{ "dataset": "BlogTopic", "total_examples": 37136, "num_classes": 26, "labels": [ "accounting", "advertising", "arts", "banking", "businessservices", "communications-media", "consulting", "education", "engineering", "fashion", "government", "humanresources", "internet", "law", "manufacturing", "marketing", "military", "non-profit", "publishing", "religion", "science", "sports-recreation", "technology", "telecommunications", "tourism", "transportation" ], "split_sizes": { "train": 25956, "test": 7425, "dev": 3755 }, "splits": { "train": { "split": "train", "num_examples": 25956, "num_classes": 26, "gender_counts": { "female": 11340, "male": 14616 }, "gender_ratio": { "female": 0.4368932038834951, "male": 0.5631067961165048 }, "female_base_rate": 0.4368932038834951, "class_counts": { "education": 3773, "technology": 3540, "arts": 2813, "communications-media": 1877, "internet": 1563, "non-profit": 1370, "engineering": 1211, "government": 928, "law": 748, "consulting": 694, "marketing": 689, "science": 669, "publishing": 622, "businessservices": 586, "religion": 568, "advertising": 543, "military": 449, "telecommunications": 434, "banking": 406, "accounting": 381, "sports-recreation": 371, "humanresources": 363, "transportation": 355, "manufacturing": 342, "fashion": 339, "tourism": 322 }, "class_balance_ratio": 11.717391304347826, "yz_counts": { "accounting": { "female": 260, "male": 121 }, "advertising": { "female": 270, "male": 273 }, "arts": { "female": 1657, "male": 1156 }, "banking": { "female": 172, "male": 234 }, "businessservices": { "female": 296, "male": 290 }, "communications-media": { "female": 796, "male": 1081 }, "consulting": { "female": 283, "male": 411 }, "education": { "female": 2160, "male": 1613 }, "engineering": { "female": 303, "male": 908 }, "fashion": { "female": 261, "male": 78 }, "government": { "female": 383, "male": 545 }, "humanresources": { "female": 205, "male": 158 }, "internet": { "female": 411, "male": 1152 }, "law": { "female": 404, "male": 344 }, "manufacturing": { "female": 93, "male": 249 }, "marketing": { "female": 406, "male": 283 }, "military": { "female": 126, "male": 323 }, "non-profit": { "female": 702, "male": 668 }, "publishing": { "female": 336, "male": 286 }, "religion": { "female": 170, "male": 398 }, "science": { "female": 296, "male": 373 }, "sports-recreation": { "female": 157, "male": 214 }, "technology": { "female": 708, "male": 2832 }, "telecommunications": { "female": 163, "male": 271 }, "tourism": { "female": 182, "male": 140 }, "transportation": { "female": 140, "male": 215 } }, "min_yz_cell": 78, "median_yz_cell": 293.0, "per_class": { "accounting": { "label_id": 0, "n": 381, "n_female": 260, "n_male": 121, "share_of_split": 0.014678687008784096, "female_ratio": 0.6824146981627297, "skew_vs_base_rate": 0.2455214942792346, "min_cell": 121, "max_gap_se": 0.05502412347341664 }, "advertising": { "label_id": 1, "n": 543, "n_female": 270, "n_male": 273, "share_of_split": 0.020920018492834026, "female_ratio": 0.4972375690607735, "skew_vs_base_rate": 0.06034436517727837, "min_cell": 270, "max_gap_se": 0.04291476251451057 }, "arts": { "label_id": 2, "n": 2813, "n_female": 1657, "n_male": 1156, "share_of_split": 0.10837571274464479, "female_ratio": 0.5890508354070387, "skew_vs_base_rate": 0.1521576315235436, "min_cell": 1156, "max_gap_se": 0.019160846829304922 }, "banking": { "label_id": 3, "n": 406, "n_female": 172, "n_male": 234, "share_of_split": 0.01564185544768069, "female_ratio": 0.4236453201970443, "skew_vs_base_rate": -0.013247883686450801, "min_cell": 172, "max_gap_se": 0.0502181684300522 }, "businessservices": { "label_id": 4, "n": 586, "n_female": 296, "n_male": 290, "share_of_split": 0.02257666820773617, "female_ratio": 0.5051194539249146, "skew_vs_base_rate": 0.06822625004141952, "min_cell": 290, "max_gap_se": 0.04131178476066891 }, "communications-media": { "label_id": 5, "n": 1877, "n_female": 796, "n_male": 1081, "share_of_split": 0.07231468639235629, "female_ratio": 