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| <style> |
| table.eli5-weights tr:hover { |
| filter: brightness(85%); |
| } |
| </style> |
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| <p>Explained as: feature importances</p> |
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| <pre> |
| Random forest feature importances; values are numbers 0 <= x <= 1; |
| all values sum to 1. |
| </pre> |
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| <table class="eli5-weights eli5-feature-importances" style="border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto;"> |
| <thead> |
| <tr style="border: none;"> |
| <th style="padding: 0 1em 0 0.5em; text-align: right; border: none;">Weight</th> |
| <th style="padding: 0 0.5em 0 0.5em; text-align: left; border: none;">Feature</th> |
| </tr> |
| </thead> |
| <tbody> |
| |
| <tr style="background-color: hsl(120, 100.00%, 80.00%); border: none;"> |
| <td style="padding: 0 1em 0 0.5em; text-align: right; border: none;"> |
| 0.0467 |
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| ± 0.1170 |
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| </td> |
| <td style="padding: 0 0.5em 0 0.5em; text-align: left; border: none;"> |
| html_tag_count |
| </td> |
| </tr> |
| |
| <tr style="background-color: hsl(120, 100.00%, 80.12%); border: none;"> |
| <td style="padding: 0 1em 0 0.5em; text-align: right; border: none;"> |
| 0.0463 |
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| ± 0.1480 |
| |
| </td> |
| <td style="padding: 0 0.5em 0 0.5em; text-align: left; border: none;"> |
| click |
| </td> |
| </tr> |
| |
| <tr style="background-color: hsl(120, 100.00%, 80.47%); border: none;"> |
| <td style="padding: 0 1em 0 0.5em; text-align: right; border: none;"> |
| 0.0451 |
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| ± 0.1257 |
| |
| </td> |
| <td style="padding: 0 0.5em 0 0.5em; text-align: left; border: none;"> |
| exclamation_density |
| </td> |
| </tr> |
| |
| <tr style="background-color: hsl(120, 100.00%, 83.70%); border: none;"> |
| <td style="padding: 0 1em 0 0.5em; text-align: right; border: none;"> |
| 0.0348 |
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| ± 0.1131 |
| |
| </td> |
| <td style="padding: 0 0.5em 0 0.5em; text-align: left; border: none;"> |
| remov |
| </td> |
| </tr> |
| |
| <tr style="background-color: hsl(120, 100.00%, 85.22%); border: none;"> |
| <td style="padding: 0 1em 0 0.5em; text-align: right; border: none;"> |
| 0.0303 |
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| ± 0.0927 |
| |
| </td> |
| <td style="padding: 0 0.5em 0 0.5em; text-align: left; border: none;"> |
| capitalization_ratio |
| </td> |
| </tr> |
| |
| <tr style="background-color: hsl(120, 100.00%, 87.84%); border: none;"> |
| <td style="padding: 0 1em 0 0.5em; text-align: right; border: none;"> |
| 0.0229 |
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| ± 0.0888 |
| |
| </td> |
| <td style="padding: 0 0.5em 0 0.5em; text-align: left; border: none;"> |
| cta_to_info_ratio |
| </td> |
| </tr> |
| |
| <tr style="background-color: hsl(120, 100.00%, 88.12%); border: none;"> |
| <td style="padding: 0 1em 0 0.5em; text-align: right; border: none;"> |
| 0.0222 |
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| ± 0.0814 |
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| </td> |
| <td style="padding: 0 0.5em 0 0.5em; text-align: left; border: none;"> |
| pleas |
| </td> |
| </tr> |
| |
| <tr style="background-color: hsl(120, 100.00%, 89.71%); border: none;"> |
| <td style="padding: 0 1em 0 0.5em; text-align: right; border: none;"> |
| 0.0181 |
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| ± 0.0557 |
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| </td> |
| <td style="padding: 0 0.5em 0 0.5em; text-align: left; border: none;"> |
| caps_word_ratio |
| </td> |
| </tr> |
| |
| <tr style="background-color: hsl(120, 100.00%, 90.65%); border: none;"> |
| <td style="padding: 0 1em 0 0.5em; text-align: right; border: none;"> |
| 0.0158 |
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| ± 0.0593 |
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| </td> |
| <td style="padding: 0 0.5em 0 0.5em; text-align: left; border: none;"> |
| nbsp |
| </td> |
| </tr> |
| |
| <tr style="background-color: hsl(120, 100.00%, 90.67%); border: none;"> |
| <td style="padding: 0 1em 0 0.5em; text-align: right; border: none;"> |
| 0.0157 |
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| ± 0.0504 |
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| </td> |
