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Log-Log Regression

LMAL per-language details

← back to MAL Compliance index

📄 next to a language name opens a page of real sample sentences from that language’s treebank, with the verb (red) and its dependents (green) highlighted, illustrating the configurations on which MAL is computed.

Language ⇅Family ⇅VO ⇅LMAL β(1→max) ⇅LMAL compliance ⇅MAL_1
(count) ⇅
1→2 ⇅MAL_2
(count) ⇅
2→3 ⇅MAL_3
(count) ⇅
3→4 ⇅MAL_4
(count) ⇅
4→5 ⇅MAL_5
(count) ⇅
5→6 ⇅MAL_6
(count) ⇅
6→7 ⇅MAL_7
(count) ⇅
7→8 ⇅MAL_8
(count) ⇅
8→9 ⇅MAL_9
(count) ⇅
9→10 ⇅MAL_10
(count) ⇅
10→11 ⇅MAL_11
(count) ⇅
11→12 ⇅MAL_12
(count) ⇅
12→13 ⇅MAL_13
(count) ⇅
13→14 ⇅MAL_14
(count) ⇅
14→15 ⇅MAL_15
(count) ⇅
15→16 ⇅MAL_16
(count) ⇅
16→17 ⇅MAL_17
(count) ⇅
17→18 ⇅MAL_18
(count) ⇅
18→19 ⇅MAL_19
(count) ⇅
Abaza 📄Caucasian0.101.620
(108)
1.667
(48)
1.594
(23)
2.250
(5)
1.000
(1)
Abkhaz 📄Caucasian0.01
β = 0.073 (gray zone)
0.50 (middle)1.853
(1483)
0.1371.685
(742)
-0.0591.725
(238)
1.789
(58)
1.450
(4)
1.167
(1)
Afrikaans 📄Indo-European0.16
β = 0.187 (MAL)
1.00 (high)3.497
(1391)
0.2602.921
(1362)
0.1182.784
(761)
0.0972.708
(286)
2.807
(60)
2.000
(8)
3.429
(4)
Akkadian 📄Afroasiatic0.05
β = 0.086 (gray zone)
0.67 (high)3.742
(1317)
0.2053.247
(978)
0.1603.044
(375)
-0.4533.467
(114)
3.277
(39)
3.500
(15)
3.829
(5)
2.830
(22)
4.296
(3)
2.368
(1)
Akuntsu 📄South-American0.061.244
(180)
1.096
(52)
Albanian 📄Indo-European0.93
β = 0.116 (MAL)
1.00 (high)2.067
(210)
0.1161.907
(113)
1.436
(26)
3.800
(5)
2.200
(2)
Amharic 📄Afroasiatic0.01
β = 0.302 (MAL)
1.00 (high)3.176
(567)
0.3722.455
(535)
0.1612.300
(221)
2.337
(49)
2.089
(9)
1.833
(2)
AncientGreek 📄Indo-European0.56
β = -0.056 (gray zone)
0.17 (low)1.931
(22233)
0.0601.852
(13498)
-0.0071.857
(7660)
-0.0491.883
(3679)
-0.2411.987
(1545)
-0.0131.992
(585)
-0.7422.233
(201)
2.055
(71)
2.317
(21)
3.000
(6)
AncientHebrew 📄Afroasiatic0.87
β = -0.129 (Anti-MAL)
0.00 (low)2.749
(3769)
-0.1293.006
(782)
3.301
(61)
3.344
(8)
2.600
(1)
Apurinã 📄South-American0.881.394
(104)
1.237
(38)
1.190
(7)
Arabic 📄Afroasiatic0.97
β = -0.118 (Anti-MAL)
0.50 (middle)3.037
(17005)
0.1992.645
(2300)
-0.7653.607
(244)
3.830
(28)
2.600
(2)
Arhuaco 📄South-American0.02
β = 0.253 (MAL)
1.00 (high)2.773
(396)
0.2532.327
(182)
2.493
(50)
1.841
(11)
Armenian 📄Indo-European0.46
β = -0.055 (gray zone)
0.33 (low)2.613
(7281)
0.0122.592
(3888)
-0.1092.709
(1060)
-0.1552.833
(196)
2.434
(29)
2.083
(4)
Assyrian 📄Afroasiatic0.802.069
(29)
2.875