0.42408098028769314, "skew_vs_base_rate": -0.012812223595801975, "min_cell": 796, "max_gap_se": 0.023352466610824494 }, "consulting": { "label_id": 6, "n": 694, "n_female": 283, "n_male": 411, "share_of_split": 0.026737555863769455, "female_ratio": 0.40778097982708933, "skew_vs_base_rate": -0.02911222405640579, "min_cell": 283, "max_gap_se": 0.03862207571106368 }, "education": { "label_id": 7, "n": 3773, "n_female": 2160, "n_male": 1613, "share_of_split": 0.14536138079827401, "female_ratio": 0.5724887357540419, "skew_vs_base_rate": 0.1355955318705468, "min_cell": 1613, "max_gap_se": 0.016453918721651303 }, "engineering": { "label_id": 8, "n": 1211, "n_female": 303, "n_male": 908, "share_of_split": 0.04665587918015102, "female_ratio": 0.250206440957886, "skew_vs_base_rate": -0.1866867629256091, "min_cell": 303, "max_gap_se": 0.03317247209248349 }, "fashion": { "label_id": 9, "n": 339, "n_female": 261, "n_male": 78, "share_of_split": 0.013060564031437818, "female_ratio": 0.7699115044247787, "skew_vs_base_rate": 0.3330183005412836, "min_cell": 78, "max_gap_se": 0.06452117955569685 }, "government": { "label_id": 10, "n": 928, "n_female": 383, "n_male": 545, "share_of_split": 0.03575281245184158, "female_ratio": 0.41271551724137934, "skew_vs_base_rate": -0.02417768664211578, "min_cell": 383, "max_gap_se": 0.03333852292304788 }, "humanresources": { "label_id": 11, "n": 363, "n_female": 205, "n_male": 158, "share_of_split": 0.013985205732778548, "female_ratio": 0.5647382920110193, "skew_vs_base_rate": 0.1278450881275242, "min_cell": 158, "max_gap_se": 0.052931943815947374 }, "internet": { "label_id": 12, "n": 1563, "n_female": 411, "n_male": 1152, "share_of_split": 0.060217290799815075, "female_ratio": 0.2629558541266795, "skew_vs_base_rate": -0.17393734975681563, "min_cell": 411, "max_gap_se": 0.02872779829662576 }, "law": { "label_id": 13, "n": 748, "n_female": 404, "n_male": 344, "share_of_split": 0.0288179996917861, "female_ratio": 0.5401069518716578, "skew_vs_base_rate": 0.10321374798816269, "min_cell": 344, "max_gap_se": 0.03668182202719258 }, "manufacturing": { "label_id": 14, "n": 342, "n_female": 93, "n_male": 249, "share_of_split": 0.013176144244105409, "female_ratio": 0.2719298245614035, "skew_vs_base_rate": -0.1649633793220916, "min_cell": 93, "max_gap_se": 0.0607633780106717 }, "marketing": { "label_id": 15, "n": 689, "n_female": 406, "n_male": 283, "share_of_split": 0.026544922175990138, "female_ratio": 0.5892597968069666, "skew_vs_base_rate": 0.1523665929234715, "min_cell": 283, "max_gap_se": 0.03871893300371847 }, "military": { "label_id": 16, "n": 449, "n_female": 126, "n_male": 323, "share_of_split": 0.01729850516258283, "female_ratio": 0.2806236080178174, "skew_vs_base_rate": -0.15626959586567774, "min_cell": 126, "max_gap_se": 0.05251781404605984 }, "non-profit": { "label_id": 17, "n": 1370, "n_female": 702, "n_male": 668, "share_of_split": 0.05278163045153336, "female_ratio": 0.5124087591240876, "skew_vs_base_rate": 0.07551555524059245, "min_cell": 668, "max_gap_se": 0.027025485252467608 }, "publishing": { "label_id": 18, "n": 622, "n_female": 336, "n_male": 286, "share_of_split": 0.023963630759747265, "female_ratio": 0.5401929260450161, "skew_vs_base_rate": 0.103299722161521, "min_cell": 286, "max_gap_se": 0.04022652723233132 }, "religion": { "label_id": 19, "n": 568, "n_female": 170, "n_male": 398, "share_of_split": 0.021883186931730622, "female_ratio": 0.2992957746478873, "skew_vs_base_rate": -0.1375974292356078, "min_cell": 170, "max_gap_se": 0.045811886435855334 }, "science": { "label_id": 20, "n": 669, "n_female": 296, "n_male": 373, "share_of_split": 0.025774387424872862, "female_ratio": 0.44245142002989535, "skew_vs_base_rate": 0.00555821614640023, "min_cell": 296, "max_gap_se": 0.038920892608698805 }, "sports-recreation": { "label_id": 21, "n": 371, "n_female": 157, "n_male": 214, "share_of_split": 0.014293419633225458, "female_ratio": 0.42318059299191374, "skew_vs_base_rate": -0.013712610891581378, "min_cell": 157, "max_gap_se": 0.052541231304219636 }, "technology": { "label_id": 