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Use imbalanced-learn in the componentspecific model #5903
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The dataset is small and not balanced (https://community-tc.services.mozilla.com/tasks/Woy2F_GaTXeJ29eCHoh1bg/runs/0/logs/public/logs/live.log):
pre rec spe f1 geo iba sup
1 0.90 0.80 0.33 0.85 0.52 0.28 71
0 0.50 0.11 0.99 0.18 0.33 0.10 9
__NOT_CLASSIFIED__ 0.00 0.00 0.81 0.00 0.00 0.00 0
avg / total 0.86 0.72 0.41 0.78 0.50 0.26 80
╒════════════╤═════════════════╤═════════════════╤══════════════════╕
│ │ 1 (Predicted) │ 0 (Predicted) │ Not classified │
╞════════════╪═════════════════╪═════════════════╪══════════════════╡
│ 1 (Actual) │ 57 │ 1 │ 13 │
├────────────┼─────────────────┼─────────────────┼──────────────────┤
│ 0 (Actual) │ 6 │ 1 │ 2 │
╘════════════╧═════════════════╧═════════════════╧══════════════════╛
Originally posted by @suhaibmujahid in #5892 (comment)
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