(4)
Azerbaijani 📄Turkic0.001.639
(61)
1.522
(67)
1.519
(18)
1.250
(11)
Bambara 📄Niger-Congo0.00
β = -0.515 (Anti-MAL)
0.00 (low)1.455
(1512)
-0.1671.634
(628)
-1.2222.682
(112)
3.212
(13)
3.000
(1)
2.583
(2)
Basque 📄Other0.14
β = 0.183 (MAL)
1.00 (high)2.654
(8547)
0.2052.303
(6002)
0.1362.180
(1938)
0.2162.048
(336)
2.011
(55)
2.333
(9)
2.095
(3)
1.875
(1)
Bavarian 📄Indo-European0.50
β = 0.089 (gray zone)
1.00 (high)2.298
(530)
0.0752.181
(262)
0.1402.061
(224)
0.0272.045
(105)
2.081
(52)
2.183
(10)
2.190
(3)
Beja 📄Afroasiatic0.01
β = 0.404 (MAL)
1.00 (high)5.193
(1086)
0.4783.730
(494)
0.2543.365
(126)
2.768
(28)
3.600
(3)
2.667
(1)
Belarusian 📄Indo-European0.87
β = 0.085 (gray zone)
1.00 (high)2.117
(12541)
0.0102.102
(5746)
0.0642.048
(1427)
0.3721.840
(273)
1.855
(40)
1.708
(4)
1.875
(1)
Bengali 📄Indo-European0.091.389
(18)
1.528
(18)
1.458
(8)
1.000
(1)
Bhojpuri 📄Indo-European0.03
β = 0.092 (gray zone)
1.00 (high)4.234
(244)
0.0923.972
(160)
3.528
(72)
3.393
(35)
3.540
(10)
3.271
(8)
2.571
(4)
6.625
(1)
2.818
(2)
2.308
(2)
Borôro 📄South-American0.00
β = 0.229 (MAL)
1.00 (high)1.847
(12341)
0.3071.494
(5238)
0.1001.434
(1187)
0.2551.333
(115)
2.200
(2)
Breton 📄Indo-European0.922.863
(365)
1.839
(56)
1.571
(7)
1.750
(2)
Buglere 📄South-American0.01
β = -0.051 (gray zone)
0.00 (low)1.286
(266)
-0.0511.332
(155)
1.613
(31)
Bulgarian 📄Indo-European0.96
β = 0.166 (MAL)
0.67 (high)2.403
(7040)
0.2542.015
(3798)
0.1341.909
(980)
-0.0491.936
(144)
2.027
(15)
3.333
(1)
Buryat 📄Other0.01
β = 0.195 (MAL)
1.00 (high)2.932
(546)
0.2622.445
(458)
0.0582.389
(198)
2.405
(58)
2.447
(17)
1.875
(4)
Cantonese 📄Sino-Austronesian0.97
β = -0.238 (Anti-MAL)
0.00 (low)1.576
(708)
-0.2751.908
(358)
-0.1612.036
(166)
2.147
(68)
2.523
(26)
2.238
(7)
2.214
(2)
CappadocianGreek 📄Indo-European0.931.812
(165)
1.568
(74)
1.646
(32)
2.056
(9)
1.667
(3)
Catalan 📄Indo-European0.99
β = 0.251 (MAL)
1.00 (high)3.907
(17304)
0.4652.831
(9764)
0.0272.801
(2191)
0.0382.770
(326)
2.846
(35)
Cebuano 📄Sino-Austronesian1.001.778
(36)
1.150
(20)
1.167
(8)
1.167
(1)
CentralKurdish 📄Indo-European0.061.912
(57)
1.900
(35)
1.556
(6)
1.250
(1)
Chhintange 📄Sino-Austronesian0.04
β = 0.193 (MAL)
1.00 (high)2.050
(1535)
0.1871.801
(816)
0.2071.656
(229)
1.583
(27)
2.250
(4)
1.542
(4)
1.571
(1)
Chinese 📄Sino-Austronesian0.99
β = -0.151 (Anti-MAL)
0.20 (low)2.906
(13736)
-0.0923.098
(8017)
-0.1983.357
(4028)
-0.2823.641
(1450)
-0.1113.732
(449)
0.0823.676
(122)
3.917
(24)
4.458
(3)
2.889
(1)
Chukot 📄Other0.44