22, "n": 3540, "n_female": 708, "n_male": 2832, "share_of_split": 0.13638465094775776, "female_ratio": 0.2, "skew_vs_base_rate": -0.2368932038834951, "min_cell": 708, "max_gap_se": 0.021009145170400447 }, "telecommunications": { "label_id": 23, "n": 434, "n_female": 163, "n_male": 271, "share_of_split": 0.016720604099244876, "female_ratio": 0.37557603686635943, "skew_vs_base_rate": -0.06131716701713569, "min_cell": 163, "max_gap_se": 0.04956058470579816 }, "tourism": { "label_id": 24, "n": 322, "n_female": 182, "n_male": 140, "share_of_split": 0.012405609492988134, "female_ratio": 0.5652173913043478, "skew_vs_base_rate": 0.12832418742085266, "min_cell": 140, "max_gap_se": 0.05620801241229456 }, "transportation": { "label_id": 25, "n": 355, "n_female": 140, "n_male": 215, "share_of_split": 0.013676991832331639, "female_ratio": 0.39436619718309857, "skew_vs_base_rate": -0.04252700670039655, "min_cell": 140, "max_gap_se": 0.054300137968413154 } }, "classes_with_gap_se_below_0.05": 17, "classes_with_gap_se_below_0.10": 26, "median_gap_se": 0.04076915599650011, "female_ratio_min": 0.2, "female_ratio_max": 0.7699115044247787, "female_ratio_spread": 0.5699115044247787, "female_ratio_rms_deviation": 0.13914845533939865, "cramers_v": 0.2994145644158883, "majority_gender_accuracy_from_label": 0.6298351055632609, "text_chars": { "mean": 1501.9014100785946, "median": 1130.0, "p90": 3476.5, "p99": 4000.0, "max": 4000 }, "text_words": { "mean": 278.00173370319004, "median": 211.0, "p90": 634.0, "p99": 780.4500000000007 }, "mi_bits": 0.06737657165834936, "h_label_bits": 4.200357885104873, "h_gender_bits": 0.9884783227925917, "mi_over_hz": 0.06816191119700123, "mi_normalized": 0.06816191119700123 }, "dev": { "split": "dev", "num_examples": 3755, "num_classes": 26, "gender_counts": { "female": 1665, "male": 2090 }, "gender_ratio": { "female": 0.4434087882822903, "male": 0.5565912117177098 }, "female_base_rate": 0.4434087882822903, "class_counts": { "education": 590, "technology": 516, "arts": 367, "communications-media": 272, "internet": 217, "non-profit": 212, "engineering": 183, "government": 126, "law": 110, "marketing": 104, "consulting": 100, "science": 96, "businessservices": 90, "religion": 84, "advertising": 83, "publishing": 80, "transportation": 60, "military": 60, "banking": 59, "accounting": 58, "telecommunications": 55, "fashion": 53, "sports-recreation": 50, "humanresources": 48, "tourism": 46, "manufacturing": 36 }, "class_balance_ratio": 16.38888888888889, "yz_counts": { "accounting": { "female": 46, "male": 12 }, "advertising": { "female": 41, "male": 42 }, "arts": { "female": 209, "male": 158 }, "banking": { "female": 25, "male": 34 }, "businessservices": { "female": 49, "male": 41 }, "communications-media": { "female": 126, "male": 146 }, "consulting": { "female": 39, "male": 61 }, "education": { "female": 335, "male": 255 }, "engineering": { "female": 49, "male": 134 }, "fashion": { "female": 40, "male": 13 }, "government": { "female": 51, "male": 75 }, "humanresources": { "female": 26, "male": 22 }, "internet": { "female": 69, "male": 148 }, "law": { "female": 64, "male": 46 }, "manufacturing": { "female": 14, "male": 22 }, "marketing": { "female": 64, "male": 40 }, "military": { "female": 16, "male": 44 }, "non-profit": { "female": 113, "male": 99 }, "publishing": { "female": 44, "male": 36 }, "religion": { "female": 24, "male": 60 }, "science": { "female": 45, "male": 51 }, "sports-recreation": { "female": 18, "male": 32 }, "technology": { "female": 88, "male": 428 }, "telecommunications": { "female": 17, "male": 38 }, "tourism": { "female": 24, "male": 22 }, "transportation": { "female": 29, "male": 31 } }, "min_yz_cell": 12, "median_yz_cell": 44.0, "per_class": { "accounting": { "label_id": 0, "n": 58, "n_female": 46, "n_male": 12, "share_of_split": 0.01544607190412783, "female_ratio": 0.7931034482758621, "skew_vs_base_rate": 0.3496946599935718, "min_cell": 12, "max_gap_se": 0.16207441482858725 }, "advertising": { "label_id": 1, "n": 83, "n_female": 