9316cc6704
mypy
2026-01-06 18:26:33 -08:00
fd9b95ada9
fix datalab test + switch back to latest ubuntu for testing
2026-01-06 15:09:06 -08:00
efc730ae0e
update exact comparison floating point tests to average tests
2026-01-06 14:27:07 -08:00
59d3882979
improve tests
2026-01-06 14:13:32 -08:00
0167accd0a
license ( #1263 )
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change license to Apache 2.0
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Co-authored-by: Anish Athalye <me@anishathalye.com >
2025-12-15 16:56:30 -08:00
bed10f5bdf
Fix numpy2 compatibility ( #1224 )
2025-01-10 20:06:05 -08:00
5af8d4082b
test_datalab.py more type checks ( #1218 )
2024-12-25 14:39:38 -05:00
f7a29560ec
Add issue manager for detecting identifier columns in features ( #1120 )
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Co-authored-by: Ganesh Tata <tataganesh95@gmail.com >
Co-authored-by: Elías Snorrason <eliassno@gmail.com >
2024-10-23 14:54:18 +00:00
b9796a540c
Move spurious correlations dataframe to info in Datalab ( #1181 )
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Co-authored-by: Elías Snorrason <eliassno@gmail.com >
2024-08-21 00:34:24 +00:00
280db6acac
Assign cluster score for all underperforming clusters ( #1180 )
2024-08-15 19:23:42 +00:00
ffdbe77dc6
Enhance knn-based outlier detection in Datalab ( #1163 )
2024-06-25 15:53:56 +00:00
2a68fd7205
Improve knn graph handling and outlier detection in issue managers ( #1155 )
2024-06-24 23:49:33 +00:00
18dfb0db7c
Update knn shapely score computation ( #1142 )
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Co-authored-by: Jonas Mueller <1390638+jwmueller@users.noreply.github.com >
2024-06-19 19:09:35 +00:00
c749e9575a
Adjust Datalab Property-Based Test for Datasets 2.20.0 Release ( #1146 )
2024-06-14 00:12:59 +00:00
577a0bc770
Update datalab report text with more pointers ( #1134 )
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Co-authored-by: Elías Snorrason <eliassno@gmail.com >
2024-06-12 03:15:35 +00:00
25b7aaba7e
Improve KNN Graph Construction for Handling Exact Duplicates and Numerical Precision ( #1119 )
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Co-authored-by: Jonas Mueller <1390638+jwmueller@users.noreply.github.com >
2024-05-24 14:04:53 +00:00
a043470e34
Refine handling of underperforming_group issue type ( #1099 )
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Co-authored-by: Sanjana Garg <garg.sanjana.95@gmail.com >
Co-authored-by: Elías Snorrason <eliassno@gmail.com >
2024-05-24 13:21:51 +00:00
3effc12d6a
Improve null value checking by switching from np.isnan to pd.isna ( #1096 )
2024-05-23 02:34:29 +00:00
71ba4b3209
Add a knn module ( #1117 )
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Co-authored-by: Jonas Mueller <1390638+jwmueller@users.noreply.github.com >
2024-05-14 13:59:15 -04:00
81af417995
All identical datasets tests ( #1115 )
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2024-05-05 12:24:47 -07:00
b13d27e9b9
Fix numerical instability with Euclidean distance metric ( #1113 )
2024-05-02 13:24:58 +00:00
13442e2ed4
Use existing Datalab to audit new data for outliers ( #1112 )
2024-04-24 02:48:23 +00:00
0221f8b0a1
Fix internal multilabel label ( #1087 )
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Co-authored-by: Elías Snorrason <eliassno@gmail.com >
2024-04-10 21:24:18 +00:00
2f2bc1fe18
Refine Scoring and Enhance Stability for Datasets with Identical Examples ( #1056 )
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Enhance numerical stability and scoring accuracy for datasets with identical features
- Adjust minimum median values to 100x machine epsilon to prevent unstable operations.
- Implement specific scoring logic for outlier and near-duplicate issues in datasets with identical features, ensuring correct scores are assigned in such edge cases.
- Introduce unit tests to validate the expected behavior for datasets comprising entirely identical examples. Check an additional case with an extra unique example.
Related to issue #1055 .
