# Quality Score Data This dataset contains the predicted quality scores for every single Wikipedia article. It is based off of the `2021-12` Mediawiki snapshot (in practice, all articles as of ~January 1st) and `2022-01-03` Wikidata snapshot. It contains 58,044,841 articles across 305 wikis. Wikidata IDs are included for accessibility but the content in an article's associated Wikidata item does not affect that article's score in any way. ## Data ``` import gzip import csv with gzip.open('quality_scores_wikis_2022_01.tsv.gz', 'rt') as fin: tsvreader = csv.reader(fin, delimiter='\t') header = next(tsvreader) # ['wiki_db', 'page_id' ,'item_id', 'pred_qual'] for line in tsvreader: wikidb = line[0] pageid = int(line[1]) itemid = line[2] pred_qual = float(line[3]) ... ``` OR... ``` >> import pandas as pd >> df = pd.read_csv('quality_scores_wikis_2022_01.tsv.gz', sep='\t') >> df.head() wiki_db page_id item_id pred_qual 0 abwiki 807 Q5111 0.537915 1 abwiki 1040 Q40811 0.456212 2 abwiki 1044 Q307076 0.658900 3 abwiki 1046 Q44811 0.446881 4 abwiki 1053 Q31354462 0.668650 ``` ## Quality Model This model features a number of larger changes since V1, in particular in how the features are extracted. For details on the pipeline and model weights, see: [meta](https://meta.wikimedia.org/wiki/Research:Prioritization_of_Wikipedia_Articles/Language-Agnostic_Quality#V2). At a high level, a few simple wikitext features are extracted from an article and compared against the 95th-percentile for that wiki. A weighted average of these features is then taken to get a quality score between 0 (no content) and 1 (very high quality). While this is referred to as a quality model, it currently does not attain the richness of Wikipedia quality assessments (e.g., [enwiki](https://en.wikipedia.org/wiki/Wikipedia:WikiProject_Wikipedia/Assessment#Quality_scale)). The scores are much more useful for aggregate analyses of how much content is available in different types of articles or coarse prioritization of articles for work-needed. ``` +----------------+---------+------------------+---------+-----------------+------------------+-----------------+------------------+ |wiki_db |num_pages|max_length |max_media|max_refs |max_headings |max_cats |max_links | +----------------+---------+------------------+---------+-----------------+------------------+-----------------+------------------+ |enwiki |6431489 |27441.599999999627|3.0 |39.0 |14.0 |14.0 |146.0 | |cebwiki |6098451 |9566.0 |0.0 |18.0 |2.0 |4.0 |19.0 | |svwiki |2765952 |8530.0 |1.0 |17.0 |5.0 |7.0 |40.0 | |dewiki |2648397 |18899.0 |4.0 |19.0 |12.0 |11.0 |104.0 | |frwiki |2385853 |23411.0 |3.0 |26.0 |17.0 |11.0 |156.0 | |nlwiki |2076073 |8482.0 |2.0 |4.0 |7.0 |4.0 |67.0 | |ruwiki |1782538 |20356.0 |3.0 |23.0 |11.0 |9.0 |118.0 | |itwiki |1733490 |20168.0 |3.0 |19.0 |13.0 |4.0 |147.0 | |eswiki |1684540 |20997.0 |4.0 |22.0 |12.0 |9.0 |130.0 | |arzwiki |1515952 |2589.0 |1.0 |5.0 |6.0 |5.0 |12.0 | |plwiki |1502723 |13652.0 |3.0 |14.0 |9.0 |10.0 |91.0 | |jawiki |1307390 |16250.0 |3.0 |33.0 |17.0 |11.0 |190.0 | |viwiki |1269539 |8291.09999999986 |1.0 |8.0 |6.0 |6.0 |49.0 | |warwiki |1265694 |2601.0 |0.0 |13.0 |2.0 |1.0 |23.0 | |zhwiki |1248241 |12526.0 |3.0 |20.0 |12.0 |9.0 |112.0 | |arwiki |1151477 |11018.0 |2.0 |15.0 |8.0 |19.0 |51.0 | |ukwiki |1130236 |14062.0 |3.0 |12.0 |10.0 |9.0 |89.0 | |ptwiki |1079216 |18966.0 |5.0 |22.0 |10.0 |8.0 |120.0 | |fawiki |851258 |7346.0 |1.0 |8.0 |6.0 |18.0 |45.0 | |cawiki |692303 |14447.0 |9.0 |15.0 |10.0 |7.0 |103.0 | |srwiki |653604 |32484.0 |2.0 |8.0 |8.0 |6.0 |68.0 | |idwiki |609997 |12346.0 |2.0 |13.0 |9.0 |5.0 |79.0 | |nowiki |573375 |10167.0 |3.0 |10.0 |8.0 |8.0 |87.0 | |kowiki |571997 |9042.199999999953 |2.0 |11.0 |11.0 |14.0 |106.0 | |fiwiki |522001 |12813.0 |2.0 |23.0 |9.0 |6.0 |85.0 | |huwiki |497369 |18667.599999999977|3.0 |14.0 |12.0 |8.0 |134.0 | |cswiki |494549 |17137.599999999977|4.0 |18.0 |12.0 |13.0 |129.0 | |trwiki |463882 |14895.0 |2.0 |20.0 |9.0 |13.0 |90.0 | |shwiki |456253 |7448.0 |1.0 |6.0 |7.0 |4.0 |66.0 | |cewiki |454207 |3938.0 |1.0 |3.0 |5.0 |6.0 |6.0 | |zh_min_nanwiki |431035 |1937.0 |0.0 |1.0 |4.0 |1.0 |18.0 | |rowiki |426195 |12691.299999999988|2.0 |20.0 |9.0 |7.0 |89.0 | |euwiki |381298 |8612.0 |10.0 |9.0 |11.0 |6.0 |47.0 | |mswiki |355336 |9439.0 |3.0 |8.0 |8.0 |5.0 |64.0 | |ttwiki |321877 |3757.0 |0.0 |4.0 |5.0 |3.0 |17.0 | |eowiki |308866 |7614.0 |3.0 |4.0 |8.0 |5.0 |60.0 | |hewiki |308763 |16153.79999999993 |5.0 |5.0 |12.0 |12.0 |148.0 | |hywiki |289688 |15118.649999999965|2.0 |16.0 |9.0 |8.0 |66.0 | |bgwiki |278098 |11794.0 |3.0 |11.0 |9.0 |7.0 |83.0 | |dawiki |271401 |11542.0 |3.0 |11.0 |9.0 |7.0 |91.0 | |azbwiki |241298 |4956.0 |0.0 |3.0 |4.0 |5.0 |39.0 | |skwiki |238687 |14044.0 |2.0 |8.699999999982538|9.0 |6.0 |86.0 | |kkwiki |234157 |4592.0 |1.0 |3.0 |5.0 |4.0 |27.0 | |minwiki |225233 |1895.0 |0.0 |1.0 |3.0 |1.0 |16.0 | |etwiki |224229 |9926.0 |3.0 |12.0 |9.0 |6.0 |90.0 | |bewiki |212903 |10164.0 |2.0 |7.0 |7.0 |7.0 |76.0 | |elwiki |203570 |21058.54999999999 |4.0 |24.0 |12.0 |7.0 |103.0 | |simplewiki |201065 |9083.0 |2.0 |10.0 |7.0 |9.0 |68.0 | |ltwiki |199040 |8124.0 |3.0 |8.0 |7.0 |3.0 |74.0 | |hrwiki |195661 |12805.0 |3.0 |10.0 |10.0 |4.0 |103.0 | |azwiki |181153 |10648.0 |3.0 |10.0 |9.0 |5.0 |54.0 | |glwiki |178675 |15869.0 |4.0 |17.0 |12.0 |8.0 |130.0 | |slwiki |174623 |15258.799999999988|4.0 |12.0 |11.0 |9.0 |121.0 | |urwiki |169461 |6436.0 |1.0 |6.0 |8.0 |12.0 |37.0 | |nnwiki |160930 |7828.549999999988 |2.0 |7.0 |7.0 |8.0 |64.0 | |kawiki |158224 |10033.850000000006|2.0 |9.0 |8.0 |7.0 |67.0 | |hiwiki |155111 |11660.5 |2.0 |10.0 |11.0 |5.0 |47.0 | |tawiki |147574 |10570.0 |2.0 |13.0 |9.0 |7.0 |47.0 | |thwiki |145198 |19801.29999999999 |4.0 |21.0 |13.0 |9.0 |120.0 | |uzwiki |138775 |3452.2999999999884|1.0 |2.0 |5.0 |2.0 |23.0 | |lawiki |136523 |5388.899999999994 |2.0 |4.0 |7.0 |7.0 |56.0 | |cywiki |134197 |6985.0 |9.0 |8.0 |6.0 |6.0 |55.0 | |astwiki |128586 |24564.75 |6.0 |19.0 |15.0 |8.0 |195.0 | |vowiki |127146 |2241.0 |2.0 |0.0 |2.0 |3.0 |12.0 | |mkwiki |122152 |16333.449999999997|4.0 |16.0 |12.0 |7.0 |91.0 | |zh_yuewiki |121650 |3721.5499999999884|1.0 |4.0 |6.0 |4.0 |47.0 | |bnwiki |116346 |17850.0 |3.0 |26.0 |15.0 |12.0 |82.0 | |lvwiki |110296 |11385.0 |3.0 |11.0 |9.0 |8.0 |85.0 | |tgwiki |105691 |4229.0 |1.0 |2.0 |5.0 |13.0 |33.0 | |mywiki |105232 |5615.0 |1.0 |4.0 |6.0 |3.0 |16.0 | |afwiki |101495 |11575.299999999988|4.0 |10.0 |8.0 |5.0 |61.0 | |mgwiki |94606 |2527.0 |1.0 |2.0 |4.0 |1.0 |17.0 | |sqwiki |93191 |10888.0 |2.0 |8.0 |8.0 |5.0 |52.0 | |bswiki |88922 |17091.899999999994|3.0 |25.0 |11.0 |7.0 |121.0 | |ocwiki |87288 |8260.949999999983 |14.0 |5.0 |12.0 |4.0 |63.0 | |mrwiki |83203 |6530.0 |1.0 |4.0 |7.0 |5.0 |44.0 | |ndswiki |83019 |5128.099999999991 |1.0 |2.0 |7.0 |5.0 |59.0 | |kywiki |81388 |3736.0 |1.0 |3.0 |4.0 |3.0 |15.0 | |mlwiki |77971 |13075.5 |3.0 |17.0 |9.0 |7.0 |63.0 | |be_x_oldwiki |76829 |10000.599999999991|0.0 |9.0 |9.0 |0.0 |73.0 | |tewiki |74536 |11304.25 |2.0 |10.0 |19.0 |6.0 |52.0 | |newwiki |73063 |3543.7999999999884|0.0 |2.0 |7.0 |2.0 |22.0 | |brwiki |70649 |7372.0 |3.0 |4.0 |12.0 |5.0 |68.0 | |vecwiki |68944 |2779.0 |1.0 |1.0 |4.0 |1.0 |23.0 | |swwiki |68771 |5418.5 |2.0 |4.0 |5.0 |5.0 |56.0 | |pmswiki |65898 |1646.0 |2.0 |1.0 |5.0 |2.0 |20.0 | |jvwiki |65170 |6639.549999999996 |2.0 |12.0 |6.0 |4.0 |58.0 | |pnbwiki |64945 |15390.399999999965|3.0 |14.0 |10.0 |12.0 |67.0 | |htwiki |64917 |3246.0 |1.0 |1.0 |11.0 |7.0 |57.0 | |suwiki |61266 |4484.0 |1.0 |7.0 |11.0 |4.0 |38.0 | |lbwiki |60446 |7262.25 |2.0 |4.0 |7.0 |6.0 |100.0 | |bawiki |59142 |13352.749999999985|3.0 |11.0 |10.0 |10.0 |52.0 | |gawiki |56237 |5499.399999999994 |2.0 |4.0 |6.0 |5.0 |42.0 | |szlwiki |54735 |2242.0 |1.0 |8.0 |1.0 |2.0 |17.0 | |iswiki |53670 |8885.099999999991 |3.0 |6.0 |7.0 |4.0 |70.0 | |kuwiki |50695 |3725.899999999987 |1.0 |2.0 |5.0 |3.0 |30.0 | |lmowiki |50230 |3203.0 |2.0 |1.0 |4.0 |3.0 |30.0 | |cvwiki |47697 |4696.0 |2.0 |4.0 |7.0 |5.0 |39.0 | |fywiki |47394 |11235.0 |6.0 |2.0 |8.0 |13.0 |149.0 | |tlwiki |42922 |12030.899999999994|2.0 |12.0 |8.0 |5.0 |71.94999999999709 | |wuuwiki |42690 |994.0999999999913 |1.0 |0.0 |3.0 |3.0 |25.0 | |anwiki |40847 |8676.099999999991 |5.0 |5.0 |9.0 |7.0 |122.0 | |scowiki |40543 |8760.0 |2.0 |11.0 |7.0 |24.0 |73.0 | |diqwiki |40188 |1630.9500000000044|1.0 |2.0 |5.0 |3.0 |19.0 | |pawiki |38780 |9709.099999999991 |2.0 |14.0 |9.0 |5.0 |40.0 | |ckbwiki |35417 |7434.39999999998 |2.0 |8.0 |6.0 |7.0 |43.0 | |yowiki |33835 |3796.2999999999993|1.0 |4.0 |3.0 |2.0 |23.0 | |newiki |32335 |8793.0 |2.0 |10.0 |9.0 |5.0 |38.0 | |barwiki |31840 |10400.0 |3.0 |4.0 |8.0 |5.0 |118.0 | |iowiki |31515 |4322.199999999997 |2.0 |2.0 |5.0 |2.0 |54.0 | |guwiki |29935 |8044.299999999999 |2.0 |10.0 |7.0 |3.0 |38.0 | |knwiki |28502 |30378.149999999892|5.0 |25.0 |20.0 |6.0 |83.0 | |alswiki |28245 |12453.199999999997|4.0 |8.0 |11.0 |7.0 |71.0 | |nostalgiawiki |27375 |6350.5999999999985|0.0 |0.0 |0.0 |0.0 |42.0 | |scnwiki |26469 |3234.0 |2.0 |0.0 |4.0 |3.0 |38.0 | |bpywiki |25170 |1911.5499999999993|1.0 |2.0 |16.0 |2.0 |11.0 | |iawiki |23497 |2871.2000000000007|1.0 |1.0 |5.0 |3.0 |26.0 | |quwiki |23167 |5565.4000000000015|6.0 |2.0 |9.0 |7.0 |62.0 | |mnwiki |22798 |12086.149999999998|3.0 |7.0 |9.0 |12.0 |65.0 | |siwiki |21736 |15009.75 |3.0 |12.0 |11.0 |6.0 |59.0 | |xmfwiki |19133 |5153.0 |3.0 |2.0 |6.0 |5.0 |51.0 | |avkwiki |18897 |4252.4000000000015|1.0 |1.0 |8.0 |3.0 |30.0 | |nvwiki |18849 |1493.0 |1.0 |0.0 |1.0 |1.0 |9.0 | |bat_smgwiki |17046 |1442.75 |0.0 |0.0 |3.0 |0.0 |19.0 | |sdwiki |16624 |7823.749999999978 |2.0 |10.0 |12.0 |5.0 |34.0 | |orwiki |15966 |9667.0 |2.0 |26.0 |17.0 |6.0 |42.0 | |gdwiki |15661 |4224.0 |4.0 |7.0 |5.0 |4.0 |44.0 | |cdowiki |15529 |1828.0 |1.0 |0.0 |4.0 |2.0 |13.0 | |amwiki |15502 |2485.949999999999 |1.0 |1.0 |4.0 |3.0 |27.0 | |yiwiki |15406 |4975.0 |2.0 |1.0 |6.0 |4.0 |50.0 | |ilowiki |15348 |8564.599999999999 |1.0 |9.0 |5.0 |4.0 |66.0 | |sahwiki |15086 |7391.25 |2.0 |3.0 |7.0 |5.0 |41.0 | |bugwiki |14833 |937.0 |1.0 |0.0 |1.0 |1.0 |12.0 | |pswiki |14796 |12963.25 |2.0 |10.0 |7.0 |5.0 |30.0 | |napwiki |14771 |2240.5 |2.0 |0.0 |3.0 |4.0 |24.0 | |hawiki |14666 |12013.75 |3.0 |15.0 |10.0 |5.0 |25.75 | |frrwiki |14588 |4908.299999999999 |2.0 |3.0 |5.0 |2.0 |48.649999999999636| |oswiki |14583 |3124.5999999999985|1.0 |3.0 |4.0 |3.0 |26.0 | |maiwiki |14578 |5248.449999999999 |1.0 |7.0 |18.0 |4.0 |35.0 | |map_bmswiki |14008 |1512.0 |0.0 |1.0 |3.0 |0.0 |18.0 | |crhwiki |13949 |2134.5999999999985|1.0 |0.0 |3.0 |2.0 |12.0 | |hsbwiki |13833 |4314.999999999996 |2.0 |4.0 |8.0 |8.0 |42.0 | |mznwiki |13718 |3323.0 |1.0 |2.0 |6.0 |3.0 |22.0 | |fowiki |13683 |6941.399999999998 |3.0 |5.0 |6.0 |4.0 |75.0 | |liwiki |13564 |9591.99999999997 |3.0 |2.0 |8.0 |3.0 |116.0 | |gorwiki |13249 |1964.0 |1.0 |1.0 |2.0 |4.0 |8.0 | |emlwiki |12971 |6336.5 |4.0 |4.0 |7.0 |6.0 |84.0 | |acewiki |12632 |1522.0 |1.0 |1.0 |1.0 |2.0 |7.0 | |bclwiki |11846 |9685.25 |2.0 |11.0 |12.0 |3.0 |47.0 | |bowiki |11797 |10297.799999999985|1.0 |0.0 |9.0 |1.0 |4.0 | |sawiki |11691 |10363.5 |2.0 |4.0 |18.0 |7.0 |39.0 | |wawiki |11444 |3852.7000000000007|3.0 |2.0 |9.0 |3.0 |42.0 | |banwiki |11287 |7495.899999999981 |0.0 |10.0 |14.0 |0.0 |57.0 | |zh_classicalwiki|11198 |2239.1499999999996|3.0 |4.0 |5.0 |2.0 |59.0 | |shnwiki |10887 |6246.4999999999945|2.0 |3.0 |32.0 |2.0 |22.0 | |lijwiki |10850 |4603.799999999988 |3.0 |1.0 |12.0 |2.0 |32.0 | |zuwiki |10767 |3421.999999999989 |1.0 |3.0 |3.0 |3.0 |14.0 | |mrjwiki |10532 |2252.899999999998 |3.0 |1.0 |3.0 |3.0 |25.0 | |mhrwiki |10499 |7006.700000000006 |6.0 |10.0 |6.0 |2.0 |42.0 | |kmwiki |10438 |17891.099999999995|3.0 |7.0 |10.0 |3.0 |101.0 | |hifwiki |10283 |3458.8999999999996|2.0 |3.0 |5.0 |4.0 |23.0 | |testwiki |10145 |31518.199999999957|1.0 |15.0 |10.0 |7.0 |127.0 | |aswiki |9947 |16134.199999999983|4.0 |29.0 |12.0 |5.0 |63.0 | |hakwiki |9532 |2100.3499999999967|3.0 |0.0 |13.0 |2.0 |18.0 | |roa_tarawiki |9320 |4058.0 |1.0 |1.0 |5.0 |2.0 |42.0 | |hywwiki |9292 |15951.199999999983|0.0 |16.0 |11.0 |0.0 |85.0 | |sowiki |8978 |8559.599999999999 |4.0 |8.0 |5.0 |8.0 |47.0 | |pamwiki |8908 |8371.899999999998 |2.0 |3.0 |5.0 |9.0 |71.0 | |iewiki |8602 |2312.95 |1.0 |0.0 |3.0 |2.0 |33.0 | |nsowiki |8558 |1612.0 |1.0 |1.0 |1.0 |2.0 |14.0 | |ruewiki |8292 |5497.799999999999 |2.0 |9.0 |6.0 |3.0 |39.0 | |sewiki |7991 |2664.0 |2.0 |2.0 |5.0 |3.0 |23.0 | |snwiki |7856 |3006.25 |2.0 |0.0 |3.0 |2.0 |37.0 | |ugwiki |7823 |12893.999999999982|3.0 |1.0 |10.0 |2.0 |18.0 | |bhwiki |7630 |6253.0 |2.0 |9.0 |6.0 |4.0 |35.0 | |vlswiki |7600 |5979.0999999999985|6.0 |1.0 |6.0 |3.0 |39.0 | |nds_nlwiki |7553 |6892.1999999999825|0.0 |2.0 |8.0 |0.0 |75.0 | |nahwiki |7512 |2425.8999999999996|3.0 |2.0 |5.0 |3.0 |29.0 | |tkwiki |7487 |7927.2999999999965|2.0 |1.699999999999818|5.0 |3.0 |18.699999999999818| |myvwiki |7476 |5743.75 |1.0 |7.0 |6.0 |3.0 |32.0 | |miwiki |7422 |3766.7499999999955|1.0 |1.0 |17.0 |2.0 |17.0 | |scwiki |7368 |8310.749999999995 |3.0 |5.0 |7.0 |4.0 |52.0 | |satwiki |7302 |10353.9 |3.0 |15.0 |10.0 |8.0 |53.0 | |vepwiki |6688 |5557.299999999999 |2.0 |3.0 |8.0 |7.0 |49.0 | |glkwiki |6635 |1775.8999999999978|1.0 |1.0 |4.0 |6.0 |22.0 | |ganwiki |6537 |1047.0 |1.0 |0.0 |9.0 |3.0 |13.199999999999818| |kabwiki |6295 |2841.7999999999956|1.0 |2.0 |6.0 |4.0 |27.0 | |cowiki |6098 |5665.349999999997 |3.0 |2.0 |8.0 |3.0 |42.0 | |fiu_vrowiki |6060 |2676.2000000000007|1.0 |0.0 |14.0 |1.0 |28.0 | |abwiki |5918 |1265.2999999999993|1.0 |1.0 |15.0 |4.0 |7.0 | |kvwiki |5548 |5915.999999999993 |3.0 |1.0 |13.0 |6.0 |66.0 | |csbwiki |5426 |2697.0 |2.0 |1.0 |5.0 |3.0 |20.0 | |pcdwiki |5390 |6921.1 |6.0 |4.0 |8.0 |2.0 |28.0 | |frpwiki |5298 |3783.2999999999993|2.0 |8.0 |14.149999999999636|5.0 |35.0 | |aywiki |5237 |5066.0 |8.0 |1.0 |16.0 |7.0 |37.0 | |kwwiki |5216 |3203.25 |4.0 |1.0 |3.0 |4.0 |27.0 | |udmwiki |5140 |4390.650000000002 |3.0 |1.0 |4.0 |3.0 |72.0 | |gvwiki |5076 |6525.25 |2.0 |4.0 |5.0 |7.0 |63.0 | |pagwiki |4977 |1755.7999999999993|1.0 |0.0 |4.0 |2.0 |7.0 | |lowiki |4918 |8918.099999999995 |2.0 |4.0 |10.0 |5.0 |50.149999999999636| |arywiki |4844 |4606.949999999996 |0.0 |7.0 |5.0 |0.0 |36.0 | |zeawiki |4809 |4066.999999999989 |2.0 |0.0 |4.0 |3.0 |39.0 | |nrmwiki |4757 |2430.999999999999 |2.0 |0.0 |7.0 |2.0 |38.0 | |lfnwiki |4751 |7792.0 |3.0 |0.0 |6.0 |3.0 |40.0 | |gnwiki |4659 |8600.199999999993 |3.0 |5.0 |7.0 |2.0 |60.0 | |bjnwiki |4640 |6269.500000000002 |2.0 |6.0 |5.0 |2.0 |57.05000000000018 | |szywiki |4515 |8850.900000000001 |0.0 |0.0 |11.0 |0.0 |23.0 | |mtwiki |4401 |26434.0 |7.0 |22.0 |14.0 |8.0 |165.0 | |dvwiki |4343 |8533.999999999993 |1.0 |1.0 |8.0 |2.0 |29.0 | |lezwiki |4295 |11126.399999999992|3.0 |9.0 |8.0 |3.0 |95.0 | |gomwiki |4217 |10437.599999999995|3.0 |2.0 |15.0 |5.0 |5.0 | |mwlwiki |4151 |27573.5 |8.0 |13.0 |15.0 |5.0 |212.5 | |stqwiki |4121 |6062.0 |4.0 |1.0 |6.0 |4.0 |56.0 | |olowiki |4101 |2803.0 |2.0 |1.0 |4.0 |3.0 |13.0 | |rmwiki |3779 |33364.1 |12.0 |10.0 |21.0 |4.099999999999909|89.0 | |awawiki |3718 |3845.2999999999993|0.0 |2.0 |3.0 |0.0 |26.0 | |furwiki |3670 |4891.299999999998 |2.0 |0.0 |10.0 |2.0 |59.0 | |ladwiki |3632 |6357.749999999997 |7.0 |5.0 |9.0 |5.0 |60.0 | |dtywiki |3612 |7467.899999999989 |2.0 |9.0 |7.0 |4.0 |38.0 | |angwiki |3546 |4655.0 |3.0 |2.0 |4.0 |3.0 |44.0 | |koiwiki |3488 |6541.0 |3.0 |1.0 |13.0 |2.0 |72.0 | |extwiki |3474 |5245.199999999999 |3.0 |3.0 |6.0 |3.0 |37.0 | |lnwiki |3395 |2793.499999999993 |2.0 |2.0 |6.0 |3.0 |23.0 | |tyvwiki |3337 |10592.999999999985|3.0 |8.0 |9.0 |5.199999999999818|60.0 | |dsbwiki |3336 |5123.75 |3.0 |4.0 |8.0 |6.0 |56.0 | |cbk_zamwiki |3335 |3267.999999999992 |1.0 |1.0 |4.0 |1.0 |25.0 | |piwiki |3227 |188.0 |0.0 |0.0 |4.0 |3.0 |2.0 | |rwwiki |3206 |5100.25 |5.0 |11.0 |6.0 |3.0 |19.0 | |igwiki |2959 |11318.099999999999|2.0 |23.0 |9.0 |5.0 |28.0 | |gagwiki |2956 |6403.5 |9.0 |1.0 |6.0 |4.0 |62.0 | |kshwiki |2925 |4023.7999999999956|2.0 |0.0 |7.0 |3.0 |31.0 | |bxrwiki |2764 |10620.249999999998|5.0 |9.0 |7.0 |3.0 |67.84999999999991 | |pflwiki |2749 |6521.599999999997 |3.0 |3.0 |8.0 |2.0 |26.59999999999991 | |avwiki |2689 |8238.999999999998 |2.0 |7.0 |9.0 |4.0 |48.0 | |lgwiki |2567 |6946.199999999992 |1.0 |5.0 |5.0 |1.0 |14.0 | |hawwiki |2484 |2945.049999999999 |2.0 |1.0 |4.0 |3.0 |11.0 | |gcrwiki |2386 |1567.5 |0.0 |0.0 |7.0 |0.0 |5.0 | |papwiki |2359 |5512.4 |3.0 |3.0 |4.0 |3.0 |35.0 | |xalwiki |2319 |4429.499999999998 |1.0 |6.0 |4.0 |2.0 |28.0 | |zawiki |2122 |853.3999999999978 |1.0 |0.0 |4.0 |2.0 |10.0 | |pdcwiki |2116 |2454.0 |2.0 |0.0 |3.0 |4.0 |18.25 | |kaawiki |2082 |4737.399999999998 |3.0 |1.0 |4.0 |2.0 |23.0 | |krcwiki |2070 |8509.099999999999 |3.0 |4.0 |7.0 |3.0 |74.0 | |test2wiki |2049 |10309.999999999998|2.0 |7.599999999999909|7.0 |2.0 |133.19999999999982| |kbpwiki |1950 |3002.249999999999 |4.0 |0.0 |12.0 |5.0 |13.0 | |inhwiki |1921 |6283.0 |2.0 |6.0 |5.0 |3.0 |48.0 | |atjwiki |1882 |1674.7999999999956|2.0 |1.0 |3.0 |2.0 |6.0 | |tcywiki |1845 |8515.199999999997 |4.0 |7.0 |12.0 |3.0 |40.799999999999955| |towiki |1823 |2052.7999999999984|2.0 |0.0 |3.0 |1.0 |17.0 | |arcwiki |1820 |1592.7499999999993|2.0 |0.0 |2.0 |2.0 |24.0 | |mnwwiki |1746 |28963.25 |4.0 |25.0 |15.0 |4.0 |32.0 | |jamwiki |1746 |2672.75 |3.0 |3.0 |1.0 |3.0 |16.0 | |lldwiki |1736 |7359.75 |4.0 |3.0 |6.0 |0.0 |34.0 | |tpiwiki |1716 |3105.25 |1.0 |1.0 |2.0 |2.0 |25.25 | |wowiki |1699 |8502.1 |3.0 |2.0 |6.0 |3.0 |33.0 | |nawiki |1676 |1311.5 |2.0 |0.0 |3.0 |5.0 |24.0 | |mdfwiki |1667 |6246.999999999998 |3.0 |3.0 |5.0 |4.0 |34.0 | |kiwiki |1633 |915.5999999999995 |2.0 |0.0 |1.0 |1.0 |5.0 | |kbdwiki |1631 |6690.0 |2.0 |3.0 |7.0 |2.0 |56.0 | |novwiki |1622 |5836.95 |1.0 |0.0 |7.0 |2.0 |58.0 | |tetwiki |1595 |4736.499999999999 |3.0 |6.0 |4.0 |2.0 |36.0 | |biwiki |1485 |1058.8 |3.0 |0.0 |1.0 |2.0 |8.0 | |xhwiki |1483 |7800.699999999995 |3.0 |7.0 |6.0 |2.0 |31.899999999999864| |roa_rupwiki |1389 |2095.0 |3.0 |0.0 |9.0 |2.0 |18.0 | |tywiki |1344 |883.0 |2.0 |0.0 |3.0 |2.0 |8.0 | |jbowiki |1337 |9605.60000000001 |2.0 |0.0 |7.0 |4.0 |152.80000000000018| |twwiki |1313 |4690.799999999998 |2.0 |8.0 |5.0 |3.0 |10.0 | |kgwiki |1293 |1184.3999999999999|2.0 |0.0 |2.0 |2.0 |18.0 | |fjwiki |1253 |1878.5999999999988|3.0 |1.0 |1.0 |2.0 |18.0 | |lbewiki |1252 |2113.8 |3.0 |1.0 |3.0 |3.0 |15.0 | |nqowiki |1225 |10974.199999999999|0.0 |1.0 |10.0 |0.0 |70.0 | |srnwiki |1198 |2480.899999999999 |1.0 |0.0 |6.0 |5.0 |14.0 | |bmwiki |1182 |1565.8000000000002|3.0 |1.0 |2.0 |1.0 |13.0 | |omwiki |1174 |8427.949999999995 |3.0 |2.0 |5.0 |3.0 |43.69999999999982 | |smwiki |1092 |3423.900000000001 |3.0 |1.0 |14.0 |2.0 |24.0 | |chrwiki |1071 |1734.5 |2.0 |2.0 |3.0 |4.0 |19.0 | |kswiki |1032 |2473.9 |2.0 |4.0 |2.0 |2.0 |13.0 | |ltgwiki |1023 |4417.599999999997 |4.0 |5.0 |8.0 |3.0 |31.899999999999977| |stwiki |982 |4844.5 |3.0 |2.949999999999932|2.0 |2.0 |12.0 | |nywiki |977 |7621.199999999992 |3.0 |11.0 |5.0 |3.0 |32.19999999999993 | |gotwiki |977 |1862.1999999999998|2.0 |0.0 |2.0 |4.0 |12.199999999999932| |pihwiki |925 |2217.6 |2.0 |1.0 |2.0 |4.0 |21.0 | |cuwiki |909 |3158.7999999999993|2.0 |2.0 |3.0 |3.0 |15.0 | |klwiki |870 |2468.55 |3.0 |0.0 |3.0 |2.0 |37.0 | |tnwiki |859 |8940.799999999988 |3.0 |6.0 |7.0 |5.0 |20.0 | |rmywiki |799 |4647.299999999994 |2.0 |0.0 |7.0 |2.0 |35.0 | |chywiki |787 |832.9999999999993 |3.0 |0.0 |1.0 |2.0 |5.0 | |rnwiki |755 |3179.899999999997 |3.0 |0.0 |1.0 |2.0 |8.0 | |tswiki |735 |7519.9 |3.0 |12.0 |5.0 |3.0 |31.0 | |tumwiki |731 |943.5 |2.0 |0.0 |0.5 |2.0 |3.0 | |ikwiki |724 |980.1000000000006 |3.0 |0.0 |1.0 |2.0 |6.0 | |vewiki |719 |1620.3000000000009|2.0 |0.0 |1.0 |1.0 |6.0 | |iuwiki |707 |1002.2999999999994|3.0 |0.0 |2.0 |1.0 |5.0 | |eewiki |657 |3455.199999999975 |3.0 |1.0 |3.199999999999932 |2.0 |28.0 | |ffwiki |651 |5988.5 |4.0 |1.0 |4.0 |3.0 |11.0 | |akwiki |650 |5445.099999999995 |2.0 |9.0 |6.0 |2.0 |13.549999999999955| |sswiki |581 |6007.0 |4.0 |11.0 |6.0 |3.0 |32.0 | |adywiki |579 |1874.6000000000006|3.0 |0.0 |5.0 |1.0 |18.100000000000023| |chwiki |561 |1539.0 |3.0 |0.0 |2.0 |2.0 |8.0 | |sgwiki |543 |926.9999999999993 |2.0 |1.0 |1.0 |3.0 |4.0 | |pntwiki |534 |3618.499999999998 |6.0 |1.0 |4.0 |3.0 |51.0 | |dinwiki |511 |2203.5 |3.0 |1.0 |1.0 |2.0 |4.0 | |tiwiki |382 |3428.4999999999995|3.0 |1.0 |2.0 |2.0 |23.0 | |dzwiki |307 |5279.799999999991 |4.0 |0.0 |13.0 |2.0 |11.699999999999989| |crwiki |179 |982.0999999999999 |3.0 |0.0 |1.0 |2.0 |3.0 | +----------------+---------+------------------+---------+-----------------+------------------+-----------------+------------------+ ``` ## Known Issues / Future Work * Empty sections are still counted. It is quite common in some languages to have many empty sections in an article and this should not be counted towards the quality score. * Images are now extracted directly from the wikitext so exclude many minor icons like flags or checkmarks but also currently miss files that are not wrapped in link brackets (common infobox templates and gallery tags). * Certain wikis have alternative ways of including references. We use `` tags but there are likely other templates that could be included. In particular, when quality predictions are much lower than community assessments, this is usually the culprit -- e.g., Template:sfn on English Wikipedia. * This model is quite simplistic and its feature-set will hopefully continue to be expanded upon. * Care should be taken when comparing quality scores across wikis -- the scores are relative to a wiki and there are no guarantees that a `0.8` article on one wiki will be similar to a `0.8` article on other wikis (in fact, they almost never will be the same).