| <td style="padding: 0 0.5em 0 0.5em; text-align: left; border: none;"> |
| wrote |
| </td> |
| </tr> |
| |
| <tr style="background-color: hsl(120, 100.00%, 91.16%); border: none;"> |
| <td style="padding: 0 1em 0 0.5em; text-align: right; border: none;"> |
| 0.0145 |
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| ± 0.0636 |
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| </td> |
| <td style="padding: 0 0.5em 0 0.5em; text-align: left; border: none;"> |
| receiv |
| </td> |
| </tr> |
| |
| <tr style="background-color: hsl(120, 100.00%, 91.21%); border: none;"> |
| <td style="padding: 0 1em 0 0.5em; text-align: right; border: none;"> |
| 0.0144 |
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| ± 0.0504 |
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| </td> |
| <td style="padding: 0 0.5em 0 0.5em; text-align: left; border: none;"> |
| free |
| </td> |
| </tr> |
| |
| <tr style="background-color: hsl(120, 100.00%, 91.32%); border: none;"> |
| <td style="padding: 0 1em 0 0.5em; text-align: right; border: none;"> |
| 0.0142 |
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| ± 0.0568 |
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| </td> |
| <td style="padding: 0 0.5em 0 0.5em; text-align: left; border: none;"> |
| offer |
| </td> |
| </tr> |
| |
| <tr style="background-color: hsl(120, 100.00%, 92.68%); border: none;"> |
| <td style="padding: 0 1em 0 0.5em; text-align: right; border: none;"> |
| 0.0111 |
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| ± 0.0312 |
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| </td> |
| <td style="padding: 0 0.5em 0 0.5em; text-align: left; border: none;"> |
| avg_sentence_length |
| </td> |
| </tr> |
| |
| <tr style="background-color: hsl(120, 100.00%, 92.92%); border: none;"> |
| <td style="padding: 0 1em 0 0.5em; text-align: right; border: none;"> |
| 0.0106 |
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| ± 0.0516 |
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| </td> |
| <td style="padding: 0 0.5em 0 0.5em; text-align: left; border: none;"> |
| pleas click |
| </td> |
| </tr> |
| |
| <tr style="background-color: hsl(120, 100.00%, 93.50%); border: none;"> |
| <td style="padding: 0 1em 0 0.5em; text-align: right; border: none;"> |
| 0.0094 |
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| ± 0.0473 |
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| </td> |
| <td style="padding: 0 0.5em 0 0.5em; text-align: left; border: none;"> |
| spam_phrase_count |
| </td> |
| </tr> |
| |
| <tr style="background-color: hsl(120, 100.00%, 93.73%); border: none;"> |
| <td style="padding: 0 1em 0 0.5em; text-align: right; border: none;"> |
| 0.0089 |
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| ± 0.0287 |
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| </td> |
| <td style="padding: 0 0.5em 0 0.5em; text-align: left; border: none;"> |
| email_length |
| </td> |
| </tr> |
| |
| <tr style="background-color: hsl(120, 100.00%, 94.42%); border: none;"> |
| <td style="padding: 0 1em 0 0.5em; text-align: right; border: none;"> |
| 0.0075 |
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| ± 0.0359 |
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| </td> |
| <td style="padding: 0 0.5em 0 0.5em; text-align: left; border: none;"> |
| list pleas |
| </td> |
| </tr> |
| |
| <tr style="background-color: hsl(120, 100.00%, 94.47%); border: none;"> |
| <td style="padding: 0 1em 0 0.5em; text-align: right; border: none;"> |
| 0.0074 |
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| ± 0.0351 |
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| </td> |
| <td style="padding: 0 0.5em 0 0.5em; text-align: left; border: none;"> |
| guarante |
| </td> |
| </tr> |
| |
| <tr style="background-color: hsl(120, 100.00%, 94.75%); border: none;"> |
| <td style="padding: 0 1em 0 0.5em; text-align: right; border: none;"> |
| 0.0069 |
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| ± 0.0270 |
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| </td> |
| <td style="padding: 0 0.5em 0 0.5em; text-align: left; border: none;"> |
| credit |
| </td> |
| </tr> |
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| <tr style="background-color: hsl(120, 100.00%, 94.75%); border: none;"> |
| <td colspan="2" style="padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;"> |
| <i>… 1004 more …</i> |
| </td> |
| </tr> |
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| </tbody> |
| </table> |
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