  pixel108  pixel109  pixel110  pixel111  \\\n",
       "0         0         0         0         0         0         0         0   \n",
       "1         0         0         0         0         0         0         0   \n",
       "2         0         0         0         0         0         0         0   \n",
       "3         0         0         0         0         0         0         0   \n",
       "4         0         0         0         0         0         0         0   \n",
       "\n",
       "   pixel112  pixel113  pixel114  pixel115  pixel116  pixel117  pixel118  \\\n",
       "0         0         0         0         0         0         0         0   \n",
       "1         0         0         0         0         0         0         0   \n",
       "2         0         0         0         0         0         0         0   \n",
       "3         0         0         0         0         0         0         0   \n",
       "4         0         0         0         0         0         0         0   \n",
       "\n",
       "   pixel119  pixel120  pixel121  pixel122  pixel123  pixel124  pixel125  \\\n",
       "0         0         0         0         0         0         0         0   \n",
       "1         0         0         0         0         0         0         0   \n",
       "2         0         0         0         0         0         0         0   \n",
       "3         0         0         0         0         0         0         0   \n",
       "4         0         0         0         0         0         0         0   \n",
       "\n",
       "   pixel126  pixel127  pixel128  pixel129  pixel130  pixel131  pixel132  \\\n",
       "0         0         0         0         0         0         0         0   \n",
       "1         0         0        51       159       253       159        50   \n",
       "2         0         0         0         0         0         0         0   \n",
       "3         0         0         0         0         0         0         0   \n",
       "4         0         0         0         0         0         0         0   \n",
       "\n",
       "   pixel133  pixel134  pixel135  pixel136  pixel137  pixel138  pixel139  \\\n",
       "0         0         0         0         0         0         0         0   \n",
       "1         0         0         0         0         0         0         0   \n",
       "2         0         0         0         0         0         0         0   \n",
       "3         0         0         0         0         0         0         0   \n",
       "4         0         0         0         0         0         0         0   \n",
       "\n",
       "   pixel140  pixel141  pixel142  pixel143  pixel144  pixel145  pixel146  \\\n",
       "0         0         0         0         0         0         0         0   \n",
       "1         0         0         0         0         0         0         0   \n",
       "2         0         0         0         0         0         0         0   \n",
       "3         0         0         0         0         0         0         0   \n",
       "4         0         0         0         0         0         0         0   \n",
       "\n",
       "   pixel147  pixel148  pixel149  pixel150  pixel151  pixel152  pixel153  \\\n",
       "0         0         0         0         0         0         0         3   \n",
       "1         0         0         0         0         0         0         0   \n",
       "2         0         0         0         0         0         0         0   \n",
       "3         0         0         0         0         0         0         0   \n",
       "4         0         0         0         0         0         0         0   \n",
       "\n",
       "   pixel154  pixel155  pixel156  pixel157  pixel158  pixel159  pixel160  \\\n",
       "0        18        18        18       126       136       175        26   \n",
       "1         0        48       238       252       252       252       237   \n",
       "2         0         0         0         0         0         0         0   \n",
       "3         0         0         0         0         0       124       253   \n",
       "4         0         0         0         0         0         0         0   \n",
       "\n",
       "   pixel161  pixel162  pixel163  pixel164  pixel165  pixel166  pixel167  \\\n",
       "0       166       255       247       127         0         0         0   \n",
       "1         0         0         0         0         0         0         0   \n",
       "2        67       232        39         0         0         0         0   \n",
       "3       255        63         0         0         0         0         0   \n",
       "4         0         0         0         0         0         0         0   \n",
       "\n",
       "   pixel168  pixel169  pixel170  pixel171  pixel172  pixel173  pixel174  \\\n",
       "0         0         0         0         0         0         0         0   \n",
       "1         0         0         0         0         0         0         0   \n",
       "2         0         0         0         0         0        62        81   \n",
       "3         0         0         0         0         0         0         0   \n",
       "4         0         0         0         0         0         0         0   \n",
       "\n",
       "   pixel175  pixel176  pixel177  pixel178  pixel179  pixel180  pixel181  \\\n",
       "0         0         0        30        36        94       154       170   \n",
       "1         0         0         0         0         0         0         0   \n",
       "2         0         0         0         0         0         0         0   \n",
       "3         0         0         0         0         0         0         0   \n",
       "4         0         0         0         0         0         0         0   \n",
       "\n",
       "   pixel182  pixel183  pixel184  pixel185  pixel186  pixel187  pixel188  \\\n",
       "0       253       253       253       253       253       225       172   \n",
       "1        54       227       253       252       239       233       252   \n",
       "2         0         0         0         0         0         0         0   \n",
       "3         0         0         0         0        96       244       251   \n",
       "4         0         0         0         0         0         0         0   \n",
       "\n",
       "   pixel189  pixel190  pixel191  pixel192  pixel193  pixel194  pixel195  \\\n",
       "0       253       242       195        64         0         0         0   \n",
       "1        57         6         0         0         0         0         0   \n",
       "2       120       180        39         0         0         0         0   \n",
       "3       253        62         0         0         0         0         0   \n",
       "4         0         0         0         0         0         0         0   \n",
       "\n",
       "   pixel196  pixel197  pixel198  pixel199  pixel200  pixel201  pixel202  \\\n",
       "0         0         0         0         0         0         0         0   \n",
       "1         0         0         0         0         0         0         0   \n",
       "2         0         0         0         0         0       126       163   \n",
       "3         0         0         0         0         0         0         0   \n",
       "4         0         0         0         0         0         0         0   \n",
       "\n",
       "   pixel203  pixel204  pixel205  pixel206  pixel207  pixel208  pixel209  \\\n",
       "0         0        49       238       253       253       253       253   \n",
       "1         0         0         0         0         0        10        60   \n",
       "2         0         0         0         0         0         0         0   \n",
