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features.html
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<table border="1" class="dataframe">
<thead>
<tr style="text-align: right;">
<th></th>
<th>Feature</th>
<th>Unique_values</th>
<th>Percentage of missing values</th>
<th>Percentage of values in the biggest category</th>
<th>dtype</th>
</tr>
</thead>
<tbody>
<tr>
<th>28</th>
<td>PuaMode</td>
<td>1</td>
<td>99.968</td>
<td>99.968</td>
<td>category</td>
</tr>
<tr>
<th>41</th>
<td>Census_ProcessorClass</td>
<td>3</td>
<td>99.580</td>
<td>99.580</td>
<td>category</td>
</tr>
<tr>
<th>8</th>
<td>DefaultBrowsersIdentifier</td>
<td>203</td>
<td>95.126</td>
<td>95.126</td>
<td>float32</td>
</tr>
<tr>
<th>68</th>
<td>Census_IsFlightingInternal</td>
<td>1</td>
<td>83.148</td>
<td>83.148</td>
<td>float16</td>
</tr>
<tr>
<th>52</th>
<td>Census_InternalBatteryType</td>
<td>20</td>
<td>71.262</td>
<td>71.262</td>
<td>category</td>
</tr>
<tr>
<th>71</th>
<td>Census_ThresholdOptIn</td>
<td>2</td>
<td>63.716</td>
<td>63.716</td>
<td>float16</td>
</tr>
<tr>
<th>75</th>
<td>Census_IsWIMBootEnabled</td>
<td>1</td>
<td>63.626</td>
<td>63.626</td>
<td>float16</td>
</tr>
<tr>
<th>31</th>
<td>SmartScreen</td>
<td>11</td>
<td>35.760</td>
<td>48.392</td>
<td>category</td>
</tr>
<tr>
<th>15</th>
<td>OrganizationIdentifier</td>
<td>34</td>
<td>30.562</td>
<td>47.324</td>
<td>float16</td>
</tr>
<tr>
<th>29</th>
<td>SMode</td>
<td>2</td>
<td>5.950</td>
<td>94.014</td>
<td>float16</td>
</tr>
<tr>
<th>14</th>
<td>CityIdentifier</td>
<td>10423</td>
<td>3.654</td>
<td>3.654</td>
<td>float32</td>
</tr>
<tr>
<th>80</th>
<td>Wdft_IsGamer</td>
<td>2</td>
<td>3.392</td>
<td>69.454</td>
<td>float16</td>
</tr>
<tr>
<th>81</th>
<td>Wdft_RegionIdentifier</td>
<td>15</td>
<td>3.392</td>
<td>20.156</td>
<td>float16</td>
</tr>
<tr>
<th>53</th>
<td>Census_InternalBatteryNumberOfCharges</td>
<td>1207</td>
<td>3.078</td>
<td>56.280</td>
<td>float64</td>
</tr>
<tr>
<th>72</th>
<td>Census_FirmwareManufacturerIdentifier</td>
<td>136</td>
<td>2.130</td>
<td>30.564</td>
<td>float16</td>
</tr>
<tr>
<th>73</th>
<td>Census_FirmwareVersionIdentifier</td>
<td>8930</td>
<td>1.884</td>
<td>1.884</td>
<td>float32</td>
</tr>
<tr>
<th>69</th>
<td>Census_IsFlightsDisabled</td>
<td>1</td>
<td>1.836</td>
<td>98.164</td>
<td>float16</td>
</tr>
<tr>
<th>37</th>
<td>Census_OEMModelIdentifier</td>
<td>10800</td>
<td>1.252</td>
<td>3.392</td>
<td>float32</td>
</tr>