β = 0.007 (gray zone)
1.00 (high)1.410
(407)
0.0071.404
(203)
1.324
(68)
1.542
(18)
1.567
(6)
2.167
(3)
1.000
(1)
1.625
(1)
ClassArmenian 📄Indo-European0.66
β = -0.068 (gray zone)
0.00 (low)2.428
(5428)
-0.0112.447
(1906)
-0.0722.520
(486)
-0.2452.704
(113)
3.135
(31)
2.476
(7)
3.714
(1)
ClassChinese 📄Sino-Austronesian1.00
β = 0.039 (gray zone)
0.67 (high)1.630
(47998)
0.0321.594
(19793)
0.0731.547
(4788)
-0.0081.551
(730)
1.453
(72)
1.470
(11)
Coptic 📄Afroasiatic1.00
β = -0.486 (Anti-MAL)
0.33 (low)1.291
(5838)
-1.0352.643
(1352)
0.5752.094
(518)
-0.9732.770
(246)
3.395
(37)
4.133
(5)
Croatian 📄Indo-European0.90
β = 0.145 (MAL)
0.67 (high)2.771
(6553)
0.3072.239
(4003)
0.1122.140
(1270)
-0.3062.337
(275)
2.500
(46)
3.167
(4)
Czech 📄Indo-European0.84
β = 0.223 (MAL)
0.60 (middle)3.247
(147321)
0.6792.028
(81001)
0.0491.989
(31439)
-0.0181.999
(7779)
0.0141.993
(1416)
-0.4142.149
(183)
2.607
(32)
2.281
(4)
Danish 📄Indo-European0.98
β = 0.261 (MAL)
1.00 (high)2.728
(5763)
0.3842.091
(1711)
0.0132.080
(448)
2.125
(70)
2.138
(16)
2.688
(8)
1.357
(2)
Dutch 📄Indo-European0.44
β = 0.151 (MAL)
0.80 (high)3.025
(22099)
0.2522.541
(8651)
0.0152.525
(5771)
0.1302.433
(2208)
-0.0122.440
(614)
0.6222.178
(100)
2.268
(8)
1.094
(4)
2.111
(1)
Egyptian 📄Afroasiatic1.002.224
(434)
2.383
(30)
English 📄Indo-European0.99
β = -0.297 (Anti-MAL)
0.00 (low)1.626
(54183)
-0.2081.878
(23303)
-0.3862.197
(3342)
-0.3922.459
(347)
2.611
(37)
4.167
(3)
2.214
(2)
Erzya 📄Uralic0.61
β = -0.002 (gray zone)
0.50 (middle)1.537
(1476)
-0.0171.554
(643)
0.0281.537
(200)
1.574
(34)
1.200
(2)
1.167
(1)
Esperanto 📄Indo-European0.902.367
(120)
2.953
(86)
4.222
(21)
8.083
(3)
6.600
(2)
Estonian 📄Uralic0.67
β = 0.177 (MAL)
0.75 (high)2.369
(31616)
0.4101.783
(8177)
0.0301.762
(3386)
0.1841.671
(1068)
-0.3981.826
(238)
1.678
(46)
1.905
(6)
1.625
(2)
Faroese 📄Indo-European0.95
β = -0.010 (gray zone)
0.50 (middle)1.974
(3343)
-0.0492.042
(600)
0.0691.985
(137)
2.741
(28)
Finnish 📄Uralic0.75
β = 0.064 (gray zone)
0.67 (high)1.779
(29891)
0.0121.765
(9200)
0.1821.639
(1604)
-0.0171.647
(256)
1.474
(38)
1.125
(4)
1.000
(1)
French 📄Indo-European1.00
β = 0.006 (gray zone)
0.67 (high)2.410
(19916)
-0.0652.522
(12048)
0.0552.466
(3065)
0.1312.375
(509)
2.424
(85)
2.426
(9)
3.786
(2)
FrisianDutch 📄Indo-European0.401.551
(176)
1.763
(78)
1.793
(37)
1.656
(24)
2.067
(3)
2.333
(1)
1.000
(1)
Gaelic 📄Indo-European1.002.453
(2175)
3.436
(47)
3.000
(1)
1.000
(1)
Galician 📄Indo-European0.99
β = 0.242 (MAL)
1.00 (high)3.683