       "3         0         0         0         0         0         0         0   \n",
       "4         0         0         0         0         0         0        55   \n",
       "\n",
       "   pixel210  pixel211  pixel212  pixel213  pixel214  pixel215  pixel216  \\\n",
       "0       253       253       253       253       251        93        82   \n",
       "1       224       252       253       252       202        84       252   \n",
       "2         0         0         0         0         0         0         2   \n",
       "3         0         0         0         0       127       251       251   \n",
       "4       148       210       253       253       113        87       148   \n",
       "\n",
       "   pixel217  pixel218  pixel219  pixel220  pixel221  pixel222  pixel223  \\\n",
       "0        82        56        39         0         0         0         0   \n",
       "1       253       122         0         0         0         0         0   \n",
       "2       153       210        40         0         0         0         0   \n",
       "3       253        62         0         0         0         0         0   \n",
       "4        55         0         0         0         0         0         0   \n",
       "\n",
       "   pixel224  pixel225  pixel226  pixel227  pixel228  pixel229  pixel230  \\\n",
       "0         0         0         0         0         0         0         0   \n",
       "1         0         0         0         0         0         0         0   \n",
       "2         0         0         0         0         0       220       163   \n",
       "3         0         0         0         0         0         0         0   \n",
       "4         0         0         0         0         0         0         0   \n",
       "\n",
       "   pixel231  pixel232  pixel233  pixel234  pixel235  pixel236  pixel237  \\\n",
       "0         0        18       219       253       253       253       253   \n",
       "1         0         0         0         0         0       163       252   \n",
       "2         0         0         0         0         0         0         0   \n",
       "3         0         0         0         0         0         0         0   \n",
       "4         0         0         0         0         0        87       232   \n",
       "\n",
       "   pixel238  pixel239  pixel240  pixel241  pixel242  pixel243  pixel244  \\\n",
       "0       253       198       182       247       241         0         0   \n",
       "1       252       252       253       252       252        96       189   \n",
       "2         0         0         0         0         0         0        27   \n",
       "3         0         0         0        68       236       251       211   \n",
       "4       252       253       189       210       252       252       253   \n",
       "\n",
       "   pixel245  pixel246  pixel247  pixel248  pixel249  pixel250  pixel251  \\\n",
       "0         0         0         0         0         0         0         0   \n",
       "1       253       167         0         0         0         0         0   \n",
       "2       254       162         0         0         0         0         0   \n",
       "3        31         8         0         0         0         0         0   \n",
       "4       168         0         0         0         0         0         0   \n",
       "\n",
       "   pixel252  pixel253  pixel254  pixel255  pixel256  pixel257  pixel258  \\\n",
       "0         0         0         0         0         0         0         0   \n",
       "1         0         0         0         0         0         0         0   \n",
       "2         0         0         0         0         0       222       163   \n",
       "3         0         0         0         0         0         0         0   \n",
       "4         0         0         0         0         0         0         0   \n",
       "\n",
       "   pixel259  pixel260  pixel261  pixel262  pixel263  pixel264  pixel265  \\\n",
       "0         0         0        80       156       107       253       253   \n",
       "1         0         0         0         0        51       238       253   \n",
       "2         0         0         0         0         0         0         0   \n",
       "3         0         0         0         0         0         0         0   \n",
       "4         0         0         0         4        57       242       252   \n",
       "\n",
       "   pixel266  pixel267  pixel268  pixel269  pixel270  pixel271  pixel272  \\\n",
       "0       205        11         0        43       154         0         0   \n",
       "1       253       190       114       253       228        47        79   \n",
       "2         0         0         0         0         0         0       183   \n",
       "3         0         0        60       228       251       251        94   \n",
       "4       190        65         5        12       182       252       253   \n",
       "\n",
       "   pixel273  pixel274  pixel275  pixel276  pixel277  pixel278  pixel279  \\\n",
       "0         0         0         0         0         0         0         0   \n",
       "1       255       168         0         0         0         0         0   \n",
       "2       254       125         0         0         0         0         0   \n",
       "3         0         0         0         0         0         0         0   \n",
       "4       116         0         0         0         0         0         0   \n",
       "\n",
       "   pixel280  pixel281  pixel282  pixel283  pixel284  pixel285  pixel286  \\\n",
       "0         0         0         0         0         0         0         0   \n",
       "1         0         0         0         0         0         0         0   \n",
       "2         0         0         0         0        46       245       163   \n",
       "3         0         0         0         0         0         0         0   \n",
       "4         0         0         0         0         0         0         0   \n",
       "\n",
       "   pixel287  pixel288  pixel289  pixel290  pixel291  pixel292  pixel293  \\\n",
       "0         0         0         0        14         1       154       253   \n",
       "1         0         0         0        48       238       252       252   \n",
       "2         0         0         0         0         0         0         0   \n",
       "3         0         0         0         0         0         0         0   \n",
       "4         0         0         0        96       252       252       183   \n",
       "\n",
       "   pixel294  pixel295  pixel296  pixel297  pixel298  pixel299  pixel300  \\\n",
       "0        90         0         0         0         0         0         0   \n",
       "1       179        12        75       121        21         0         0   \n",
       "2         0         0         0         0         0         0       198   \n",
       "3         0         0       155       253       253       189         0   \n",
       "4        14         0         0        92       252       252       225   \n",
       "\n",
       "   pixel301  pixel302  pixel303  pixel304  pixel305  pixel306  pixel307  \\\n",
       "0         0         0         0         0         0         0         0   \n",
       "1       253       243        50         0         0         0         0   \n",
       "2       254        56         0         0         0         0         0   \n",
       "3         0         0         0         0         0         0         0   \n",
       "4        21         0         0         0         0         0         0   \n",
       "\n",
       "   pixel308  pixel309  pixel310  pixel311  pixel312  pixel313  pixel314  \\\n",
