Absenteeism+Deploying+the+'absenteeism_module'.ipynb

{
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  {
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   "outputs": [
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       "      <td>0.720861</td>\n",
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       "      <td>True</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>6</td>\n",
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       "      <td>False</td>\n",
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       "      <td>True</td>\n",
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       "      <td>179</td>\n",
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       "      <td>19</td>\n",
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       "      <td>0.122469</td>\n",
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       "      <th>8</th>\n",
       "      <td>False</td>\n",
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       "      <td>False</td>\n",
       "      <td>True</td>\n",
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       "      <td>118</td>\n",
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       "      <td>28</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.131870</td>\n",
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       "      <th>9</th>\n",
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       "      <td>False</td>\n",
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       "      <td>50</td>\n",
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       "      <td>0</td>\n",
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       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>False</td>\n",
       "      <td>0.0</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>6</td>\n",
       "      <td>233</td>\n",
       "      <td>31</td>\n",
       "      <td>21</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>0.348951</td>\n",
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       "    <tr>\n",
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       "      <td>False</td>\n",
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       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>6</td>\n",
       "      <td>179</td>\n",
       "      <td>30</td>\n",
       "      <td>19</td>\n",
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       "      <td>0.122469</td>\n",
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       "      <th>14</th>\n",
       "      <td>False</td>\n",
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       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>6</td>\n",
       "      <td>235</td>\n",
       "      <td>48</td>\n",
       "      <td>33</td>\n",
       "      <td>0</td>\n",
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       "      <td>5</td>\n",
       "      <td>0.082994</td>\n",
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       "      <th>15</th>\n",
       "      <td>False</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>6</td>\n",
       "      <td>268</td>\n",
       "      <td>33</td>\n",
       "      <td>25</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.166060</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>False</td>\n",
       "      <td>0.0</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
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       "      <td>118</td>\n",
       "      <td>50</td>\n",
       "      <td>31</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.638528</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>True</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>6</td>\n",
       "      <td>179</td>\n",
       "      <td>30</td>\n",
       "      <td>19</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.498300</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>False</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>6</td>\n",
       "      <td>291</td>\n",
       "      <td>40</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.389155</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>True</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>7</td>\n",
       "      <td>179</td>\n",
       "      <td>30</td>\n",
       "      <td>19</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.498884</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>False</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>7</td>\n",
       "      <td>118</td>\n",
       "      <td>37</td>\n",
       "      <td>28</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.132138</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>False</td>\n",
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       "      <td>False</td>\n",
       "      <td>True</td>\n",
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       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>0.051939</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>True</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>7</td>\n",
       "      <td>118</td>\n",
       "      <td>37</td>\n",
       "      <td>28</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.520056</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>True</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>7</td>\n",
       "      <td>118</td>\n",
       "      <td>37</td>\n",
       "      <td>28</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.520056</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>False</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>7</td>\n",
       "      <td>233</td>\n",
       "      <td>31</td>\n",
       "      <td>21</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>0.051939</td>\n",
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       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>False</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>7</td>\n",
       "      <td>235</td>\n",
       "      <td>43</td>\n",
       "      <td>38</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.514372</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>False</td>\n",
       "      <td>0.0</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
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       "      <td>233</td>\n",
       "      <td>31</td>\n",
       "      <td>21</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>0.349483</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>True</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>7</td>\n",
       "      <td>228</td>\n",
       "      <td>58</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0.633413</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>False</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>7</td>\n",
       "      <td>118</td>\n",
       "      <td>37</td>\n",
       "      <td>28</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.132138</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>True</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>7</td>\n",
       "      <td>228</td>\n",
       "      <td>58</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0.633413</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>False</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>7</td>\n",
       "      <td>189</td>\n",
       "      <td>33</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0.243683</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>False</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
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       "      <td>37</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>False</td>\n",
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       "      <td>False</td>\n",
       "      <td>True</td>\n",
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       "      <td>361</td>\n",
       "      <td>28</td>\n",
       "      <td>27</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0.492733</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>False</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>7</td>\n",
       "      <td>225</td>\n",
       "      <td>28</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.259972</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>True</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>7</td>\n",
       "      <td>369</td>\n",
       "      <td>31</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0.966856</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>True</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>7</td>\n",
       "      <td>289</td>\n",
       "      <td>33</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0.912676</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>True</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>7</td>\n",
       "      <td>235</td>\n",
       "      <td>37</td>\n",
       "      <td>29</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.749877</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>False</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>7</td>\n",
       "      <td>118</td>\n",
       "      <td>40</td>\n",
       "      <td>34</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>0.019429</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>False</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>7</td>\n",