<tr>
<th>36</th>
<td>Census_OEMNameIdentifier</td>
<td>640</td>
<td>1.140</td>
<td>14.312</td>
<td>float32</td>
</tr>
<tr>
<th>32</th>
<td>Firewall</td>
<td>2</td>
<td>1.106</td>
<td>96.644</td>
<td>float16</td>
</tr>
<tr>
<th>46</th>
<td>Census_TotalPhysicalRAM</td>
<td>105</td>
<td>0.928</td>
<td>45.932</td>
<td>float32</td>
</tr>
<tr>
<th>79</th>
<td>Census_IsAlwaysOnAlwaysConnectedCapable</td>
<td>2</td>
<td>0.880</td>
<td>93.372</td>
<td>float16</td>
</tr>
<tr>
<th>62</th>
<td>Census_OSInstallLanguageIdentifier</td>
<td>39</td>
<td>0.710</td>
<td>35.602</td>
<td>float16</td>
</tr>
<tr>
<th>30</th>
<td>IeVerIdentifier</td>
<td>132</td>
<td>0.666</td>
<td>43.558</td>
<td>float16</td>
</tr>
<tr>
<th>44</th>
<td>Census_SystemVolumeTotalCapacity</td>
<td>26255</td>
<td>0.628</td>
<td>0.628</td>
<td>float64</td>
</tr>
<tr>
<th>42</th>
<td>Census_PrimaryDiskTotalCapacity</td>
<td>318</td>
<td>0.628</td>
<td>31.506</td>
<td>float64</td>
</tr>
<tr>
<th>50</th>
<td>Census_InternalPrimaryDisplayResolutionVertical</td>
<td>118</td>
<td>0.540</td>
<td>55.452</td>
<td>float32</td>
</tr>
<tr>
<th>49</th>
<td>Census_InternalPrimaryDisplayResolutionHorizontal</td>
<td>107</td>
<td>0.540</td>
<td>50.270</td>
<td>float32</td>
</tr>
<tr>
<th>48</th>
<td>Census_InternalPrimaryDiagonalDisplaySizeInInches</td>
<td>304</td>
<td>0.540</td>
<td>33.980</td>
<td>float32</td>
</tr>
<tr>
<th>40</th>
<td>Census_ProcessorModelIdentifier</td>
<td>1509</td>
<td>0.482</td>
<td>3.220</td>
<td>float32</td>
</tr>
<tr>
<th>38</th>
<td>Census_ProcessorCoreCount</td>
<td>13</td>
<td>0.480</td>
<td>60.854</td>
<td>float16</td>
</tr>
<tr>
<th>39</th>
<td>Census_ProcessorManufacturerIdentifier</td>
<td>3</td>
<td>0.480</td>
<td>87.734</td>
<td>float16</td>
</tr>
<tr>
<th>9</th>
<td>AVProductStatesIdentifier</td>
<td>1367</td>
<td>0.382</td>
<td>65.532</td>
<td>float32</td>
</tr>
<tr>
<th>10</th>
<td>AVProductsInstalled</td>
<td>5</td>
<td>0.382</td>
<td>69.886</td>
<td>float16</td>
</tr>
<tr>
<th>11</th>
<td>AVProductsEnabled</td>
<td>5</td>
<td>0.382</td>
<td>97.108</td>
<td>float16</td>
</tr>
<tr>
<th>26</th>
<td>IsProtected</td>
<td>2</td>
<td>0.380</td>
<td>94.284</td>
<td>float16</td>
</tr>
<tr>
<th>6</th>
<td>RtpStateBitfield</td>
<td>6</td>
<td>0.350</td>
<td>97.002</td>
<td>float16</td>
</tr>
<tr>
<th>43</th>
<td>Census_PrimaryDiskTypeName</td>
<td>4</td>
<td>0.166</td>
<td>64.682</td>
<td>category</td>
</tr>
<tr>
<th>76</th>