       "0         0         0         0         0         0         0         0   \n",
       "1         0         0         0         0         0         0         0   \n",
       "2         0         0         0         0       120       254       163   \n",
       "3         0         0         0         0         0         0         0   \n",
       "4         0         0         0         0         0         0         0   \n",
       "\n",
       "   pixel315  pixel316  pixel317  pixel318  pixel319  pixel320  pixel321  \\\n",
       "0         0         0         0         0         0       139       253   \n",
       "1         0         0        38       165       253       233       208   \n",
       "2         0         0         0         0         0         0         0   \n",
       "3         0         0         0         0         0         0         0   \n",
       "4         0         0       132       253       252       146        14   \n",
       "\n",
       "   pixel322  pixel323  pixel324  pixel325  pixel326  pixel327  pixel328  \\\n",
       "0       190         2         0         0         0         0         0   \n",
       "1        84         0         0         0         0         0         0   \n",
       "2         0         0         0         0         0        23       231   \n",
       "3         0        20       253       251       235        66         0   \n",
       "4         0         0         0       215       252       252        79   \n",
       "\n",
       "   pixel329  pixel330  pixel331  pixel332  pixel333  pixel334  pixel335  \\\n",
       "0         0         0         0         0         0         0         0   \n",
       "1       253       252       165         0         0         0         0   \n",
       "2       254        29         0         0         0         0         0   \n",
       "3         0         0         0         0         0         0         0   \n",
       "4         0         0         0         0         0         0         0   \n",
       "\n",
       "   pixel336  pixel337  pixel338  pixel339  pixel340  pixel341  pixel342  \\\n",
       "0         0         0         0         0         0         0         0   \n",
       "1         0         0         0         0         0         0         0   \n",
       "2         0         0         0         0       159       254       120   \n",
       "3         0         0         0         0         0         0         0   \n",
       "4         0         0         0         0         0         0         0   \n",
       "\n",
       "   pixel343  pixel344  pixel345  pixel346  pixel347  pixel348  pixel349  \\\n",
       "0         0         0         0         0         0        11       190   \n",
       "1         0         7       178       252       240        71        19   \n",
       "2         0         0         0         0         0         0         0   \n",
       "3         0         0         0         0         0         0         0   \n",
       "4         0       126       253       247       176         9         0   \n",
       "\n",
       "   pixel350  pixel351  pixel352  pixel353  pixel354  pixel355  pixel356  \\\n",
       "0       253        70         0         0         0         0         0   \n",
       "1        28         0         0         0         0         0         0   \n",
       "2         0         0         0         0         0       163       254   \n",
       "3        32       205       253       251       126         0         0   \n",
       "4         0         8        78       245       253       129         0   \n",
       "\n",
       "   pixel357  pixel358  pixel359  pixel360  pixel361  pixel362  pixel363  \\\n",
       "0         0         0         0         0         0         0         0   \n",
       "1       253       252       195         0         0         0         0   \n",
       "2       216        16         0         0         0         0         0   \n",
       "3         0         0         0         0         0         0         0   \n",
       "4         0         0         0         0         0         0         0   \n",
       "\n",
       "   pixel364  pixel365  pixel366  pixel367  pixel368  pixel369  pixel370  \\\n",
       "0         0         0         0         0         0         0         0   \n",
       "1         0         0         0         0         0         0         0   \n",
       "2         0         0         0         0       159       254        67   \n",
       "3         0         0         0         0         0         0         0   \n",
       "4         0         0         0         0         0         0         0   \n",
       "\n",
       "   pixel371  pixel372  pixel373  pixel374  pixel375  pixel376  pixel377  \\\n",
       "0         0         0         0         0         0         0        35   \n",
       "1         0        57       252       252        63         0         0   \n",
       "2         0         0         0         0         0         0         0   \n",
       "3         0         0         0         0         0         0         0   \n",
       "4        16       232       252       176         0         0         0   \n",
       "\n",
       "   pixel378  pixel379  pixel380  pixel381  pixel382  pixel383  pixel384  \\\n",
       "0       241       225       160       108         1         0         0   \n",
       "1         0         0         0         0         0         0         0   \n",
       "2         0         0        14        86       178       248       254   \n",
       "3       104       251       253       184        15         0         0   \n",
       "4        36       201       252       252       169        11         0   \n",
       "\n",
       "   pixel385  pixel386  pixel387  pixel388  pixel389  pixel390  pixel391  \\\n",
       "0         0         0         0         0         0         0         0   \n",
       "1       253       252       195         0         0         0         0   \n",
       "2        91         0         0         0         0         0         0   \n",
       "3         0         0         0         0         0         0         0   \n",
       "4         0         0         0         0         0         0         0   \n",
       "\n",
       "   pixel392  pixel393  pixel394  pixel395  pixel396  pixel397  pixel398  \\\n",
       "0         0         0         0         0         0         0         0   \n",
       "1         0         0         0         0         0         0         0   \n",
       "2         0         0         0         0       159       254        85   \n",
       "3         0         0         0         0         0         0         0   \n",
       "4         0         0         0         0         0         0         0   \n",
       "\n",
       "   pixel399  pixel400  pixel401  pixel402  pixel403  pixel404  pixel405  \\\n",
       "0         0         0         0         0         0         0         0   \n",
       "1         0       198       253       190         0         0         0   \n",
       "2         0         0         0        47        49       116       144   \n",
       "3         0         0         0         0         0         0        80   \n",
       "4        22       252       252        30        22       119       197   \n",
       "\n",
       "   pixel406  pixel407  pixel408  pixel409  pixel410  pixel411  pixel412  \\\n",
       "0        81       240       253       253       119        25         0   \n",
       "1         0         0         0         0         0         0         0   \n",
       "2       150       241       243       234       179       241       252   \n",