41, "n_male": 42, "share_of_split": 0.022103861517976033, "female_ratio": 0.4939759036144578, "skew_vs_base_rate": 0.05056711533216751, "min_cell": 41, "max_gap_se": 0.10977222748942789 }, "arts": { "label_id": 2, "n": 367, "n_female": 209, "n_male": 158, "share_of_split": 0.09773635153129161, "female_ratio": 0.5694822888283378, "skew_vs_base_rate": 0.12607350054604755, "min_cell": 158, "max_gap_se": 0.05271101146645249 }, "banking": { "label_id": 3, "n": 59, "n_female": 25, "n_male": 34, "share_of_split": 0.015712383488681758, "female_ratio": 0.423728813559322, "skew_vs_base_rate": -0.019679974722968285, "min_cell": 25, "max_gap_se": 0.13173056280328643 }, "businessservices": { "label_id": 4, "n": 90, "n_female": 49, "n_male": 41, "share_of_split": 0.023968042609853527, "female_ratio": 0.5444444444444444, "skew_vs_base_rate": 0.1010356561621541, "min_cell": 41, "max_gap_se": 0.1058281710695989 }, "communications-media": { "label_id": 5, "n": 272, "n_female": 126, "n_male": 146, "share_of_split": 0.07243675099866845, "female_ratio": 0.4632352941176471, "skew_vs_base_rate": 0.019826505835356778, "min_cell": 126, "max_gap_se": 0.0607984847775853 }, "consulting": { "label_id": 6, "n": 100, "n_female": 39, "n_male": 61, "share_of_split": 0.02663115845539281, "female_ratio": 0.39, "skew_vs_base_rate": -0.05340878828229029, "min_cell": 39, "max_gap_se": 0.1025115460130912 }, "education": { "label_id": 7, "n": 590, "n_female": 335, "n_male": 255, "share_of_split": 0.15712383488681758, "female_ratio": 0.5677966101694916, "skew_vs_base_rate": 0.12438782188720127, "min_cell": 255, "max_gap_se": 0.04155310835038894 }, "engineering": { "label_id": 8, "n": 183, "n_female": 49, "n_male": 134, "share_of_split": 0.04873501997336884, "female_ratio": 0.2677595628415301, "skew_vs_base_rate": -0.17564922544076023, "min_cell": 49, "max_gap_se": 0.0834728246683768 }, "fashion": { "label_id": 9, "n": 53, "n_female": 40, "n_male": 13, "share_of_split": 0.01411451398135819, "female_ratio": 0.7547169811320755, "skew_vs_base_rate": 0.3113081928497852, "min_cell": 13, "max_gap_se": 0.1596269689957472 }, "government": { "label_id": 10, "n": 126, "n_female": 51, "n_male": 75, "share_of_split": 0.03355525965379494, "female_ratio": 0.40476190476190477, "skew_vs_base_rate": -0.03864688352038553, "min_cell": 51, "max_gap_se": 0.09074852129730301 }, "humanresources": { "label_id": 11, "n": 48, "n_female": 26, "n_male": 22, "share_of_split": 0.012782956058588549, "female_ratio": 0.5416666666666666, "skew_vs_base_rate": 0.09825787838437633, "min_cell": 22, "max_gap_se": 0.14484136487558028 }, "internet": { "label_id": 12, "n": 217, "n_female": 69, "n_male": 148, "share_of_split": 0.057789613848202394, "female_ratio": 0.31797235023041476, "skew_vs_base_rate": -0.12543643805187554, "min_cell": 69, "max_gap_se": 0.07288605898926276 }, "law": { "label_id": 13, "n": 110, "n_female": 64, "n_male": 46, "share_of_split": 0.02929427430093209, "female_ratio": 0.5818181818181818, "skew_vs_base_rate": 0.1384093935358915, "min_cell": 46, "max_gap_se": 0.09664901762923228 }, "manufacturing": { "label_id": 14, "n": 36, "n_female": 14, "n_male": 22, "share_of_split": 0.009587217043941412, "female_ratio": 0.3888888888888889, "skew_vs_base_rate": -0.054519899393401405, "min_cell": 14, "max_gap_se": 0.17094086468945693 }, "marketing": { "label_id": 15, "n": 104, "n_female": 64, "n_male": 40, "share_of_split": 0.027696404793608524, "female_ratio": 0.6153846153846154, "skew_vs_base_rate": 0.17197582710232512, "min_cell": 40, "max_gap_se": 0.10077822185373188 }, "military": { "label_id": 16, "n": 60, "n_female": 16, "n_male": 44, "share_of_split": 0.015978695073235686, "female_ratio": 0.26666666666666666, "skew_vs_base_rate": -0.17674212161562364, "min_cell": 16, "max_gap_se": 0.14596855203028555 }, "non-profit": { "label_id": 17, "n": 212, "n_female": 113, "n_male": 99, "share_of_split": 0.05645805592543276, "female_ratio": 0.5330188679245284, "skew_vs_base_rate": 0.08961007964223805, "min_cell": 99, "max_gap_se": 