(5764)
0.2833.026
(2388)
0.1572.839
(443)
3.263
(78)
3.833
(12)
2.750
(2)
Gbaya 📄Niger-Congo0.991.194
(346)
2.361
(36)
2.697
(11)
5.750
(1)
Georgian 📄Caucasian0.49
β = -0.038 (gray zone)
0.33 (low)2.076
(2700)
0.0032.071
(2295)
-0.1162.171
(1008)
-0.0032.173
(256)
2.175
(56)
2.306
(12)
1.571
(1)
German 📄Indo-European0.37
β = 0.200 (MAL)
1.00 (high)3.685
(118789)
0.1763.262
(51107)
0.1623.055
(53381)
0.1982.886
(29388)
0.2152.751
(9905)
0.3252.593
(2287)
0.3142.470
(394)
2.691
(51)
2.472
(8)
1.300
(1)
Gheg 📄Indo-European0.95
β = -0.039 (gray zone)
0.00 (low)1.378
(1064)
-0.0241.401
(640)
-0.0701.441
(179)
1.470
(58)
1.600
(6)
1.000
(1)
1.333
(3)
Gothic 📄Indo-European0.68
β = -0.065 (gray zone)
0.00 (low)1.801
(4443)
-0.0161.821
(2054)
-0.1111.905
(616)
-0.1271.976
(136)
2.553
(30)
3.200
(5)
2.714
(1)
2.800
(1)
Greek 📄Indo-European0.97
β = -0.036 (gray zone)
0.50 (middle)2.667
(5034)
0.0072.655
(1740)
-0.1222.790
(225)
2.321
(28)
2.700
(6)
Guajajára 📄South-American0.771.811
(375)
1.625
(80)
2.061
(11)
3.000
(1)
Guarani 📄South-American0.671.739
(23)
1.000
(2)
1.375
(2)
Gujarati 📄Indo-European0.033.000
(63)
2.419
(80)
2.175
(40)
1.944
(9)
2.467
(3)
Gwichʼin 📄Other0.001.310
(129)
1.843
(35)
2.417
(4)
2.500
(1)
Haitian 📄Indo-European0.99
β = -0.294 (Anti-MAL)
0.00 (low)1.596
(5147)
-0.3041.972
(1460)
-0.2722.202
(349)
2.524
(52)
2.523
(13)
Hausa 📄Afroasiatic1.00
β = -0.401 (Anti-MAL)
0.00 (low)2.041
(1027)
-0.4012.694
(448)
-0.4003.169
(136)
3.420
(47)
3.246
(13)
4.542
(4)
7.000
(1)
Hebrew 📄Afroasiatic0.98
β = 0.197 (MAL)
1.00 (high)3.910
(13637)
0.2593.266
(3077)
0.0693.177
(436)
2.811
(45)
2.667
(3)
4.000
(1)
HighlandNahuatl 📄South-American0.87
β = 0.104 (MAL)
1.00 (high)1.394
(713)
0.1041.297
(293)
1.300
(69)
1.250
(13)
1.800
(3)
Hindi 📄Indo-European0.04
β = 0.027 (gray zone)
0.40 (middle)3.723
(11248)
-0.0763.923
(9582)
0.1403.707
(7739)
0.1113.590
(3869)
-0.0093.597
(1333)
-0.1093.670
(328)
3.472
(83)
3.642
(15)
3.083
(4)
3.500
(1)
4.429
(1)
2.833
(1)
Hittite 📄Indo-European0.002.122
(41)
2.357
(63)
2.321
(53)
1.888
(29)
2.691
(11)
1.583
(2)
Hungarian 📄Uralic0.52
β = 0.076 (gray zone)
0.33 (low)3.144
(1048)
0.2292.682
(1247)
-0.0872.778
(701)
-0.0742.838
(216)
2.583
(58)
2.467
(10)
2.500
(2)
Icelandic 📄Indo-European0.91
β = -0.172 (Anti-MAL)
0.25 (low)1.682
(75072)
-0.2151.952
(16272)
0.1761.818
(4616)
-0.4482.068
(1132)
-0.5742.351
(281)
3.063
(45)
4.101
(17)
Indonesian 📄Sino-Austronesian1.00
β = -0.069 (gray zone)
0.33 (low)2.274
(7798)
-0.1162.464