       "3       240       251       193        23         0         0         0   \n",
       "4       241       253       252       251        77         0         0   \n",
       "\n",
       "   pixel413  pixel414  pixel415  pixel416  pixel417  pixel418  pixel419  \\\n",
       "0         0         0         0         0         0         0         0   \n",
       "1       255       253       196         0         0         0         0   \n",
       "2        40         0         0         0         0         0         0   \n",
       "3         0         0         0         0         0         0         0   \n",
       "4         0         0         0         0         0         0         0   \n",
       "\n",
       "   pixel420  pixel421  pixel422  pixel423  pixel424  pixel425  pixel426  \\\n",
       "0         0         0         0         0         0         0         0   \n",
       "1         0         0         0         0         0         0         0   \n",
       "2         0         0         0         0       150       253       237   \n",
       "3         0         0         0         0         0         0         0   \n",
       "4         0         0         0         0         0         0         0   \n",
       "\n",
       "   pixel427  pixel428  pixel429  pixel430  pixel431  pixel432  pixel433  \\\n",
       "0         0         0         0         0         0         0         0   \n",
       "1        76       246       252       112         0         0         0   \n",
       "2       207       207       207       253       254       250       240   \n",
       "3         0         0         0         0         0        32       253   \n",
       "4        16       231       252       253       252       252       252   \n",
       "\n",
       "   pixel434  pixel435  pixel436  pixel437  pixel438  pixel439  pixel440  \\\n",
       "0         0        45       186       253       253       150        27   \n",
       "1         0         0         0         0         0         0         0   \n",
       "2       198       143        91        28         5       233       250   \n",
       "3       253       253       159         0         0         0         0   \n",
       "4       226       227       252       231         0         0         0   \n",
       "\n",
       "   pixel441  pixel442  pixel443  pixel444  pixel445  pixel446  pixel447  \\\n",
       "0         0         0         0         0         0         0         0   \n",
       "1       253       252       148         0         0         0         0   \n",
       "2         0         0         0         0         0         0         0   \n",
       "3         0         0         0         0         0         0         0   \n",
       "4         0         0         0         0         0         0         0   \n",
       "\n",
       "   pixel448  pixel449  pixel450  pixel451  pixel452  pixel453  pixel454  \\\n",
       "0         0         0         0         0         0         0         0   \n",
       "1         0         0         0         0         0         0         0   \n",
       "2         0         0         0         0         0       119       177   \n",
       "3         0         0         0         0         0         0         0   \n",
       "4         0         0         0         0         0         0         0   \n",
       "\n",
       "   pixel455  pixel456  pixel457  pixel458  pixel459  pixel460  pixel461  \\\n",
       "0         0         0         0         0         0         0         0   \n",
       "1        85       252       230        25         0         0         0   \n",
       "2       177       177       177       177        98        56         0   \n",
       "3         0         0         0         0         0       151       251   \n",
       "4         0        55       235       253       217       138        42   \n",
       "\n",
       "   pixel462  pixel463  pixel464  pixel465  pixel466  pixel467  pixel468  \\\n",
       "0         0         0        16        93       252       253       187   \n",
       "1         0         0         0         0         0         7       135   \n",
       "2         0         0         0         0       102       254       220   \n",
       "3       251       251        39         0         0         0         0   \n",
       "4        24       192       252       143         0         0         0   \n",
       "\n",
       "   pixel469  pixel470  pixel471  pixel472  pixel473  pixel474  pixel475  \\\n",
       "0         0         0         0         0         0         0         0   \n",
       "1       253       186        12         0         0         0         0   \n",
       "2         0         0         0         0         0         0         0   \n",
       "3         0         0         0         0         0         0         0   \n",
       "4         0         0         0         0         0         0         0   \n",
       "\n",
       "   pixel476  pixel477  pixel478  pixel479  pixel480  pixel481  pixel482  \\\n",
       "0         0         0         0         0         0         0         0   \n",
       "1         0         0         0         0         0         0         0   \n",
       "2         0         0         0         0         0         0         0   \n",
       "3         0         0         0         0         0         0         0   \n",
       "4         0         0         0         0         0         0         0   \n",
       "\n",
       "   pixel483  pixel484  pixel485  pixel486  pixel487  pixel488  pixel489  \\\n",
       "0         0         0         0         0         0         0         0   \n",
       "1        85       252       223         0         0         0         0   \n",
       "2         0         0         0         0         0         0         0   \n",
       "3         0         0         0         0        48       221       251   \n",
       "4         0         0         0         0         0         0         0   \n",
       "\n",
       "   pixel490  pixel491  pixel492  pixel493  pixel494  pixel495  pixel496  \\\n",
       "0         0         0         0         0       249       253       249   \n",
       "1         0         0         0         0         7       131       252   \n",
       "2         0         0         0         0       169       254       137   \n",
       "3       251       172         0         0         0         0         0   \n",
       "4        62       255       253       109         0         0         0   \n",
       "\n",
       "   pixel497  pixel498  pixel499  pixel500  pixel501  pixel502  pixel503  \\\n",
       "0        64         0         0         0         0         0         0   \n",
       "1       225        71         0         0         0         0         0   \n",
       "2         0         0         0         0         0         0         0   \n",
       "3         0         0         0         0         0         0         0   \n",
       "4         0         0         0         0         0         0         0   \n",
       "\n",
       "   pixel504  pixel505  pixel506  pixel507  pixel508  pixel509  pixel510  \\\n",
       "0         0         0         0         0         0         0         0   \n",
       "1         0         0         0         0         0         0         0   \n",
       "2         0         0         0         0         0         0         0   \n",
       "3         0         0         0         0         0         0         0   \n",
       "4         0         0         0         0         0         0         0   \n",
       "\n",
       "   pixel511  pixel512  pixel513  pixel514  pixel515  pixel516  pixel517  \\\n",