<td>Census_IsVirtualDevice</td>
<td>2</td>
<td>0.152</td>
<td>99.174</td>
<td>float16</td>
</tr>
<tr>
<th>33</th>
<td>UacLuaenable</td>
<td>3</td>
<td>0.116</td>
<td>99.246</td>
<td>float64</td>
</tr>
<tr>
<th>47</th>
<td>Census_ChassisTypeName</td>
<td>26</td>
<td>0.004</td>
<td>58.386</td>
<td>category</td>
</tr>
<tr>
<th>16</th>
<td>GeoNameIdentifier</td>
<td>226</td>
<td>0.002</td>
<td>17.196</td>
<td>float16</td>
</tr>
<tr>
<th>61</th>
<td>Census_OSInstallTypeName</td>
<td>9</td>
<td>0.000</td>
<td>29.454</td>
<td>category</td>
</tr>
<tr>
<th>7</th>
<td>IsSxsPassiveMode</td>
<td>2</td>
<td>0.000</td>
<td>98.234</td>
<td>int8</td>
</tr>
<tr>
<th>13</th>
<td>CountryIdentifier</td>
<td>216</td>
<td>0.000</td>
<td>4.454</td>
<td>int16</td>
</tr>
<tr>
<th>17</th>
<td>LocaleEnglishNameIdentifier</td>
<td>171</td>
<td>0.000</td>
<td>23.304</td>
<td>int16</td>
</tr>
<tr>
<th>18</th>
<td>Platform</td>
<td>4</td>
<td>0.000</td>
<td>96.662</td>
<td>category</td>
</tr>
<tr>
<th>19</th>
<td>Processor</td>
<td>3</td>
<td>0.000</td>
<td>90.984</td>
<td>category</td>
</tr>
<tr>
<th>20</th>
<td>OsVer</td>
<td>8</td>
<td>0.000</td>
<td>96.790</td>
<td>category</td>
</tr>
<tr>
<th>21</th>
<td>OsBuild</td>
<td>33</td>
<td>0.000</td>
<td>43.920</td>
<td>int16</td>
</tr>
<tr>
<th>22</th>
<td>OsSuite</td>
<td>7</td>
<td>0.000</td>
<td>62.132</td>
<td>int16</td>
</tr>
<tr>
<th>23</th>
<td>OsPlatformSubRelease</td>
<td>9</td>
<td>0.000</td>
<td>43.920</td>
<td>category</td>
</tr>
<tr>
<th>24</th>
<td>OsBuildLab</td>
<td>316</td>
<td>0.000</td>
<td>41.098</td>
<td>category</td>
</tr>
<tr>
<th>25</th>
<td>SkuEdition</td>
<td>8</td>
<td>0.000</td>
<td>61.574</td>
<td>category</td>
</tr>
<tr>
<th>27</th>
<td>AutoSampleOptIn</td>
<td>1</td>
<td>0.000</td>
<td>100.000</td>
<td>int8</td>
</tr>
<tr>
<th>34</th>
<td>Census_MDC2FormFactor</td>
<td>11</td>
<td>0.000</td>
<td>63.862</td>
<td>category</td>
</tr>
<tr>
<th>35</th>
<td>Census_DeviceFamily</td>
<td>2</td>
<td>0.000</td>
<td>99.868</td>
<td>category</td>
</tr>
<tr>
<th>1</th>
<td>ProductName</td>
<td>2</td>
<td>0.000</td>
<td>98.876</td>
<td>category</td>
</tr>
<tr>
<th>45</th>
<td>Census_HasOpticalDiskDrive</td>
<td>2</td>
<td>0.000</td>
<td>92.414</td>
<td>int8</td>
</tr>
<tr>
<th>51</th>
<td>Census_PowerPlatformRoleName</td>
<td>8</td>
<td>0.000</td>
<td>69.046</td>
<td>category</td>
</tr>
<tr>
<th>54</th>
<td>Census_OSVersion</td>
<td>241</td>
<td>0.000</td>
<td>15.612</td>
<td>category</td>