2024-03-19 12:41:49 +00:00
ac184552b6
Convert DataFrame features to numpy arrays in null value check ( #1045 )
2024-03-08 15:43:41 +00:00
90ac796213
Transform regression label quality scores ( #1032 )
2024-03-05 17:15:21 +00:00
85823cad3e
Validate cleanvision issue types correctly in Datalab.get_issues ( #1028 )
2024-02-26 11:09:47 +00:00
a2dec09d20
check that lab.get_issues("label") works if 0 label issues found in a successful label issue check ( #1026 )
2024-02-24 03:57:58 +00:00
51a7d218e2
Fix error handling in get_issues method with empty issue dataframes ( #1025 )
2024-02-24 02:06:30 +00:00
6c7705a45b
Support features as input for data valuation check in Datalab ( #1023 )
2024-02-23 00:15:22 -08:00
fd0dcd2c97
Improve the datalab.display module ( #1005 )
2024-02-12 19:02:42 -08:00
1ed51aa35a
Fix issue summary in report.py to omit undetected issue types ( #1003 )
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Co-authored-by: Jonas Mueller <1390638+jwmueller@users.noreply.github.com >
2024-02-12 16:53:10 -08:00
d3aba50c4e
Multilabel class order ( #997 )
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Co-authored-by: Jonas Mueller <1390638+jwmueller@users.noreply.github.com >
2024-02-12 16:09:08 -08:00
b640fb5b8f
Add underperforming_group issue type among the Datalab defaults ( #990 )
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Closes #910
2024-02-12 08:27:14 -08:00
16c5866a8b
Add Task enum for specifying machine learning task within Datalab ( #971 )
2024-02-08 15:35:38 -07:00
5540959173
Add existing issue managers to more tasks ( #979 )
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Co-authored-by: Sanjana <sanjanag@users.noreply.github.com >
2024-02-07 22:05:21 -07:00
387ffa3504
Add a show_all_issues optional argument to Datalab.report() ( #970 )
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Co-authored-by: Sanjana <sanjanag@users.noreply.github.com >
2024-02-07 14:52:00 -07:00
070b6e5b42
Fix dev dependencies (pytest and black formatter) ( #975 )
2024-02-01 17:42:56 +00:00
51de77768d
Multilabel Issue Manager for Classification ( #929 )
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* Add Multilabel label issue manager
* Add task validation in Datalab constructor
* Add type checks for labels in issue managers
* Refactor code to use Datalab for finding label issues in multi-label classification tutorial
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Co-authored-by: Elías Snorrason <eliassno@gmail.com >
2024-01-24 00:14:04 +00:00
89866d53b4
make data valuation issue manager user facing ( #925 )
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Co-authored-by: Ganesh Tata <tataganesh95@gmail.com >
Co-authored-by: Jonas Mueller <1390638+jwmueller@users.noreply.github.com >
Co-authored-by: Elías Snorrason <eliassno@gmail.com >
2024-01-17 17:49:58 +00:00
15bec56103
Rescale ood scores in outlier package ( #953 )
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Co-authored-by: Ulyana <ulya.tkach@gmail.com >
2024-01-17 17:42:23 +00:00
5e078339a7
Make Null Issue Manager User-Facing ( #927 )
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Co-authored-by: Jonas Mueller <1390638+jwmueller@users.noreply.github.com >
Co-authored-by: Elías Snorrason <eliassno@gmail.com >
2024-01-05 14:15:29 +00:00
23af72a2bd
Near duplicate score transformation ( #943 )
2024-01-05 01:04:16 +00:00
9ecfea1316
switch rarest class column to given label column ( #940 )
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follow-up to #933
2024-01-03 10:00:56 +00:00
b806cba4aa
Add imbalance class label to Issues Dataframe ( #933 )
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Co-authored-by: Elías Snorrason <eliassno@gmail.com >
2024-01-03 08:35:02 +00:00
7eb9967a0b
class imbalance scores to still show rarest proportion even when is_i… ( #934 )
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Co-authored-by: Ganesh Tata <tataganesh95@gmail.com >
Co-authored-by: Elías Snorrason <eliassno@gmail.com >
2024-01-02 16:39:27 +00:00
bc10585352
Patch: epsilon for near duplicate ( #919 )
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Co-authored-by: Elías Snorrason <eliassno@gmail.com >
2023-12-21 13:03:51 +00:00
15d39c5703
FEAT: Vectorize loops, bug fix ( #917 )
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- Vectorize for loops for speedup
- Get null rows correctly
2023-12-18 15:24:38 +00:00
3fb20e9596
CI: Run slowest tests at the end and fail early ( #900 )
2023-12-14 17:59:28 +00:00
4ad0b6e001
Add Class Imbalance issue type to Datalab defaults ( #912 )
2023-12-14 17:52:41 +00:00
Ulyana