Hugging Face's logo

Spaces:
stephmnt
/
credit-scoring-mlops
Sleeping

App Files Community
credit-scoring-mlops
File size: 3,386 Bytes 
9a76208
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
 
<!doctype html>
<html>
  <head>
    <meta charset="utf-8" />
    <title>Drift Report</title>
    <style>
      body { font-family: Arial, sans-serif; margin: 24px; }
      table { border-collapse: collapse; width: 100%; }
      th, td { border: 1px solid #ddd; padding: 8px; }
      th { background: #f3f3f3; }
      img { max-width: 720px; }
    </style>
  </head>
  <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>