0.06883053033199366 }, "publishing": { "label_id": 18, "n": 80, "n_female": 44, "n_male": 36, "share_of_split": 0.02130492676431425, "female_ratio": 0.55, "skew_vs_base_rate": 0.10659121171770974, "min_cell": 36, "max_gap_se": 0.11236664374387367 }, "religion": { "label_id": 19, "n": 84, "n_female": 24, "n_male": 60, "share_of_split": 0.02237017310252996, "female_ratio": 0.2857142857142857, "skew_vs_base_rate": -0.1576945025680046, "min_cell": 24, "max_gap_se": 0.12076147288491199 }, "science": { "label_id": 20, "n": 96, "n_female": 45, "n_male": 51, "share_of_split": 0.025565912117177098, "female_ratio": 0.46875, "skew_vs_base_rate": 0.0253412117177097, "min_cell": 45, "max_gap_se": 0.10226199851298273 }, "sports-recreation": { "label_id": 21, "n": 50, "n_female": 18, "n_male": 32, "share_of_split": 0.013315579227696404, "female_ratio": 0.36, "skew_vs_base_rate": -0.08340878828229031, "min_cell": 18, "max_gap_se": 0.1473139127471974 }, "technology": { "label_id": 22, "n": 516, "n_female": 88, "n_male": 428, "share_of_split": 0.1374167776298269, "female_ratio": 0.17054263565891473, "skew_vs_base_rate": -0.27286615262337555, "min_cell": 88, "max_gap_se": 0.05852368102265784 }, "telecommunications": { "label_id": 23, "n": 55, "n_female": 17, "n_male": 38, "share_of_split": 0.014647137150466045, "female_ratio": 0.3090909090909091, "skew_vs_base_rate": -0.13431787919138122, "min_cell": 17, "max_gap_se": 0.1458932134177674 }, "tourism": { "label_id": 24, "n": 46, "n_female": 24, "n_male": 22, "share_of_split": 0.012250332889480693, "female_ratio": 0.5217391304347826, "skew_vs_base_rate": 0.0783303421524923, "min_cell": 22, "max_gap_se": 0.1475815131725618 }, "transportation": { "label_id": 25, "n": 60, "n_female": 29, "n_male": 31, "share_of_split": 0.015978695073235686, "female_ratio": 0.48333333333333334, "skew_vs_base_rate": 0.03992454505104304, "min_cell": 29, "max_gap_se": 0.12917122661105557 } }, "classes_with_gap_se_below_0.05": 1, "classes_with_gap_se_below_0.10": 9, "median_gap_se": 0.1078001992795134, "female_ratio_min": 0.17054263565891473, "female_ratio_max": 0.7931034482758621, "female_ratio_spread": 0.6225608126169474, "female_ratio_rms_deviation": 0.14672417475557134, "cramers_v": 0.31252074909709093, "majority_gender_accuracy_from_label": 0.6284953395472703, "text_chars": { "mean": 1482.1794940079894, "median": 1120.0, "p90": 3402.1999999999994, "p99": 4000.0, "max": 4000 }, "text_words": { "mean": 274.28362183754996, "median": 210.0, "p90": 620.5999999999999, "p99": 772.0 }, "mi_bits": 0.07446298640685452, "h_label_bits": 4.181599469663117, "h_gender_bits": 0.9907395190262034, "mi_over_hz": 0.07515899484866022, "mi_normalized": 0.07515899484866022 }, "test": { "split": "test", "num_examples": 7425, "num_classes": 26, "gender_counts": { "female": 3187, "male": 4238 }, "gender_ratio": { "female": 0.42922558922558923, "male": 0.5707744107744108 }, "female_base_rate": 0.42922558922558923, "class_counts": { "education": 1114, "technology": 983, "arts": 774, "communications-media": 564, "internet": 459, "non-profit": 412, "engineering": 334, "government": 258, "law": 235, "science": 195, "publishing": 189, "marketing": 189, "consulting": 185, "businessservices": 177, "religion": 163, "military": 147, "advertising": 146, "telecommunications": 115, "humanresources": 113, "accounting": 110, "tourism": 106, "fashion": 101, "banking": 101, "transportation": 96, "sports-recreation": 80, "manufacturing": 79 }, "class_balance_ratio": 14.10126582278481, "yz_counts": { "accounting": { "female": 82, "male": 28 }, "advertising": { "female": 67, "male": 79 }, "arts": { "female": 435, "male": 339 }, "banking": { "female": 50, "male": 51 }, "businessservices": { "female": 86, "male": 91 }, "communications-media": { "female": 247, "male": 317 }, "consulting": { "female": 66, "male": 119 }, "education": { "female": 649, "male": 465 }, "engineering": { "female": 77, "male": 257 }, "fashion": { "female": 80, "male": 21 }, "government": { "female": 100, "male": 158 }, "humanresources": { "female": 63, "male": 50 }, "internet": { "female": 115, "male": 344 }, "law": { "female": 124, "male": 111 }, "manufacturing": { "female": 22, "male": 57 }, "marketing": { "female": 111, "male": 78 }, "military": { "female": 41, "male": 106 }, "non-profit": { "female": 199, "male": 213 }, "publishing": { "female": 94, "male": 95 }, "religion": { "female": 51, "male": 112 }, "science": { "female": 85, "male": 110 }, "sports-recreation": { "female": 32, "male": 48 }, "technology": { "female": 183, "male": 800 }, "telecommunications": { "female": 38, "male": 77 }, "tourism": { "female": 57, "male": 49 }, "transportation": { "female": 33, "male": 63 } }, "min_yz_cell": 21, "median_yz_cell": 85.5, "per_class": { "accounting": { "label_id": 0, "n": 110, "n_female": 82, "n_male": 28, "share_of_split": 0.014814814814814815, "female_ratio": 0.7454545454545455, "skew_vs_base_rate": 0.31622895622895625, "min_cell": 28, "max_gap_se": 0.10944108879381777 }, "advertising": { "label_id": 1, "n": 146, "n_female": 67, "n_male": 79, "share_of_split": 0.019663299663299664, "female_ratio": 0.4589041095890411, "skew_vs_base_rate": 0.029678520363451866, "min_cell": 67, "max_gap_se": 0.08304155734093266 }, "arts": { "label_id": 2, "n": 774, "n_female": 435, "n_male": 339, "share_of_split": 0.10424242424242425, "female_ratio": 0.562015503875969, "skew_vs_base_rate": 0.13278991465037976, "min_cell": 339, "max_gap_se": 0.036223966797160945 }, "banking": { "label_id": 3, "n": 101, "n_female": 50, "n_male": 51, "share_of_split": 0.013602693602693602, "female_ratio": 0.49504950495049505, "skew_vs_base_rate": 0.06582391572490581, "min_cell": 50, "max_gap_se": 0.09950859653474028 }, "businessservices": { "label_id": 4, "n": 177, "n_female": 86, "n_male": 91, "share_of_split": 0.02383838383838384, "female_ratio": 0.4858757062146893, "skew_vs_base_rate": 0.05665011698910005, "min_cell": 86, "max_gap_se": 0.075194610787202 }, "communications-media": { "label_id": 5, "n": 564, "n_female": 247, "n_male": 317, "share_of_split": 0.07595959595959596, "female_ratio": 0.4379432624113475, "skew_vs_base_rate": 0.008717673185758279, "min_cell": 247, "max_gap_se": 0.04243570763061319 }, "consulting": { "label_id": 6, "n": 185, "n_female": 66, "n_male": 119, "share_of_split": 0.024915824915824916, "female_ratio": 0.3567567567567568, "skew_vs_base_rate": -0.07246883246883246, "min_cell": 66, "max_gap_se": 0.07673799009625702 }, "education": { "label_id": 7, "n": 1114, "n_female": 649, "n_male": 465, "share_of_split": 0.15003367003367005, "female_ratio": 0.5825852782764811, "skew_vs_base_rate": 0.15335968905089187, "min_cell": 465, "max_gap_se": 0.030378321562074605 }, "engineering": { "label_id": 8, "n": 334, "n_female": 77, "n_male": 257, "share_of_split": 0.044983164983164986, "female_ratio": 0.23053892215568864, "skew_vs_base_rate": -0.1986866670699006, "min_cell": 77, "max_gap_se": 0.06495780086077148 }, "fashion": { "label_id": 9, "n": 101, "n_female": 80, "n_male": 21, "share_of_split": 0.013602693602693602, "female_ratio": 0.7920792079207921, "skew_vs_base_rate": 0.3628536186952029, "min_cell": 21, "max_gap_se": 0.12259592939719452 }, "government": { "label_id": 10, "n": 258, "n_female": 100, "n_male": 158, "share_of_split": 0.03474747474747475, "female_ratio": 0.3875968992248062, "skew_vs_base_rate": -0.04162869000078301, "min_cell": 100, "max_gap_se": 0.06389271070327708 }, "humanresources": { "label_id": 11, "n": 113, "n_female": 63, "n_male": 50, "share_of_split": 0.015218855218855219, "female_ratio": 0.5575221238938053, "skew_vs_base_rate": 0.12829653466821606, "min_cell": 50, "max_gap_se": 0.09470086572072067 }, "internet": { "label_id": 12, "n": 459, "n_female": 115, "n_male": 344, "share_of_split": 0.06181818181818182, "female_ratio": 0.25054466230936817, "skew_vs_base_rate": -0.17868092691622106, "min_cell": 115, "max_gap_se": 0.053857749948589315 }, "law": { "label_id": 13, "n": 235, "n_female": 124, "n_male": 111, "share_of_split": 0.03164983164983165, "female_ratio": 