(3349)
-0.0662.531
(751)
0.0762.476
(104)
1.971
(7)
Irish 📄Indo-European1.00
β = -0.313 (Anti-MAL)
0.00 (low)2.766
(3180)
-0.3133.438
(184)
3.778
(18)
Italian 📄Indo-European0.96
β = 0.003 (gray zone)
0.75 (high)2.796
(31362)
0.0162.766
(18428)
0.0202.744
(5659)
0.1732.611
(1249)
-0.4782.905
(235)
3.110
(38)
2.357
(4)
3.000
(1)
Japanese 📄Other0.00
β = 0.022 (gray zone)
0.80 (high)6.463
(91646)
0.0076.434
(74399)
0.0746.244
(40136)
0.0146.219
(12881)
0.0216.191
(2787)
-0.1116.317
(530)
6.038
(78)
7.250
(9)
10.167
(4)
5.400
(1)
5.909
(1)
4.647
(2)
Javanese 📄Sino-Austronesian0.97
β = -0.005 (gray zone)
0.50 (middle)1.920
(701)
-0.0571.997
(382)
0.1021.917
(108)
1.447
(19)
2.400
(2)
Kaapor 📄South-American0.121.286
(21)
1.167
(39)
1.357
(14)
1.167
(3)
Kangri 📄Indo-European0.032.356
(87)
2.026
(96)
2.060
(61)
2.034
(22)
2.040
(5)
1.429
(2)
Karelian 📄Uralic0.871.588
(182)
1.354
(82)
2.000
(15)
1.000
(1)
Karo 📄South-American0.03
β = 0.067 (gray zone)
1.00 (high)1.324
(210)
0.0671.264
(106)
1.405
(14)
1.000
(1)
Kazakh 📄Turkic0.00
β = 0.074 (gray zone)
1.00 (high)2.553
(656)
0.0682.436
(442)
0.0862.352
(272)
2.297
(74)
3.011
(19)
2.667
(3)
Khoekhoe 📄Other0.03
β = 0.065 (gray zone)
0.33 (low)2.037
(993)
0.1891.787
(1194)
-0.0271.806
(549)
-0.1411.881
(164)
1.982
(56)
2.046
(18)
1.619
(3)
Khunsari 📄Indo-European0.002.333
(3)
1.750
(8)
1.600
(1)
Kiche 📄South-American0.971.959
(485)
1.935
(69)
2.429
(7)
1.250
(1)
Komi 📄Uralic0.59
β = 0.010 (gray zone)
0.50 (middle)1.646
(635)
-0.0561.711
(367)
0.1451.613
(144)
1.758
(32)
1.667
(3)
1.167
(2)
Komi-Permyak 📄Uralic0.681.360
(75)
1.342
(38)
1.429
(14)
1.750
(2)
Korean 📄Other0.00
β = 0.121 (MAL)
0.80 (high)2.978
(37503)
0.0812.815
(29811)
0.1222.680
(16496)
0.2272.510
(5756)
0.1282.439
(1325)
-0.0142.445
(240)
2.450
(33)
3.000
(4)
Kurmanji 📄Indo-European0.05
β = -0.126 (Anti-MAL)
0.50 (middle)2.136
(302)
-0.2952.620
(337)
0.2172.400
(201)
2.407
(81)
2.552
(21)
2.143
(7)
2.625
(1)
Kyrgyz 📄Turkic0.00
β = 0.150 (MAL)
0.67 (high)2.582
(1336)
-0.2573.085
(1312)
0.5442.474
(843)
0.6272.066
(254)
1.960
(45)
1.935
(18)
2.347
(7)
2.156
(4)
Latgalian 📄Indo-European1.001.200
(15)
1.125
(4)
2.000
(1)
Latin 📄Indo-European0.47
β = -0.137 (Anti-MAL)
0.17 (low)2.292
(47708)
-0.0112.309
(33075)
-0.0472.353
(14790)
-0.3252.584
(5153)
-0.5132.898
(1356)
-0.3843.108
(452)
1.0422.647
(186)
3.681
(27)
3.667
(7)
2.333
(3)
2.455
(1)
2.000
(1)
3.154
(1)
2.059
(1)
Latvian 📄Indo-European0.80
β = -0.016 (gray zone)
0.33 (low)2.140
(19477)
0.0492.069
(9736)
