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docs: slight modification to tutorial.
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‎docs/source/tutorial.ipynb‎

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"colab": {
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"base_uri": "https://localhost:8080/",
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"Freq: YE-DEC, Name: date, dtype: int64"
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{
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" Slight 1.0 0.624091 "
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]
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},
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"metadata": {},
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},
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{
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"cell_type": "code",
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{
@@ -604,12 +604,18 @@
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" <th></th>\n",
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" <th>accidents</th>\n",
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" <th>casualties</th>\n",
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" <th>casualties_mean</th>\n",
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" <th>casualties_median</th>\n",
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" <th>casualties_std</th>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>date_time</th>\n",
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" <th>accident_severity_str</th>\n",
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" <th></th>\n",
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" <th></th>\n",
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" <th></th>\n",
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" <th></th>\n",
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" <th></th>\n",
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" </tr>\n",
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" </thead>\n",
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" <tbody>\n",
@@ -618,106 +624,169 @@
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" <th>Fatal</th>\n",
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" <td>1.41</td>\n",
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" <td>1.86</td>\n",
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" <td>1.71</td>\n",
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" <td>1.0</td>\n",
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" <td>1.40</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>Serious</th>\n",
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" <td>19.55</td>\n",
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" <td>20.74</td>\n",
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" <td>1.38</td>\n",
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" <td>1.0</td>\n",
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" <td>0.94</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>Slight</th>\n",
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" <td>79.04</td>\n",
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" <td>77.40</td>\n",
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" <td>1.28</td>\n",
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" <td>1.0</td>\n",
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" <td>0.68</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th rowspan=\"3\" valign=\"top\">2020-12-31</th>\n",
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" <th>Fatal</th>\n",
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" <td>1.53</td>\n",
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" <td>1.88</td>\n",
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" <td>1.56</td>\n",
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" <td>1.0</td>\n",
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" <td>1.13</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>Serious</th>\n",
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" <td>20.13</td>\n",
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" <td>21.19</td>\n",
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" <td>1.33</td>\n",
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" <td>1.0</td>\n",
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" <td>0.84</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>Slight</th>\n",
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" <td>78.35</td>\n",
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" <td>76.93</td>\n",
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" <td>1.24</td>\n",
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" <td>1.0</td>\n",
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" <td>0.62</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th rowspan=\"3\" valign=\"top\">2021-12-31</th>\n",
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" <th>Fatal</th>\n",
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" <td>1.46</td>\n",
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" <td>1.86</td>\n",
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" <td>1.62</td>\n",
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" <td>1.0</td>\n",
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" <td>1.20</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>Serious</th>\n",
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" <td>21.06</td>\n",
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" <td>22.26</td>\n",
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" <td>1.34</td>\n",
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" <td>1.0</td>\n",
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" <td>0.79</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>Slight</th>\n",
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" <td>77.49</td>\n",
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" <td>75.88</td>\n",
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" <td>1.24</td>\n",
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" <td>1.0</td>\n",
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" <td>0.62</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th rowspan=\"3\" valign=\"top\">2022-12-31</th>\n",
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" <th>Fatal</th>\n",
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" <td>1.51</td>\n",
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" <td>1.96</td>\n",
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" <td>1.66</td>\n",
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" <td>1.0</td>\n",
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" <td>1.19</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>Serious</th>\n",
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" <td>22.01</td>\n",
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" <td>23.58</td>\n",
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" <td>1.37</td>\n",
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" <td>1.0</td>\n",
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" <td>0.86</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>Slight</th>\n",
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" <td>76.48</td>\n",
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" <td>74.46</td>\n",
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" <td>1.24</td>\n",
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" <td>1.0</td>\n",
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" <td>0.63</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th rowspan=\"3\" valign=\"top\">2023-12-31</th>\n",
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" <th>Fatal</th>\n",
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" <td>1.46</td>\n",
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" <td>2.00</td>\n",
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" <td>1.75</td>\n",
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" <td>1.0</td>\n",
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" <td>1.37</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>Serious</th>\n",
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" <td>22.48</td>\n",
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" <td>24.05</td>\n",
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" <td>1.36</td>\n",
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" <td>1.0</td>\n",
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" <td>0.97</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>Slight</th>\n",
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" <td>76.06</td>\n",
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" <td>73.95</td>\n",
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" <td>1.24</td>\n",
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" <td>1.0</td>\n",
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" <td>0.62</td>\n",
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" </tr>\n",
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" </tbody>\n",
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"</table>\n",
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"</div>"
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],
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"text/plain": [
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" accidents casualties\n",
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"date_time accident_severity_str \n",
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"2019-12-31 Fatal 1.41 1.86\n",
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" Serious 19.55 20.74\n",
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" Slight 79.04 77.40\n",
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"2020-12-31 Fatal 1.53 1.88\n",
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" Serious 20.13 21.19\n",
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" Slight 78.35 76.93\n",
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"2021-12-31 Fatal 1.46 1.86\n",
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" Serious 21.06 22.26\n",
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" Slight 77.49 75.88\n",
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"2022-12-31 Fatal 1.51 1.96\n",
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" Serious 22.01 23.58\n",
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" Slight 76.48 74.46\n",
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"2023-12-31 Fatal 1.46 2.00\n",
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" Serious 22.48 24.05\n",
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" Slight 76.06 73.95"
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" accidents casualties casualties_mean \\\n",
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"date_time accident_severity_str \n",
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"2019-12-31 Fatal 1.41 1.86 1.71 \n",
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" Serious 19.55 20.74 1.38 \n",
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" Slight 79.04 77.40 1.28 \n",
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"2020-12-31 Fatal 1.53 1.88 1.56 \n",
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" Serious 20.13 21.19 1.33 \n",
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" Slight 78.35 76.93 1.24 \n",
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"2021-12-31 Fatal 1.46 1.86 1.62 \n",
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" Serious 21.06 22.26 1.34 \n",
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" Slight 77.49 75.88 1.24 \n",
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"2022-12-31 Fatal 1.51 1.96 1.66 \n",
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" Serious 22.01 23.58 1.37 \n",
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" Slight 76.48 74.46 1.24 \n",
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"2023-12-31 Fatal 1.46 2.00 1.75 \n",
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" Serious 22.48 24.05 1.36 \n",
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" Slight 76.06 73.95 1.24 \n",
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"\n",
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" casualties_median casualties_std \n",
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"date_time accident_severity_str \n",
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"2019-12-31 Fatal 1.0 1.40 \n",
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" Serious 1.0 0.94 \n",
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" Slight 1.0 0.68 \n",
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"2020-12-31 Fatal 1.0 1.13 \n",
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" Serious 1.0 0.84 \n",
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" Slight 1.0 0.62 \n",
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"2021-12-31 Fatal 1.0 1.20 \n",
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" Serious 1.0 0.79 \n",
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" Slight 1.0 0.62 \n",
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"2022-12-31 Fatal 1.0 1.19 \n",
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" Serious 1.0 0.86 \n",
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" Slight 1.0 0.63 \n",
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"2023-12-31 Fatal 1.0 1.37 \n",
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" Serious 1.0 0.97 \n",
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" Slight 1.0 0.62 "
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]
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},
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"execution_count": 142,
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" chart_source=\"https://data.dft.gov.uk/road-accidents-safety-data/dft-road-casualty-statistics-collision-last-5-years.csv\"\n",
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" )"
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]
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