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| <head> | |
| <meta charset="utf-8" /> | |
| <title>Drift Report</title> | |
| <style> | |
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| table { border-collapse: collapse; width: 100%; } | |
| th, td { border: 1px solid #ddd; padding: 8px; } | |
| th { background: #f3f3f3; } | |
| img { max-width: 720px; } | |
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| <body> | |
| <h2>Production Monitoring Summary</h2> | |
| <ul> | |
| <li>Total calls: 1</li> | |
| <li>Error rate: 0.00%</li> | |
| <li>Latency p50: 82.04 ms</li> | |
| <li>Latency p95: 82.04 ms</li> | |
| </ul> | |
| <h2>Score Monitoring</h2> | |
| <ul> | |
| <li>Score mean: 0.3755</li> | |
| <li>Score p50: 0.3755</li> | |
| <li>Score p95: 0.3755</li> | |
| <li>Score min: 0.3755</li> | |
| <li>Score max: 0.3755</li> | |
| <li>Predicted default rate: 0.00%</li> | |
| </ul> | |
| <img src='plots/score_distribution.png' /> | |
| <img src='plots/prediction_rate.png' /> | |
| <h2>Data Drift Summary</h2> | |
| <table border="1" class="dataframe"> | |
| <thead> | |
| <tr style="text-align: right;"> | |
| <th>feature</th> | |
| <th>type</th> | |
| <th>ks_stat</th> | |
| <th>p_value</th> | |
| <th>drift_detected</th> | |
| <th>psi</th> | |
| </tr> | |
| </thead> | |
| <tbody> | |
| <tr> | |
| <td>EXT_SOURCE_2</td> | |
| <td>numeric</td> | |
| <td>0.5905</td> | |
| <td>0.819238</td> | |
| <td>False</td> | |
| <td>NaN</td> | |
| </tr> | |
| <tr> | |
| <td>EXT_SOURCE_3</td> | |
| <td>numeric</td> | |
| <td>0.9047</td> | |
| <td>0.191111</td> | |
| <td>False</td> | |
| <td>NaN</td> | |
| </tr> | |
| <tr> | |
| <td>AMT_ANNUITY</td> | |
| <td>numeric</td> | |
| <td>0.5184</td> | |
| <td>0.963407</td> | |
| <td>False</td> | |
| <td>NaN</td> | |
| </tr> | |
| <tr> | |
| <td>EXT_SOURCE_1</td> | |
| <td>numeric</td> | |
| <td>0.5822</td> | |
| <td>0.836199</td> | |
| <td>False</td> | |
| <td>NaN</td> | |
| </tr> | |
| <tr> | |
| <td>CODE_GENDER</td> | |
| <td>categorical</td> | |
| <td>NaN</td> | |
| <td>NaN</td> | |
| <td>True</td> | |
| <td>9.6538</td> | |
| </tr> | |
| <tr> | |
| <td>DAYS_EMPLOYED</td> | |
| <td>numeric</td> | |
| <td>0.6508</td> | |
| <td>0.698660</td> | |
| <td>False</td> | |
| <td>NaN</td> | |
| </tr> | |
| <tr> | |
| <td>AMT_CREDIT</td> | |
| <td>numeric</td> | |
| <td>0.5996</td> | |
| <td>0.801040</td> | |
| <td>False</td> | |
| <td>NaN</td> | |
| </tr> | |
| <tr> | |
| <td>AMT_GOODS_PRICE</td> | |
| <td>numeric</td> | |
| <td>0.6115</td> | |
| <td>0.777177</td> | |
| <td>False</td> | |
| <td>NaN</td> | |
| </tr> | |
| <tr> | |
| <td>DAYS_BIRTH</td> | |
| <td>numeric</td> | |
| <td>0.9474</td> | |
| <td>0.105579</td> | |
| <td>False</td> | |
| <td>NaN</td> | |
| </tr> | |
| <tr> | |
| <td>FLAG_OWN_CAR</td> | |
| <td>categorical</td> | |
| <td>NaN</td> | |
| <td>NaN</td> | |
| <td>True</td> | |
| <td>4.3985</td> | |
| </tr> | |
| </tbody> | |
| </table> | |
| <h2>Feature Distributions</h2> | |
| <h4>EXT_SOURCE_2</h4><img src='plots/EXT_SOURCE_2.png' /> | |
| <h4>EXT_SOURCE_3</h4><img src='plots/EXT_SOURCE_3.png' /> | |
| <h4>AMT_ANNUITY</h4><img src='plots/AMT_ANNUITY.png' /> | |
| <h4>EXT_SOURCE_1</h4><img src='plots/EXT_SOURCE_1.png' /> | |
| <h4>CODE_GENDER</h4><img src='plots/CODE_GENDER.png' /> | |
| <h4>DAYS_EMPLOYED</h4><img src='plots/DAYS_EMPLOYED.png' /> | |
| <h4>AMT_CREDIT</h4><img src='plots/AMT_CREDIT.png' /> | |
| <h4>AMT_GOODS_PRICE</h4><img src='plots/AMT_GOODS_PRICE.png' /> | |
| <h4>DAYS_BIRTH</h4><img src='plots/DAYS_BIRTH.png' /> | |
| <h4>FLAG_OWN_CAR</h4><img src='plots/FLAG_OWN_CAR.png' /> | |
| </body> | |
| </html> | |