-0.0642.123
(2535)
-0.1262.201
(415)
2.328
(61)
3.917
(4)
1.286
(1)
Ligurian 📄Indo-European0.99
β = 0.052 (gray zone)
1.00 (high)1.895
(210)
0.0521.828
(189)
1.667
(79)
2.414
(32)
2.933
(6)
3.429
(1)
Lithuanian 📄Indo-European0.82
β = -0.077 (gray zone)
0.00 (low)2.261
(4012)
-0.1052.431
(1610)
-0.0222.453
(447)
2.571
(85)
2.400
(6)
4.833
(2)
Livvi 📄Uralic0.691.505
(107)
1.435
(46)
1.333
(9)
1.250
(4)
LowSaxon 📄Indo-European0.45
β = 0.139 (MAL)
0.33 (low)2.105
(1017)
-0.0672.205
(434)
0.6331.706
(348)
-0.2461.831
(197)
1.784
(76)
1.913
(21)
1.571
(4)
2.188
(2)
Luxembourgish 📄Indo-European0.202.000
(9)
1.722
(9)
1.833
(4)
1.600
(1)
Macedonian 📄Indo-European1.001.294
(109)
1.377
(57)
1.000
(5)
1.500
(1)
Madi 📄South-American0.001.222
(9)
1.611
(9)
1.000
(2)
Maghrebi 📄Afroasiatic0.98
β = 0.153 (MAL)
1.00 (high)1.566
(1333)
0.1531.408
(213)
1.622
(30)
2.750
(2)
1.200
(2)
Makuráp 📄South-American0.001.789
(19)
1.278
(9)
Malayalam 📄Dravidian0.013.284
(81)
3.162
(102)
2.727
(44)
2.798
(21)
1.750
(4)
2.667
(1)
Maltese 📄Afroasiatic0.97
β = -0.068 (gray zone)
0.00 (low)2.959
(1975)
-0.0933.155
(631)
-0.0183.179
(108)
3.483
(15)
4.400
(2)
Manx 📄Indo-European1.003.843
(89)
3.571
(7)
Marathi 📄Indo-European0.01
β = 0.099 (gray zone)
1.00 (high)1.950
(242)
0.0391.898
(246)
0.2211.736
(101)
1.781
(16)
2.400
(1)
1.286
(1)
MbyáGuaraní 📄South-American0.51
β = 0.002 (gray zone)
0.50 (middle)2.917
(804)
0.0252.866
(554)
-0.0442.918
(155)
3.250
(23)
2.800
(2)
1.167
(1)
MiddleFrench 📄Indo-European0.96
β = -0.288 (Anti-MAL)
0.00 (low)1.759
(3942)
-0.1061.893
(3055)
-0.5142.332
(1141)
-0.3972.614
(266)
4.038
(37)
4.750
(10)
2.750
(1)
Moksha 📄Uralic0.76
β = 0.064 (gray zone)
1.00 (high)1.594
(347)
0.0641.524
(145)
1.444
(30)
1.750
(9)
1.600
(3)
Mundurukú 📄South-American0.081.532
(94)
1.382
(55)
1.250
(4)
Naija 📄Indo-European1.00
β = -0.734 (Anti-MAL)
0.00 (low)1.286
(9307)
-0.9502.485
(2427)
-0.6403.221
(535)
-0.2333.445
(104)
3.644
(18)
4.333
(5)
8.857
(1)
Nayini 📄Indo-European0.002.500
(2)
1.786
(7)
1.833
(2)
1.600
(1)
Neapolitan 📄Indo-European1.001.462
(13)
1.167
(6)
2.667
(1)
Nenets 📄Uralic0.011.780
(118)
1.966
(58)
2.195
(29)
2.386
(11)
2.300
(2)
2.167
(2)
Nhengatu 📄South-American0.97
β = 0.137 (MAL)
1.00 (high)1.563
(1526)
0.0991.459
(668)
0.2131.338
(292)
1.467
(69)
1.420
(10)
2.167
(2)
1.000
(1)
NorthSami 📄Uralic0.88
β = -0.004 (gray zone)
0.50 (middle)1.385
(2325)
0.0051.380
(676)
-0.0241.393
(122)
1.472
(18)
1.733
(3)
Norwegian 📄Indo-European0.99
β = 0.184 (MAL)
0.33 (low)2.960