       "0         0         0         0         0         0         0         0   \n",
       "1        85       252       145         0         0         0         0   \n",
       "2         0         0         0         0         0         0         0   \n",
       "3         0         0         0         0       234       251       251   \n",
       "4         0         0         0         0         0         0         0   \n",
       "\n",
       "   pixel518  pixel519  pixel520  pixel521  pixel522  pixel523  pixel524  \\\n",
       "0         0        46       130       183       253       253       207   \n",
       "1         0         0         0        48       165       252       173   \n",
       "2         0         0         0         0       169       254        57   \n",
       "3       196        12         0         0         0         0         0   \n",
       "4        71       253       252        21         0         0         0   \n",
       "\n",
       "   pixel525  pixel526  pixel527  pixel528  pixel529  pixel530  pixel531  \\\n",
       "0         2         0         0         0         0         0         0   \n",
       "1         0         0         0         0         0         0         0   \n",
       "2         0         0         0         0         0         0         0   \n",
       "3         0         0         0         0         0         0         0   \n",
       "4         0         0         0         0         0         0         0   \n",
       "\n",
       "   pixel532  pixel533  pixel534  pixel535  pixel536  pixel537  pixel538  \\\n",
       "0         0         0         0         0         0         0         0   \n",
       "1         0         0         0         0         0         0         0   \n",
       "2         0         0         0         0         0         0         0   \n",
       "3         0         0         0         0         0         0         0   \n",
       "4         0         0         0         0         0         0         0   \n",
       "\n",
       "   pixel539  pixel540  pixel541  pixel542  pixel543  pixel544  pixel545  \\\n",
       "0         0         0         0         0         0         0        39   \n",
       "1        86       253       225         0         0         0         0   \n",
       "2         0         0         0         0         0         0         0   \n",
       "3         0         0         0         0       253       251       251   \n",
       "4         0         0         0         0         0         0         0   \n",
       "\n",
       "   pixel546  pixel547  pixel548  pixel549  pixel550  pixel551  pixel552  \\\n",
       "0       148       229       253       253       253       250       182   \n",
       "1         0         0       114       238       253       162         0   \n",
       "2         0         0         0         0       169       254        57   \n",
       "3        89         0         0         0         0         0         0   \n",
       "4         0       253       252        21         0         0         0   \n",
       "\n",
       "   pixel553  pixel554  pixel555  pixel556  pixel557  pixel558  pixel559  \\\n",
       "0         0         0         0         0         0         0         0   \n",
       "1         0         0         0         0         0         0         0   \n",
       "2         0         0         0         0         0         0         0   \n",
       "3         0         0         0         0         0         0         0   \n",
       "4         0         0         0         0         0         0         0   \n",
       "\n",
       "   pixel560  pixel561  pixel562  pixel563  pixel564  pixel565  pixel566  \\\n",
       "0         0         0         0         0         0         0         0   \n",
       "1         0         0         0         0         0         0         0   \n",
       "2         0         0         0         0         0         0         0   \n",
       "3         0         0         0         0         0         0         0   \n",
       "4         0         0         0         0         0         0         0   \n",
       "\n",
       "   pixel567  pixel568  pixel569  pixel570  pixel571  pixel572  pixel573  \\\n",
       "0         0         0         0         0        24       114       221   \n",
       "1        85       252       249       146        48        29        85   \n",
       "2         0         0         0         0         0         0         0   \n",
       "3         0         0         0       159       255       253       253   \n",
       "4         0         0         0         0         0         0         0   \n",
       "\n",
       "   pixel574  pixel575  pixel576  pixel577  pixel578  pixel579  pixel580  \\\n",
       "0       253       253       253       253       201        78         0   \n",
       "1       178       225       253       223       167        56         0   \n",
       "2         0         0         0         0       169       255        94   \n",
       "3        31         0         0         0         0         0         0   \n",
       "4        71       253       252        21         0         0         0   \n",
       "\n",
       "   pixel581  pixel582  pixel583  pixel584  pixel585  pixel586  pixel587  \\\n",
       "0         0         0         0         0         0         0         0   \n",
       "1         0         0         0         0         0         0         0   \n",
       "2         0         0         0         0         0         0         0   \n",
       "3         0         0         0         0         0         0         0   \n",
       "4         0         0         0         0         0         0         0   \n",
       "\n",
       "   pixel588  pixel589  pixel590  pixel591  pixel592  pixel593  pixel594  \\\n",
       "0         0         0         0         0         0         0         0   \n",
       "1         0         0         0         0         0         0         0   \n",
       "2         0         0         0         0         0         0         0   \n",
       "3         0         0         0         0         0         0         0   \n",
       "4         0         0         0         0         0         0         0   \n",
       "\n",
       "   pixel595  pixel596  pixel597  pixel598  pixel599  pixel600  pixel601  \\\n",
       "0         0         0        23        66       213       253       253   \n",
       "1        85       252       252       252       229       215       252   \n",
       "2         0         0         0         0         0         0         0   \n",
       "3         0         0        48       228       253       247       140   \n",
       "4         0         0         0         0         0         0         0   \n",
       "\n",
       "   pixel602  pixel603  pixel604  pixel605  pixel606  pixel607  pixel608  \\\n",
       "0       253       253       198        81         2         0         0   \n",
       "1       252       252       196       130         0         0         0   \n",
       "2         0         0         0         0       169       254        96   \n",
       "3         8         0         0         0         0         0         0   \n",
       "4       106       253       252        21         0         0         0   \n",
       "\n",
       "   pixel609  pixel610  pixel611  pixel612  pixel613  pixel614  pixel615  \\\n",
       "0         0         0         0         0         0         0         0   \n",
       "1         0         0         0         0         0         0         0   \n",
       "2         0         0         0         0         0         0         0   \n",