       "      <td>231</td>\n",
       "      <td>39</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0.262871</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>False</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>7</td>\n",
       "      <td>179</td>\n",
       "      <td>53</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.064846</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Reason_1  Reason_2  Reason_3  Reason_4  Month Value  \\\n",
       "0      False       0.0     False      True            6   \n",
       "1       True       0.0     False     False            6   \n",
       "2      False       0.0     False      True            6   \n",
       "3      False       0.0     False      True            6   \n",
       "4       True       0.0     False     False            6   \n",
       "5       True       0.0     False     False            6   \n",
       "6       True       0.0     False     False            6   \n",
       "7      False       0.0     False      True            6   \n",
       "8      False       0.0     False      True            6   \n",
       "9       True       0.0     False     False            6   \n",
       "10     False       0.0     False      True            6   \n",
       "11     False       0.0      True     False            6   \n",
       "12     False       0.0      True     False            6   \n",
       "13     False       0.0     False      True            6   \n",
       "14     False       0.0     False     False            6   \n",
       "15     False       0.0     False     False            6   \n",
       "16     False       0.0      True     False            6   \n",
       "17      True       0.0     False     False            6   \n",
       "18     False       0.0     False      True            6   \n",
       "19      True       0.0     False     False            7   \n",
       "20     False       0.0     False      True            7   \n",
       "21     False       0.0     False      True            7   \n",
       "22      True       0.0     False     False            7   \n",
       "23      True       0.0     False     False            7   \n",
       "24     False       0.0     False      True            7   \n",
       "25     False       0.0     False      True            7   \n",
       "26     False       0.0      True     False            7   \n",
       "27      True       0.0     False     False            7   \n",
       "28     False       0.0     False      True            7   \n",
       "29      True       0.0     False     False            7   \n",
       "30     False       0.0     False      True            7   \n",
       "31     False       0.0     False      True            7   \n",
       "32     False       0.0     False      True            7   \n",
       "33     False       0.0     False      True            7   \n",
       "34      True       0.0     False     False            7   \n",
       "35      True       0.0     False     False            7   \n",
       "36      True       0.0     False     False            7   \n",
       "37     False       0.0     False     False            7   \n",
       "38     False       0.0     False     False            7   \n",
       "39     False       0.0     False     False            7   \n",
       "\n",
       "    Transportation Expense  Age  Body Mass Index  Education  Children  Pet  \\\n",
       "0                      179   30               19          1         0    0   \n",
       "1                      361   28               27          0         1    4   \n",
       "2                      155   34               25          0         2    0   \n",
       "3                      179   40               22          1         2    0   \n",
       "4                      155   34               25          0         2    0   \n",
       "5                      225   28               24          0         1    2   \n",
       "6                      118   46               25          0         2    0   \n",
       "7                      179   30               19          1         0    0   \n",
       "8                      118   37               28          0         0    0   \n",
       "9                      118   37               28          0         0    0   \n",
       "10                     378   36               21          0         2    4   \n",
       "11                     118   50               31          0         1    0   \n",
       "12                     233   31               21          1         1    8   \n",
       "13                     179   30               19          1         0    0   \n",
       "14                     235   48               33          0         1    5   \n",
       "15                     268   33               25          1         0    0   \n",
       "16                     118   50               31          0         1    0   \n",
       "17                     179   30               19          1         0    0   \n",
       "18                     291   40               25          0         1    1   \n",
       "19                     179   30               19          1         0    0   \n",
       "20                     118   37               28          0         0    0   \n",
       "21                     233   31               21          1         1    8   \n",
       "22                     118   37               28          0         0    0   \n",
       "23                     118   37               28          0         0    0   \n",
       "24                     233   31               21          1         1    8   \n",
       "25                     235   43               38          0         1    0   \n",
       "26                     233   31               21          1         1    8   \n",
       "27                     228   58               22          0         2    1   \n",
       "28                     118   37               28          0         0    0   \n",
       "29                     228   58               22          0         2    1   \n",
       "30                     189   33               25          0         2    2   \n",
       "31                     118   37               28          0         0    0   \n",
       "32                     361   28               27          0         1    4   \n",
       "33                     225   28               24          0         1    2   \n",
       "34                     369   31               25          0         3    0   \n",
       "35                     289   33               30          0         2    1   \n",
       "36                     235   37               29          1         1    1   \n",
       "37                     118   40               34          0         1    8   \n",
       "38                     231   39               35          0         2    2   \n",
       "39                     179   53               25          0         1    1   \n",
       "\n",
       "    Probability  Prediction  \n",
       "0      0.122469           0  \n",
       "1      0.873365           1  \n",
       "2      0.266253           0  \n",
       "3      0.198570           0  \n",
       "4      0.720861           1  \n",
       "5      0.713817           1  \n",
       "6      0.567672           1  \n",
       "7      0.122469           0  \n",
       "8      0.131870           0  \n",
       "9      0.519472           1  \n",
       "10     0.456496           0  \n",
       "11     0.638528           1  \n",
       "12     0.348951           0  \n",
       "13     0.122469           0  \n",
       "14     0.082994           0  \n",
       "15     0.166060           0  \n",
       "16     0.638528           1  \n",
       "17     0.498300           0  \n",
       "18     0.389155           0  \n",
       "19     0.498884           0  \n",
       "20     0.132138           0  \n",
       "21     0.051939           0  \n",
       "22     0.520056           1  \n",
       "23     0.520056           1  \n",
       "24     0.051939           0  \n",
       "25     0.514372           1  \n",
       "26     0.349483           0  \n",
       "27     0.633413           1  \n",
       "28     0.132138           0  \n",
       "29     0.633413           1  \n",
       "30     0.243683           0  \n",
       "31     0.132138           0  \n",
       "32     0.492733           0  \n",
       "33     0.259972           0  \n",
       "34     0.966856           1  \n",
       "35     0.912676           1  \n",
       "36     0.749877           1  \n",
       "37     0.019429           0  \n",
       "38     0.262871           0  \n",
       "39     0.064846           0  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from absenteeism_module import *\n",
    "model = absenteeism_model('model', 'scaler')\n",
    "\n",
    "model.load_and_clean_data('Absenteeism_new_data.csv')\n",
    "\n",
    "model.predicted_outputs()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "model.predicted_outputs().to_csv('Absenteeism_predictions.csv', index = False)"
   ]
  }
 ],
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   "codemirror_mode": {
    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
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   "nbconvert_exporter": "python",
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