Convert dataset to Parquet (#1)
Browse files- Convert dataset to Parquet (36471f8a5a80cf860a274d22d0d6cca3ff595911)
- Add 'all' config data files (aace3a09647ce9bc4681c7d1fdfb552b4aac6791)
- Add 'black' config data files (2a8cd1f1e84550d891f930168a34d81e2a242335)
- Add 'christian' config data files (b8047d64d15f0e4d4e1dfab0beadac8bebbee5b5)
- Add 'female' config data files (0c1b4b42ffd70a7df3ea02c7971cb7e81df0c14e)
- Add 'male' config data files (d791f1268b994e96b4853b34092e4fbc60b6ef70)
- Add 'muslim' config data files (520ceb0876fe426c7537b11b8d0e948b9e7bc2c2)
- Add 'other_religions' config data files (62b16d632a2d9e4fe42cbf9e68b40994793c5a59)
- Add 'white' config data files (f332b50a48a2430faae9fac7a76c165354e88af3)
- Delete loading script (dcfbab0af6dbbdcde896b762487ca03e56b7f4ee)
- Delete data file (49869c8d76d099369a0aa7c4f923897818f31d7c)
- Delete data file (5b8bf9823914d37c121b77af0dc3df0737f036be)
- Delete data file (e508068aa94e83e3ffec8c5be937714f0bfca6ce)
- Delete data file (1ddce1cb36a3e71e31ad0f0e238c744f5084536d)
- Delete data file (b32a34489328caee461733f43b63ba334b1d4119)
- Delete data file (84f5daab9659bb848cdf93f69ce88c29aa6bbdde)
- Delete data file (9dac1e967136bb62ea19da2fe635c194c0cafb39)
- Delete data file (07c48a6aba7aa8bcf10e8c7416d7a592ec4e3f01)
- Delete data file (85bed38aff798fc360e85e804a6ce1e9558458ab)
- Delete data file (ed03904789a7136e9069be04d450e4464f2006f9)
- Delete data file (9d9dbc92ca2fa562f2c7c8e7deec9846f477ce00)
- Delete data file (a40b65dd1243a57b761eda6acb41139f37c102b0)
- Delete data file (eeb00039ba544edd868b286b41cbd3c31dfaa5cd)
- Delete data file (ff2976f59922e34a2f557526c53230e3f9eac0d2)
- Delete data file (10d409d0bdc60bd2b1bfcd47161a26e8f13eb638)
- Delete data file (7bb38c30098859aff7a3678f0c35117e2a83f16e)
- Delete data file (7ba9758c3798e17227b1656057d64ce834a27fb8)
- Delete data file (e34666d94c97548f262959632a17b8854ed91225)
- LGBTQ/test-00000-of-00001.parquet +3 -0
- LGBTQ/test.json +0 -0
- LGBTQ/train-00000-of-00001.parquet +3 -0
- LGBTQ/train.json +0 -0
- README.md +211 -0
- all/test-00000-of-00001.parquet +3 -0
- all/test.json +0 -0
- all/train-00000-of-00001.parquet +3 -0
- all/train.json +0 -0
- black/test-00000-of-00001.parquet +3 -0
- black/test.json +0 -0
- black/train-00000-of-00001.parquet +3 -0
- black/train.json +0 -0
- christian/test-00000-of-00001.parquet +3 -0
- christian/test.json +0 -0
- christian/train-00000-of-00001.parquet +3 -0
- christian/train.json +0 -0
- civil_comments_helm.py +0 -75
- female/test-00000-of-00001.parquet +3 -0
- female/test.json +0 -0
- female/train-00000-of-00001.parquet +3 -0
- female/train.json +0 -0
- male/test-00000-of-00001.parquet +3 -0
- male/test.json +0 -0
- male/train-00000-of-00001.parquet +3 -0
- male/train.json +0 -0
- muslim/test-00000-of-00001.parquet +3 -0
- muslim/test.json +0 -0
- muslim/train-00000-of-00001.parquet +3 -0
- muslim/train.json +0 -0
- other_religions/test-00000-of-00001.parquet +3 -0
- other_religions/test.json +0 -0
- other_religions/train-00000-of-00001.parquet +3 -0
- other_religions/train.json +0 -0
- white/test-00000-of-00001.parquet +3 -0
- white/test.json +0 -0
- white/train-00000-of-00001.parquet +3 -0
- white/train.json +0 -0
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version https://git-lfs.github.com/spec/v1
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| 1 |
+
---
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| 2 |
+
dataset_info:
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| 3 |
+
- config_name: LGBTQ
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| 4 |
+
features:
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| 5 |
+
- name: text
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| 6 |
+
dtype: string
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| 7 |
+
- name: gold
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| 8 |
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dtype: string
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| 9 |
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- name: sub_split
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| 10 |
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dtype: string
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| 11 |
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splits:
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- name: train
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| 13 |
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num_bytes: 4307730
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| 14 |
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num_examples: 8420
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| 15 |
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- name: test
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| 16 |
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num_bytes: 2200765
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| 17 |
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num_examples: 4426
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| 18 |
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download_size: 4106076
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| 19 |
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dataset_size: 6508495
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| 20 |
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- config_name: all
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| 21 |
+
features:
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| 22 |
+
- name: text
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| 23 |
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dtype: string
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| 24 |
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- name: gold
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| 25 |
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dtype: string
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| 26 |
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- name: sub_split
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| 27 |
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dtype: string
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| 28 |
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splits:
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| 29 |
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- name: train
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| 30 |
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num_bytes: 101801286
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num_examples: 269038
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| 32 |
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- name: test
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| 33 |
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num_bytes: 50225172
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num_examples: 133782
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| 35 |
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download_size: 98027803
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| 36 |
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dataset_size: 152026458
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| 37 |
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- config_name: black
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| 38 |
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features:
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| 39 |
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- name: text
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| 40 |
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dtype: string