       "3         0         0         0         0         0         0         0   \n",
       "4         0         0         0         0         0         0         0   \n",
       "\n",
       "   pixel616  pixel617  pixel618  pixel619  pixel620  pixel621  pixel622  \\\n",
       "0         0         0         0         0         0         0         0   \n",
       "1         0         0         0         0         0         0         0   \n",
       "2         0         0         0         0         0         0         0   \n",
       "3         0         0         0         0         0         0         0   \n",
       "4         0         0         0         0         0         0         0   \n",
       "\n",
       "   pixel623  pixel624  pixel625  pixel626  pixel627  pixel628  pixel629  \\\n",
       "0        18       171       219       253       253       253       253   \n",
       "1        28       199       252       252       253       252       252   \n",
       "2         0         0         0         0         0         0         0   \n",
       "3         0         0        64       251       253       220         0   \n",
       "4         0         0         0         0         0         0         0   \n",
       "\n",
       "   pixel630  pixel631  pixel632  pixel633  pixel634  pixel635  pixel636  \\\n",
       "0       195        80         9         0         0         0         0   \n",
       "1       233       145         0         0         0         0         0   \n",
       "2         0         0         0         0       169       254       153   \n",
       "3         0         0         0         0         0         0         0   \n",
       "4        45       255       253        21         0         0         0   \n",
       "\n",
       "   pixel637  pixel638  pixel639  pixel640  pixel641  pixel642  pixel643  \\\n",
       "0         0         0         0         0         0         0         0   \n",
       "1         0         0         0         0         0         0         0   \n",
       "2         0         0         0         0         0         0         0   \n",
       "3         0         0         0         0         0         0         0   \n",
       "4         0         0         0         0         0         0         0   \n",
       "\n",
       "   pixel644  pixel645  pixel646  pixel647  pixel648  pixel649  pixel650  \\\n",
       "0         0         0         0         0         0        55       172   \n",
       "1         0         0         0         0         0         0         0   \n",
       "2         0         0         0         0         0         0         0   \n",
       "3         0         0         0         0         0         0         0   \n",
       "4         0         0         0         0         0         0         0   \n",
       "\n",
       "   pixel651  pixel652  pixel653  pixel654  pixel655  pixel656  pixel657  \\\n",
       "0       226       253       253       253       253       244       133   \n",
       "1         0        25       128       252       253       252       141   \n",
       "2         0         0         0         0         0         0         0   \n",
       "3         0         0        64       251       253       220         0   \n",
       "4         0         0         0         0         0         0         0   \n",
       "\n",
       "   pixel658  pixel659  pixel660  pixel661  pixel662  pixel663  pixel664  \\\n",
       "0        11         0         0         0         0         0         0   \n",
       "1        37         0         0         0         0         0         0   \n",
       "2         0         0         0         0       169       255       153   \n",
       "3         0         0         0         0         0         0         0   \n",
       "4         0       218       252        56         0         0         0   \n",
       "\n",
       "   pixel665  pixel666  pixel667  pixel668  pixel669  pixel670  pixel671  \\\n",
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       "2         0         0         0         0         0         0         0   \n",
       "3         0         0         0         0         0         0         0   \n",
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       "\n",
       "   pixel672  pixel673  pixel674  pixel675  pixel676  pixel677  pixel678  \\\n",
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       "   pixel707  pixel708  pixel709  pixel710  pixel711  pixel712  pixel713  \\\n",
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       "2         0         0         0         0         0         0         0   \n",
       "3         0         0         0         0         0         0         0   \n",
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       "4         0         0         0         0         0         0         0   \n",
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       "   pixel742  pixel743  pixel744  pixel745  pixel746  pixel747  pixel748  \\\n",
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       "   pixel749  pixel750  pixel751  pixel752  pixel753  pixel754  pixel755  \\\n",
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       "1         0         0         0         0         0         0         0   \n",
       "2         0         0         0         0         0         0         0   \n",
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       "   pixel756  pixel757  pixel758  pixel759  pixel760  pixel761  pixel762  \\\n",
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       "2         0         0         0         0         0         0         0   \n",
       "3         0         0         0         0         0         0         0   \n",
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       "   pixel763  pixel764  pixel765  pixel766  pixel767  pixel768  pixel769  \\\n",
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       "2         0         0         0         0         0         0         0   \n",
       "3         0         0         0         0         0         0         0   \n",
       "4         0         0         0         0         0         0         0   \n",
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       "   pixel770  pixel771  pixel772  pixel773  pixel774  pixel775  pixel776  \\\n",
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       "2         0         0         0         0         0         0         0   \n",
       "3         0         0         0         0         0         0         0   \n",
       "4         0         0         0         0         0         0         0   \n",
       "\n",
       "   pixel777  pixel778  pixel779  pixel780  pixel781  pixel782  pixel783  \\\n",
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       "2         0         0         0         0         0         0         0   \n",
       "3         0         0         0         0         0         0         0   \n",
       "4         0         0         0         0         0         0         0   \n",
       "\n",
       "   pixel784  \n",
       "0         0  \n",
       "1         0  \n",
       "2         0  \n",
       "3         0  \n",
       "4         0  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X.head()"
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  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "635a0e84-e2da-4262-b581-215c561a724d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(70000, 784)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
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    "X.shape"
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   "cell_type": "code",