(36117)
0.5392.037
(7569)
-0.1462.161
(1312)
-0.2612.330
(163)
2.779
(19)
2.286
(1)
Occitan 📄Indo-European1.00
β = -0.152 (Anti-MAL)
0.00 (low)1.827
(1182)
-0.1382.010
(556)
-0.1802.162
(134)
2.580
(25)
3.667
(3)
4.167
(1)
OldChurchSlavonic 📄Indo-European0.67
β = -0.169 (Anti-MAL)
0.00 (low)1.799
(12749)
-0.0571.872
(6225)
-0.1882.021
(2237)
-0.2542.174
(625)
-0.4372.396
(203)
2.807
(58)
3.551
(14)
2.625
(3)
3.600
(2)
3.455
(1)
2.833
(1)
OldEastSlavic 📄Indo-European0.55
β = -0.209 (Anti-MAL)
0.00 (low)2.110
(22722)
-0.0392.167
(13000)
-0.1872.338
(5852)
-0.2012.477
(2141)
-0.4722.752
(725)
-0.8063.188
(233)
3.310
(66)
3.996
(28)
4.079
(7)
3.273
(2)
OldEnglish 📄Indo-European0.781.421
(19)
1.500
(5)
1.667
(1)
OldFrench 📄Indo-European0.71
β = -0.177 (Anti-MAL)
0.25 (low)1.678
(12014)
0.0321.641
(11645)
-0.0861.700
(4802)
-0.4151.915
(1118)
-0.9282.356
(221)
2.333
(40)
2.531
(7)
2.556
(1)
OldIrish 📄Indo-European1.001.536
(28)
1.773
(11)
2.333
(4)
2.750
(1)
OldProvençal 📄Indo-European0.82
β = -0.443 (Anti-MAL)
0.00 (low)2.448
(1900)
-0.4513.347
(1166)
-0.3103.795
(405)
-0.7034.645
(124)
5.794
(34)
7.964
(14)
4.107
(4)
13.722
(2)
9.700
(1)
OldTurkish 📄Turkic0.003.143
(7)
2.062
(8)
Oriya 📄Indo-European0.022.286
(28)
2.647
(34)
2.494
(29)
2.171
(19)
1.800
(5)
1.667
(3)
OttomanTurkish 📄Turkic0.03
β = 0.029 (gray zone)
1.00 (high)2.763
(1157)
0.0132.739
(968)
0.0242.713
(495)
0.0912.643
(150)
2.904
(52)
2.667
(8)
3.857
(2)
4.000
(1)
Pashto 📄Indo-European0.003.022
(46)
2.806
(103)
2.743
(87)
2.830
(53)
2.747
(15)
3.167
(5)
4.857
(1)
Paumarí 📄South-American0.611.692
(52)
1.050
(10)
1.167
(4)
Persian 📄Indo-European0.00
β = -0.086 (gray zone)
0.20 (low)3.280
(18738)
-0.0203.326
(22641)
-0.0563.403
(12360)
-0.1673.570
(4091)
-0.3423.853
(948)
0.1993.716
(198)
3.768
(40)
5.271
(6)
3.556
(4)
3.818
(1)
2.000
(1)
Pesh 📄Other0.09
β = -0.045 (gray zone)
0.00 (low)2.339
(322)
-0.0452.412
(108)
2.414
(29)
2.100
(5)
2.400
(1)
Phrygian 📄Indo-European0.154.373
(51)
3.255
(55)
1.839
(89)
1.750
(3)
1.800
(2)
2.333
(1)
Polish 📄Indo-European0.85
β = 0.118 (MAL)
0.50 (middle)2.218
(28219)
0.1382.015
(11125)
0.2921.791
(3281)
-0.0341.808
(792)
-0.2411.908
(172)
1.891
(26)
2.381
(6)
Pomak 📄Indo-European0.93
β = 0.102 (MAL)
0.50 (middle)1.762
(2021)
0.1821.553
(988)
-0.0601.591
(225)
1.644
(45)
1.771
(7)
2.500
(1)
Portuguese 📄Indo-European0.99
β = 0.134 (MAL)
1.00 (high)3.466
(55726)
0.1803.059
(21104)
0.0802.962
(3684)
0.0992.878
(512)
3.118
(34)
4.333
(3)
Romanian 📄Indo-European0.89