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| 41 |
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- name: gold
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| 42 |
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dtype: string
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| 43 |
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- name: sub_split
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| 44 |
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dtype: string
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splits:
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- name: train
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num_bytes: 5195682
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num_examples: 9896
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| 49 |
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- name: test
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| 50 |
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num_bytes: 2554193
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num_examples: 4872
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| 52 |
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download_size: 4932053
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| 53 |
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dataset_size: 7749875
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| 54 |
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- config_name: christian
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| 55 |
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features:
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| 56 |
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- name: text
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| 57 |
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dtype: string
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| 58 |
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- name: gold
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| 59 |
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dtype: string
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| 60 |
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- name: sub_split
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| 61 |
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dtype: string
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| 62 |
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splits:
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- name: train
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| 64 |
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num_bytes: 14678468
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num_examples: 26738
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| 66 |
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- name: test
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| 67 |
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num_bytes: 7218223
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| 68 |
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num_examples: 13361
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| 69 |
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download_size: 13846950
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| 70 |
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dataset_size: 21896691
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| 71 |
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- config_name: female
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| 72 |
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features:
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| 73 |
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- name: text
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| 74 |
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dtype: string
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| 75 |
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- name: gold
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| 76 |
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dtype: string
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| 77 |
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- name: sub_split
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| 78 |
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dtype: string
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splits:
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- name: train
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| 81 |
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num_bytes: 18002457
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num_examples: 36244
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- name: test
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| 84 |
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num_bytes: 8200356
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| 85 |
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num_examples: 16449
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| 86 |
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download_size: 16838750
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dataset_size: 26202813
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| 88 |
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- config_name: male
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| 89 |
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features:
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| 90 |
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- name: text
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| 91 |
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dtype: string
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| 92 |
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- name: gold
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| 93 |
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dtype: string
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dtype: string
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splits:
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- name: train
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num_bytes: 14076742
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num_examples: 29810
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- name: test
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num_bytes: 6668376
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num_examples: 14295
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download_size: 13358422
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dataset_size: 20745118
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- config_name: muslim
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features:
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- name: text
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| 108 |
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dtype: string
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- name: gold
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| 110 |
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dtype: string
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| 111 |
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- name: sub_split
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| 112 |
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dtype: string
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splits:
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| 114 |
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- name: train