</tr>
<tr>
<th>12</th>
<td>HasTpm</td>
<td>2</td>
<td>0.000</td>
<td>98.736</td>
<td>int8</td>
</tr>
<tr>
<th>5</th>
<td>IsBeta</td>
<td>1</td>
<td>0.000</td>
<td>100.000</td>
<td>int8</td>
</tr>
<tr>
<th>60</th>
<td>Census_OSSkuName</td>
<td>16</td>
<td>0.000</td>
<td>38.846</td>
<td>category</td>
</tr>
<tr>
<th>4</th>
<td>AvSigVersion</td>
<td>3105</td>
<td>0.000</td>
<td>1.156</td>
<td>category</td>
</tr>
<tr>
<th>59</th>
<td>Census_OSEdition</td>
<td>18</td>
<td>0.000</td>
<td>38.846</td>
<td>category</td>
</tr>
<tr>
<th>64</th>
<td>Census_OSWUAutoUpdateOptionsName</td>
<td>6</td>
<td>0.000</td>
<td>44.070</td>
<td>category</td>
</tr>
<tr>
<th>63</th>
<td>Census_OSUILocaleIdentifier</td>
<td>55</td>
<td>0.000</td>
<td>35.542</td>
<td>int16</td>
</tr>
<tr>
<th>78</th>
<td>Census_IsPenCapable</td>
<td>2</td>
<td>0.000</td>
<td>96.244</td>
<td>int8</td>
</tr>
<tr>
<th>57</th>
<td>Census_OSBuildNumber</td>
<td>31</td>
<td>0.000</td>
<td>45.032</td>
<td>int16</td>
</tr>
<tr>
<th>65</th>
<td>Census_IsPortableOperatingSystem</td>
<td>2</td>
<td>0.000</td>
<td>99.920</td>
<td>int8</td>
</tr>
<tr>
<th>66</th>
<td>Census_GenuineStateName</td>
<td>4</td>
<td>0.000</td>
<td>88.370</td>
<td>category</td>
</tr>
<tr>
<th>67</th>
<td>Census_ActivationChannel</td>
<td>6</td>
<td>0.000</td>
<td>52.690</td>
<td>category</td>
</tr>
<tr>
<th>77</th>
<td>Census_IsTouchEnabled</td>
<td>2</td>
<td>0.000</td>
<td>87.370</td>
<td>int8</td>
</tr>
<tr>
<th>70</th>
<td>Census_FlightRing</td>
<td>7</td>
<td>0.000</td>
<td>93.602</td>
<td>category</td>
</tr>
<tr>
<th>74</th>
<td>Census_IsSecureBootEnabled</td>
<td>2</td>
<td>0.000</td>
<td>51.606</td>
<td>int8</td>
</tr>
<tr>
<th>58</th>
<td>Census_OSBuildRevision</td>
<td>209</td>
<td>0.000</td>
<td>15.614</td>
<td>int32</td>
</tr>
<tr>
<th>0</th>
<td>MachineIdentifier</td>
<td>50000</td>
<td>0.000</td>
<td>0.002</td>
<td>uint64</td>
</tr>
<tr>
<th>56</th>
<td>Census_OSBranch</td>
<td>15</td>
<td>0.000</td>
<td>45.040</td>
<td>category</td>
</tr>
<tr>
<th>55</th>
<td>Census_OSArchitecture</td>
<td>3</td>
<td>0.000</td>
<td>90.978</td>
<td>category</td>
</tr>
<tr>
<th>2</th>
<td>EngineVersion</td>
<td>38</td>
<td>0.000</td>
<td>43.308</td>
<td>category</td>
</tr>
<tr>
<th>3</th>
<td>AppVersion</td>
<td>74</td>
<td>0.000</td>
<td>58.196</td>
<td>category</td>
</tr>
<tr>
<th>82</th>
<td>HasDetections</td>
<td>2</td>
<td>0.000</td>
<td>50.122</td>
<td>int8</td>
</tr>
</tbody>
</table>