   "execution_count": 8,
   "id": "69b6b52c-3f80-48f3-bb71-9cf403f0986c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    5\n",
       "1    0\n",
       "2    4\n",
       "3    1\n",
       "4    9\n",
       "Name: class, dtype: category\n",
       "Categories (10, object): ['0', '1', '2', '3', ..., '6', '7', '8', '9']"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "y.head()"
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  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "5e837cf7-96c7-4cf3-84c1-77c720d5b3fc",
   "metadata": {},
   "outputs": [
    {
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      "text/plain": [
       "pixel1      0\n",
       "pixel2      0\n",
       "pixel3      0\n",
       "pixel4      0\n",
       "pixel5      0\n",
       "           ..\n",
       "pixel780    0\n",
       "pixel781    0\n",
       "pixel782    0\n",
       "pixel783    0\n",
       "pixel784    0\n",
       "Name: 0, Length: 784, dtype: int64"
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     },
     "execution_count": 9,
     "metadata": {},
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   "source": [
    "X.iloc[0]"
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   "execution_count": 10,
   "id": "b68a0755-5744-45e3-999b-f8c4d29c15a3",
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     },
     "execution_count": 10,
     "metadata": {},
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   ],
   "source": [
    "x_array = np.array(X.iloc[0])\n",
    "x_array"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "6bd13cde-335e-449d-97df-9e520a7ee5c6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(784,)"
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     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "x_array.shape"
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  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "0d5e05e7-422f-490d-b243-7b8b5b91adc4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "np.float64(28.0)"
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     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "np.sqrt(784)"
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  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "03acd666-ecb6-4f14-a00b-35086a9259f4",
   "metadata": {},
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       "        241, 225, 160, 108,   1,   0,   0,   0,   0,   0,   0,   0,   0,\n",
       "          0,   0],\n",
       "       [  0,   0,   0,   0,   0,   0,   0,   0,   0,   0,   0,   0,   0,\n",
       "         81, 240, 253, 253, 119,  25,   0,   0,   0,   0,   0,   0,   0,\n",
       "          0,   0],\n",
       "       [  0,   0,   0,   0,   0,   0,   0,   0,   0,   0,   0,   0,   0,\n",
       "          0,  45, 186, 253, 253, 150,  27,   0,   0,   0,   0,   0,   0,\n",
       "          0,   0],\n",
       "       [  0,   0,   0,   0,   0,   0,   0,   0,   0,   0,   0,   0,   0,\n",
       "          0,   0,  16,  93, 252, 253, 187,   0,   0,   0,   0,   0,   0,\n",
       "          0,   0],\n",
       "       [  0,   0,   0,   0,   0,   0,   0,   0,   0,   0,   0,   0,   0,\n",
       "          0,   0,   0,   0, 249, 253, 249,  64,   0,   0,   0,   0,   0,\n",
       "          0,   0],\n",
       "       [  0,   0,   0,   0,   0,   0,   0,   0,   0,   0,   0,   0,   0,\n",
       "          0,  46, 130, 183, 253, 253, 207,   2,   0,   0,   0,   0,   0,\n",
       "          0,   0],\n",
       "       [  0,   0,   0,   0,   0,   0,   0,   0,   0,   0,   0,   0,  39,\n",
       "        148, 229, 253, 253, 253, 250, 182,   0,   0,   0,   0,   0,   0,\n",
       "          0,   0],\n",
       "       [  0,   0,   0,   0,   0,   0,   0,   0,   0,   0,  24, 114, 221,\n",
       "        253, 253, 253, 253, 201,  78,   0,   0,   0,   0,   0,   0,   0,\n",
       "          0,   0],\n",
       "       [  0,   0,   0,   0,   0,   0,   0,   0,  23,  66, 213, 253, 253,\n",
       "        253, 253, 198,  81,   2,   0,   0,   0,   0,   0,   0,   0,   0,\n",
       "          0,   0],\n",
       "       [  0,   0,   0,   0,   0,   0,  18, 171, 219, 253, 253, 253, 253,\n",
       "        195,  80,   9,   0,   0,   0,   0,   0,   0,   0,   0,   0,   0,\n",
       "          0,   0],\n",
       "       [  0,   0,   0,   0,  55, 172, 226, 253, 253, 253, 253, 244, 133,\n",
       "         11,   0,   0,   0,   0,   0,   0,   0,   0,   0,   0,   0,   0,\n",
       "          0,   0],\n",
       "       [  0,   0,   0,   0, 136, 253, 253, 253, 212, 135, 132,  16,   0,\n",
       "          0,   0,   0,   0,   0,   0,   0,   0,   0,   0,   0,   0,   0,\n",
       "          0,   0],\n",
       "       [  0,   0,   0,   0,   0,   0,   0,   0,   0,   0,   0,   0,   0,\n",
       "          0,   0,   0,   0,   0,   0,   0,   0,   0,   0,   0,   0,   0,\n",
       "          0,   0],\n",
       "       [  0,   0,   0,   0,   0,   0,   0,   0,   0,   0,   0,   0,   0,\n",
       "          0,   0,   0,   0,   0,   0,   0,   0,   0,   0,   0,   0,   0,\n",
       "          0,   0],\n",
       "       [  0,   0,   0,   0,   0,   0,   0,   0,   0,   0,   0,   0,   0,\n",
       "          0,   0,   0,   0,   0,   0,   0,   0,   0,   0,   0,   0,   0,\n",
       "          0,   0]])"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x_array = x_array.reshape(28,28)\n",
    "x_array"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "624ee40e-bebd-43a2-a773-1177e7f17984",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.preprocessing import LabelEncoder\n",
    "encode = LabelEncoder()\n",
    "y_data = encode.fit_transform(y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "c06241ab-2ad2-4226-8714-ec554f6b5e06",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "numpy.ndarray"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(y_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "b9dd2a6f-812a-4250-8522-1f06d03ff7fa",
   "metadata": {},
   "outputs": [],
   "source": [
    "def one_to_two(input_data):\n",
    "    x_list = []\n",
    "    for i in range(len(input_data)):\n",
    "        x_list.append(input_data.iloc[i])\n",
    "        x_list[i] = np.array(x_list[i]).reshape(28,28)\n",
    "    x_list = torch.tensor(x_list, dtype=torch.float32)\n",
    "    return x_list         "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "2e278b88-cdbd-4083-b2ab-0d50f8e60079",
   "metadata": {},
   "outputs": [],
   "source": [
    "x_data = one_to_two(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "dfe886ba-e04c-4098-bd06-6c6755f53b0c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([70000, 28, 28])"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x_data.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "66207d3f-8f04-4451-a040-672ea906e5d1",
   "metadata": {},
   "source": [
    "### Build the model(next) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "8a6df348-91de-4911-948e-cec90dc12143",
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "import torch.nn as nn\n",
    "from torchvision import datasets, transforms\n",
    "from torch.utils.data import DataLoader, Dataset\n",
    "from torchvision import models\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "2e7d02c6-0130-4dc0-af2c-7235a51af21c",
   "metadata": {},
   "outputs": [],
   "source": [
    "class ImageDataset(Dataset):\n",
    "    def __init__(self, image_tensor, labels_df):\n",
    "        self.images = image_tensor\n",
    "        self.labels = torch.tensor(labels_df, dtype = torch.long)\n",
    "    def __len__(self):\n",
    "        return len(self.images)\n",
    "    def __getitem__(self, idx):\n",
    "        image = self.images[idx].unsqueeze(0)\n",
    "        label = self.labels[idx]\n",