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| 115 |
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num_bytes: 6789851
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num_examples: 13954
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- name: test
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| 118 |
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num_bytes: 3372534
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num_examples: 6982
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| 120 |
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download_size: 6422814
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| 121 |
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dataset_size: 10162385
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| 122 |
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- config_name: other_religions
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| 123 |
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features:
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| 124 |
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- name: text
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| 125 |
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dtype: string
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| 126 |
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- name: gold
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| 127 |
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dtype: string
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- name: sub_split
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dtype: string
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splits:
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- name: train
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num_bytes: 3533154
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num_examples: 6544
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- name: test
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| 135 |
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num_bytes: 1869205
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| 136 |
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num_examples: 3500
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| 137 |
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download_size: 3453436
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| 138 |
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dataset_size: 5402359
|
| 139 |
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- config_name: white
|
| 140 |
+
features:
|
| 141 |
+
- name: text
|
| 142 |
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dtype: string
|
| 143 |
+
- name: gold
|
| 144 |
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dtype: string
|
| 145 |
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- name: sub_split
|
| 146 |
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dtype: string
|
| 147 |
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splits:
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| 148 |
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- name: train
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| 149 |
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num_bytes: 8010252
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num_examples: 16698
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| 151 |
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- name: test
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| 152 |
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num_bytes: 3895951
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| 153 |
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num_examples: 7969
|
| 154 |
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download_size: 7557355
|
| 155 |
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dataset_size: 11906203
|
| 156 |
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configs:
|
| 157 |
+
- config_name: LGBTQ
|
| 158 |
+
data_files:
|
| 159 |
+
- split: train
|
| 160 |
+
path: LGBTQ/train-*
|
| 161 |
+
- split: test
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| 162 |
+
path: LGBTQ/test-*
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| 163 |
+
- config_name: all
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| 164 |
+
data_files:
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| 165 |
+
- split: train
|
| 166 |
+
path: all/train-*
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| 167 |
+
- split: test
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| 168 |
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path: all/test-*
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| 169 |
+
- config_name: black
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| 170 |
+
data_files:
|
| 171 |
+
- split: train
|
| 172 |
+
path: black/train-*
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| 173 |
+
- split: test
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| 174 |
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path: black/test-*
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| 175 |
+
- config_name: christian
|
| 176 |
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data_files:
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| 177 |
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- split: train
|
| 178 |
+
path: christian/train-*
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| 179 |
+
- split: test
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| 180 |
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path: christian/test-*
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| 181 |
+
- config_name: female
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| 182 |
+
data_files:
|
| 183 |
+
- split: train
|
| 184 |
+
path: female/train-*
|
| 185 |
+
- split: test
|
| 186 |
+
path: female/test-*
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| 187 |
+
- config_name: male
|
| 188 |
+
data_files:
|
| 189 |
+
- split: train
|
| 190 |
+
path: male/train-*
|
| 191 |
+
- split: test
|
| 192 |
+
path: male/test-*
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| 193 |
+
- config_name: muslim
|
| 194 |
+
data_files:
|
| 195 |
+
- split: train
|
| 196 |
+
path: muslim/train-*
|
| 197 |
+
- split: test
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| 198 |
+
path: muslim/test-*
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| 199 |
+
- config_name: other_religions
|
| 200 |
+
data_files:
|
| 201 |
+
- split: train
|
| 202 |
+
path: other_religions/train-*
|
| 203 |
+
- split: test
|
| 204 |
+
path: other_religions/test-*
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| 205 |
+
- config_name: white
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| 206 |
+
data_files:
|
| 207 |
+
- split: train
|
| 208 |
+
path: white/train-*
|
| 209 |
+
- split: test
|
| 210 |
+
path: white/test-*
|
| 211 |
+
---
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version https://git-lfs.github.com/spec/v1
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oid sha256:5eefbc18df17ab041aacee5df9f63d3cbe8234d382387c8265a0012e3dc5d86e
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size 32381087
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Binary file (54.6 MB)
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version https://git-lfs.github.com/spec/v1
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oid sha256:896198962de1dc6671ff15351e2c8bc6dc59e1bf182e5d70326e8acfca9e1672
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size 65646716
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Binary file (111 MB)