0.5276595744680851, "skew_vs_base_rate": 0.09843398524249586, "min_cell": 111, "max_gap_se": 0.06533284996470241 }, "manufacturing": { "label_id": 14, "n": 79, "n_female": 22, "n_male": 57, "share_of_split": 0.01063973063973064, "female_ratio": 0.27848101265822783, "skew_vs_base_rate": -0.1507445765673614, "min_cell": 22, "max_gap_se": 0.1254974154152868 }, "marketing": { "label_id": 15, "n": 189, "n_female": 111, "n_male": 78, "share_of_split": 0.025454545454545455, "female_ratio": 0.5873015873015873, "skew_vs_base_rate": 0.1580759980759981, "min_cell": 78, "max_gap_se": 0.07387408515427082 }, "military": { "label_id": 16, "n": 147, "n_female": 41, "n_male": 106, "share_of_split": 0.019797979797979797, "female_ratio": 0.2789115646258503, "skew_vs_base_rate": -0.15031402459973892, "min_cell": 41, "max_gap_se": 0.09195679171027821 }, "non-profit": { "label_id": 17, "n": 412, "n_female": 199, "n_male": 213, "share_of_split": 0.05548821548821549, "female_ratio": 0.4830097087378641, "skew_vs_base_rate": 0.05378411951227485, "min_cell": 199, "max_gap_se": 0.04929493206429003 }, "publishing": { "label_id": 18, "n": 189, "n_female": 94, "n_male": 95, "share_of_split": 0.025454545454545455, "female_ratio": 0.4973544973544973, "skew_vs_base_rate": 0.0681289081289081, "min_cell": 94, "max_gap_se": 0.0727403149254492 }, "religion": { "label_id": 19, "n": 163, "n_female": 51, "n_male": 112, "share_of_split": 0.021952861952861953, "female_ratio": 0.3128834355828221, "skew_vs_base_rate": -0.11634215364276712, "min_cell": 51, "max_gap_se": 0.08446362318451998 }, "science": { "label_id": 20, "n": 195, "n_female": 85, "n_male": 110, "share_of_split": 0.026262626262626262, "female_ratio": 0.4358974358974359, "skew_vs_base_rate": 0.006671846671846671, "min_cell": 85, "max_gap_se": 0.07220736626768427 }, "sports-recreation": { "label_id": 21, "n": 80, "n_female": 32, "n_male": 48, "share_of_split": 0.010774410774410775, "female_ratio": 0.4, "skew_vs_base_rate": -0.02922558922558921, "min_cell": 32, "max_gap_se": 0.1141088661469096 }, "technology": { "label_id": 22, "n": 983, "n_female": 183, "n_male": 800, "share_of_split": 0.1323905723905724, "female_ratio": 0.1861648016276704, "skew_vs_base_rate": -0.24306078759791883, "min_cell": 183, "max_gap_se": 0.04097096799660993 }, "telecommunications": { "label_id": 23, "n": 115, "n_female": 38, "n_male": 77, "share_of_split": 0.015488215488215488, "female_ratio": 0.33043478260869563, "skew_vs_base_rate": -0.0987908066168936, "min_cell": 38, "max_gap_se": 0.09912467208104297 }, "tourism": { "label_id": 24, "n": 106, "n_female": 57, "n_male": 49, "share_of_split": 0.014276094276094276, "female_ratio": 0.5377358490566038, "skew_vs_base_rate": 0.10851025983101453, "min_cell": 49, "max_gap_se": 0.09740639470079586 }, "transportation": { "label_id": 25, "n": 96, "n_female": 33, "n_male": 63, "share_of_split": 0.01292929292929293, "female_ratio": 0.34375, "skew_vs_base_rate": -0.08547558922558923, "min_cell": 33, "max_gap_se": 0.1074430618700507 } }, "classes_with_gap_se_below_0.05": 5, "classes_with_gap_se_below_0.10": 21, "median_gap_se": 0.0759663004417295, "female_ratio_min": 0.1861648016276704, "female_ratio_max": 0.7920792079207921, "female_ratio_spread": 0.6059144062931217, "female_ratio_rms_deviation": 0.14754989904218996, "cramers_v": 0.3093298079059171, "majority_gender_accuracy_from_label": 0.6327272727272727, "text_chars": { "mean": 1499.7795286195287, "median": 1142.0, "p90": 3437.0, "p99": 4000.0, "max": 4000 }, "text_words": { "mean": 277.32835016835014, "median": 213.0, "p90": 627.0, "p99": 777.0 }, "mi_bits": 0.07223614330651162, "h_label_bits": 4.192056143800803, "h_gender_bits": 0.985498376938686, "mi_over_hz": 0.07329909921404759, "mi_normalized": 0.07329909921404759 } }, "class_coverage": { "complete": true, "missing": {}, "single_gender_classes": {} }, "leakage": { "author_overlap": { "train|dev": 0, "train|test": 0, "dev|test": 0 }, "author_disjoint": true, "num_authors": 6665, "rows_per_author_mean": 