    "        return image,label\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "6e7f709f-0e57-4593-8a5e-07dfbb835076",
   "metadata": {},
   "outputs": [],
   "source": [
    "### Learn about data loading and batching. then learn about training a CNN model (next)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "id": "b29c22a0-3fb1-4d77-9e04-eae1ca97e800",
   "metadata": {},
   "outputs": [],
   "source": [
    "### create dataset\n",
    "\n",
    "image_tensor = x_data[:63000]\n",
    "labels_df = y_data[:63000]\n",
    "\n",
    "#Test_data\n",
    "test_tensors = x_data[63000:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "id": "0b7e9b2f-d9be-460d-bbc2-9d718f1df70f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([7000, 28, 28])"
      ]
     },
     "execution_count": 108,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test_tensors.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "a733706d-8ae2-4fc6-9eaa-6506b6b5c845",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "numpy.int64"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(y_data[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "id": "c640b906-731d-428a-a10f-dee0d14de351",
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset = ImageDataset(image_tensor, labels_df)\n",
    "# dataloader for batching below\n",
    "dataloader = DataLoader(dataset, batch_size = 70, shuffle = True) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "id": "39371c94-d208-4e8c-b5c3-4ccaac4c8a7f",
   "metadata": {},
   "outputs": [],
   "source": [
    "class cnn(nn.Module):\n",
    "    def __init__(self):\n",
    "        super(cnn, self).__init__()\n",
    "        self.model = nn.Sequential(\n",
    "               nn.Conv2d(1,16,3,1,1),\n",
    "               nn.ReLU(),\n",
    "               nn.MaxPool2d(2,2),\n",
    "\n",
    "               nn.Conv2d(16, 32, 3,1,1),\n",
    "               nn.ReLU(),\n",
    "               nn.MaxPool2d(2,2),\n",
    "              \n",
    "           )\n",
    "        self.linear1 =  nn.Linear(32*7*7, 128)\n",
    "        self.linear2 = nn.ReLU()\n",
    "        self.linear3 = nn.Linear(128,10)\n",
    "        \n",
    "    def forward(self, x):\n",
    "        x = self.model(x)\n",
    "        x = x.view(-1, 32*7*7)\n",
    "        x = self.linear1(x)\n",
    "        x = self.linear2(x)\n",
    "        x = self.linear3(x)\n",
    "        return x\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "f76678e6-d650-439c-ba6e-bf8c9331c232",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([28, 28])"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "image_tensor[0].shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "id": "0ff44c92-b6ee-43c7-af52-b62d1bc2b2c2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([1, 1, 28, 28])"
      ]
     },
     "execution_count": 133,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test_tensor =  image_tensor[0].unsqueeze(0).unsqueeze(0)\n",
    "test_tensor.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "id": "c06c5b84-07b0-4b4e-828d-ec9c04e2e92f",
   "metadata": {},
   "outputs": [],
   "source": [
    "model = cnn()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "id": "bc3eb83c-aa71-4d07-a348-24c822eb8d4a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "cnn(\n",
       "  (model): Sequential(\n",
       "    (0): Conv2d(1, 16, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
       "    (1): ReLU()\n",
       "    (2): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n",
       "    (3): Conv2d(16, 32, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
       "    (4): ReLU()\n",
       "    (5): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n",
       "  )\n",
       "  (linear1): Linear(in_features=1568, out_features=128, bias=True)\n",
       "  (linear2): ReLU()\n",
       "  (linear3): Linear(in_features=128, out_features=10, bias=True)\n",
       ")"
      ]
     },
     "execution_count": 135,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 179,
   "id": "b078bc53-02ad-47b0-b759-d0014420813a",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Training model\n",
    "import torch.optim as optim\n",
    "loss_function = nn.CrossEntropyLoss()\n",
    "optimizer = optim.Adam(model.parameters(), lr = 0.001)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 180,
   "id": "2d9e5faf-f69c-4ba0-8dd5-4852570e4584",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " Epoch 1, loss: 0.09882379323244095 \n",
      " Epoch 2, loss: 0.1742638200521469 \n",
      " Epoch 3, loss: 0.003747610142454505 \n",
      "Finished training\n"
     ]
    }
   ],
   "source": [
    "epochs = 3\n",
    "for epoch in range(epochs):\n",
    "    running_loss = 0.0\n",
    "    for images, labels in dataloader:\n",
    "        optimizer.zero_grad()\n",
    "        \n",
    "        output = model(images)\n",
    "        loss = loss_function(output, labels)\n",
    "        loss.backward()\n",
    "        optimizer.step()\n",
    "    print(f\" Epoch {epoch+1}, loss: {loss} \")\n",
    "\n",
    "print(\"Finished training\")        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2aa5ca9a-60c0-4768-a852-d8ff9192d662",
   "metadata": {},
   "outputs": [],
   "source": [
    "image_tensor = x_data[:63000]\n",
    "labels_df = y_data[:63000]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "id": "637c3680-62b8-4f2e-b165-52c3f9339d59",
   "metadata": {},
   "outputs": [],
   "source": [
    "test_tensors = x_data[63000:]\n",
    "test_label = y_data[63000:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 223,
   "id": "ed685d67-d6cf-4f46-8501-4d110b67cea4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([[   2.8150,   -5.0558, -237.8831,   23.2866,  -24.7513,   54.4705,\n",
       "           -1.1093,  -22.8481,    2.9751,   -4.6832]],\n",
       "       grad_fn=<AddmmBackward0>)"
      ]
     },
     "execution_count": 223,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "prediction = model(test_tensors[7].unsqueeze(0).unsqueeze(0))\n",
    "prediction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 224,
   "id": "e20127b7-5f63-4a80-9262-7881b1cefa57",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([5])"
      ]
     },
     "execution_count": 224,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "predicted_class = torch.argmax(prediction, dim=1)\n",
    "predicted_class"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "b3d56298-afd7-4739-8d51-0ce1a2e4fd89",
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'test_label' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "Cell \u001b[1;32mIn[1], line 1\u001b[0m\n\u001b[1;32m----> 1\u001b[0m \u001b[43mtest_label\u001b[49m[\u001b[38;5;241m7\u001b[39m]\n",
      "\u001b[1;31mNameError\u001b[0m: name 'test_label' is not defined"
     ]
    }
   ],
   "source": [
    "test_label[7]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 226,
   "id": "466020ac-df69-4bd2-9ab4-8243799192a2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1fd25a4bf20>"
      ]
     },
     "execution_count": 226,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(np.array(X.iloc[63007]).reshape(28,28))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 227,
   "id": "1037d9b9-2fd1-4276-b8f3-aa4fa5e991e0",
   "metadata": {},
   "outputs": [],
   "source": [
    "torch.save(model.state_dict(), 'model.pth')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 228,
   "id": "4e4ce466-e05e-4845-bdee-8820af93cb06",
   "metadata": {},
   "outputs": [],
   "source": [
    "torch.save(model, 'full_model.pth')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "612a0965-1417-440d-b0f9-f5acf9eb5280",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}