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version https://git-lfs.github.com/spec/v1
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import datasets
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import os
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import json
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-
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categories = ["male", "female", "LGBTQ", "christian", "muslim", "other_religions", "black", "white", "all"]
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| 7 |
-
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| 8 |
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_CITATION = """
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| 9 |
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@inproceedings{wilds2021,
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title = {{WILDS}: A Benchmark of in-the-Wild Distribution Shifts},
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| 11 |
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author = {Pang Wei Koh and Shiori Sagawa and Henrik Marklund and Sang Michael Xie and Marvin Zhang and
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| 12 |
-
Akshay Balsubramani and Weihua Hu and Michihiro Yasunaga and Richard Lanas Phillips and Irena Gao and
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| 13 |
-
Tony Lee and Etienne David and Ian Stavness and Wei Guo and Berton A. Earnshaw and Imran S. Haque and
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| 14 |
-
Sara Beery and Jure Leskovec and Anshul Kundaje and Emma Pierson and Sergey Levine and Chelsea Finn
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| 15 |
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and Percy Liang},
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| 16 |
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booktitle = {International Conference on Machine Learning (ICML)},
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| 17 |
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year = {2021}
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| 18 |
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}
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| 19 |
-
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| 20 |
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@inproceedings{borkan2019nuanced,
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| 21 |
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title={Nuanced metrics for measuring unintended bias with real data for text classification},
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| 22 |
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author={Borkan, Daniel and Dixon, Lucas and Sorensen, Jeffrey and Thain, Nithum and Vasserman, Lucy},
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| 23 |
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booktitle={Companion Proceedings of The 2019 World Wide Web Conference},
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pages={491--500},
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| 25 |
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year={2019}
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}"""
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| 27 |
-
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class CivilCommentsHELM(datasets.GeneratorBasedBuilder):
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VERSION = datasets.Version("1.0.0")
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| 30 |
-
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| 31 |
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BUILDER_CONFIGS = [
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datasets.BuilderConfig(name=name, version=datasets.Version("1.0.0"), description="")
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for name in categories
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]
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-
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#"references": [{"output": "The gay couple", "tags": ["negative", "ambiguous", "B", "A", "C", "B"]}, {"output": "Not enough info", "tags": ["correct", "negative", "ambiguous", "B", "A", "C", "B"]}, {"output": "The pansexual couple", "tags": ["negative", "ambiguous", "B", "A", "C", "B"]}], "choices": ["The gay couple", "Not enough info", "The pansexual couple"], "gold_index": 1}
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| 37 |
-
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| 38 |
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def _info(self):
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| 39 |
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features = datasets.Features(
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| 40 |
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{
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"text": datasets.Value("string"),
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"gold": datasets.Value("string"),
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"sub_split": datasets.Value("string"),
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-
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}
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)
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return datasets.DatasetInfo(
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description=f"Civil comments, as preprocessed and shuffled in HELM",
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features=features,
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homepage="",
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license="",
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citation=_CITATION,
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)
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| 54 |
-
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def _split_generators(self, dl_manager):
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train_json = dl_manager.download(os.path.join(self.config.name, "train.json"))
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test_json = dl_manager.download(os.path.join(self.config.name, "test.json"))
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| 58 |
-
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return [
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datasets.SplitGenerator(
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name=datasets.Split.TRAIN,
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gen_kwargs={"path": train_json},
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),
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datasets.SplitGenerator(
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name=datasets.Split.TEST,
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gen_kwargs={"path": test_json},
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)
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]
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| 69 |
-
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| 70 |
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# method parameters are unpacked from `gen_kwargs` as given in `_split_generators`
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| 71 |
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def _generate_examples(self, path):
|
| 72 |
-
with open(path, encoding="utf-8") as f:
|
| 73 |
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for key, row in enumerate(f):
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| 74 |
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yield key, json.loads(row)
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