5.571792948237059, "exact_text_overlap": { "train|dev": 0, "train|test": 0, "dev|test": 0 }, "exact_text_overlap_clean": true }, "verdict": { "checks": { "enough_classes": { "passed": true, "detail": "26 classes (need >= 2)" }, "gender_skew_across_classes": { "passed": true, "detail": "train female_ratio spread 0.570 (need >= 0.4)" }, "label_gender_association": { "passed": true, "detail": "train Cramer's V 0.299 (need >= 0.25)" }, "cells_large_enough": { "passed": true, "detail": "min test YxZ cell 21 (need >= 20)" }, "all_classes_in_all_splits": { "passed": true, "detail": "missing: {}" }, "no_author_leakage": { "passed": true, "detail": "author overlap {'train|dev': 0, 'train|test': 0, 'dev|test': 0}" }, "no_text_leakage": { "passed": true, "detail": "exact text overlap {'train|dev': 0, 'train|test': 0, 'dev|test': 0}" } }, "all_passed": true, "failed": [] }, "source": { "raw_path": "/projects/u6cg/sshao/code/peft/rep_under_control/data/raw/blog/data/blogs.zip", "files_seen": 19320, "files_skipped_bad_filename": 0, "bloggers_skipped_unknown_industry": 6827, "unit": "post", "raw_industry_counts": { "indunk": 6827, "student": 5120, "education": 980, "technology": 943, "arts": 721, "communications-media": 479, "internet": 397, "non-profit": 372, "engineering": 312, "government": 236, "law": 197, "consulting": 191, "science": 184, "marketing": 180, "businessservices": 163, "publishing": 150, "advertising": 145, "religion": 139, "telecommunications": 119, "military": 116, "banking": 112, "accounting": 105, "fashion": 98, "humanresources": 94, "tourism": 94, "transportation": 91, "sports-recreation": 90, "manufacturing": 87, "architecture": 69, "chemicals": 62, "biotech": 57, "lawenforcement-security": 57, "realestate": 55, "museums-libraries": 55, "construction": 55, "automotive": 54, "agriculture": 36, "investmentbanking": 33, "environment": 28, "maritime": 17 }, "cleaning": { "input_rows": 76872, "dropped_unusable_gender": 0, "dropped_too_short": 6736, "dropped_duplicate_text": 1713, "output_rows": 68423 }, "label_field": "industry", "carried_metadata": [ "job", "age", "age_band", "sign" ], "citation": "Schler, Koppel, Argamon, Pennebaker (2006). Effects of Age and Gender on Blogging. AAAI Spring Symposium.", "license": "Non-commercial research use only (per the corpus authors).", "gender_source": "self-reported by the blogger at registration" }, "selection": { "excluded_labels": [ "student" ], "structurally_dropped_labels": [], "structural_min_cell": 3, "dropped_small_labels": [ "agriculture", "architecture", "automotive", "biotech", "chemicals", "construction", "environment", "investmentbanking", "lawenforcement-security", "maritime", "museums-libraries", "realestate" ], "kept_labels": [ "accounting", "advertising", "arts", "banking", "businessservices", "communications-media", "consulting", "education", "engineering", "fashion", "government", "humanresources", "internet", "law", "manufacturing", "marketing", "military", "non-profit", "publishing", "religion", "science", "sports-recreation", "technology", "telecommunications", "tourism", "transportation" ], "num_classes": 26 }, "build_args": { "raw_path": "/projects/u6cg/sshao/code/peft/rep_under_control/data/raw/blog/data/blogs.zip", "unit": "post", "max_posts_per_author": 8, "min_post_chars": 200, "author_max_chars": 4000, "label_field": "industry", "keep_student": false, "local_dir": "/projects/u6cg/sshao/code/peft/rep_under_control/data/prepared/blog_topic_natural", "report_dir": "/projects/u6cg/sshao/code/peft/rep_under_control/results/dataset_stats/blog_topic_natural", "hub_id": "shunshao/BlogTopic-natural", "private": false, "top_k_classes": 0, "min_per_class": 400, "min_per_yz_cell": 0, "exclude_labels": [ "student" ], "keep_only_labels": [], "min_chars": 300, "max_chars": 4000, "max_rows_per_author": 0, "max_rows_per_class": 6000, "max_rows_per_yz_cell": 0, "keep_duplicate_text": false, "train_ratio": 0.7, "dev_ratio": 0.1, "test_ratio": 0.2, "no_author_disjoint": false, "balance_gender_in": [], "seed": 42, "dry_run": false } }