β = -0.110 (Anti-MAL)
0.00 (low)2.081
(41158)
-0.0022.085
(23178)
-0.1082.178
(7051)
-0.2472.338
(1615)
-0.3202.511
(259)
3.098
(44)
3.667
(3)
Russian 📄Indo-European0.86
β = 0.075 (gray zone)
0.75 (high)2.175
(142201)
-0.0112.191
(80163)
0.0922.111
(23330)
0.1712.009
(4855)
0.1991.922
(722)
2.168
(94)
2.442
(11)
2.375
(1)
2.000
(1)
5.909
(1)
Sanskrit 📄Indo-European0.15
β = 0.031 (gray zone)
0.80 (high)2.099
(11060)
0.1261.924
(10798)
0.0401.893
(5524)
-0.2172.015
(1931)
0.0861.977
(538)
0.1431.926
(135)
1.800
(20)
2.281
(4)
1.444
(1)
1.600
(1)
1.308
(1)
Serbian 📄Indo-European0.95
β = 0.235 (MAL)
1.00 (high)2.865
(3669)
0.2792.362
(1786)
0.1462.226
(429)
2.373
(61)
2.375
(8)
2.857
(1)
Sicilian 📄Indo-European0.99
β = -0.079 (gray zone)
0.50 (middle)1.587
(511)
-0.1541.766
(385)
0.0731.715
(132)
1.795
(22)
1.467
(3)
1.500
(1)
Sindhi 📄Indo-European0.03
β = 0.055 (gray zone)
0.50 (middle)3.115
(2763)
-0.0133.143
(3144)
0.1172.997
(2339)
0.1582.864
(1049)
-0.0692.909
(280)
3.270
(55)
2.908
(17)
3.625
(5)
6.889
(1)
1.100
(1)
Sinhalese 📄Indo-European0.002.091
(22)
2.429
(21)
1.846
(13)
1.250
(1)
SkoltSami 📄Uralic0.35
β = -0.099 (gray zone)
0.00 (low)1.242
(277)
-0.0991.330
(100)
1.250
(24)
1.250
(4)
1.200
(1)
1.000
(1)
1.250
(1)
Slovak 📄Indo-European0.85
β = 0.235 (MAL)
0.67 (high)2.175
(5029)
0.4651.575
(2941)
-0.0271.592
(1107)
0.0481.570
(199)
1.648
(25)
1.833
(1)
Slovenian 📄Indo-European0.79
β = 0.059 (gray zone)
0.75 (high)2.177
(11917)
0.1551.956
(7776)
0.0081.949
(3677)
0.0781.906
(1104)
-0.2452.014
(265)
1.904
(57)
1.798
(12)
2.375
(1)
2.667
(1)
2.400
(2)
Soi 📄Indo-European0.004.000
(1)
1.500
(4)
1.833
(2)
1.600
(1)
SouthernKurdish 📄Indo-European0.031.918
(147)
1.671
(70)
1.500
(8)
1.875
(2)
SouthLevantineArabic 📄Afroasiatic0.921.964
(28)
2.000
(2)
Spanish 📄Indo-European0.99
β = 0.220 (MAL)
0.67 (high)3.837
(33656)
0.3982.911
(16759)
0.1562.733
(3425)
-0.2182.910
(389)
2.628
(43)
1.583
(2)
3.619
(3)
SpanishSign 📄Indo-European0.491.538
(160)
1.389
(63)
1.500
(8)
Swedish 📄Indo-European0.98
β = 0.098 (gray zone)
0.33 (low)2.285
(14466)
0.2541.916
(3773)
-0.0501.955
(810)
-0.0902.006
(122)
1.900
(8)
1.167
(1)
SwedishSign 📄Indo-European0.901.386
(140)
1.389
(27)
1.400
(5)
1.250
(1)
2.000
(1)
SwissGerman 📄Indo-European0.22
β = 0.170 (MAL)
1.00 (high)2.753
(608)
0.2382.335
(510)
0.0112.325
(367)
0.2932.137
(153)
2.146
(41)
2.125
(4)
2.143
(1)
Tagalog 📄Sino-Austronesian1.003.619
(21)
1.000
(4)
1.000
(5)
1.000
(1)
1.000
(1)
Tamil 📄Dravidian0.00
β = 0.379 (MAL)
1.00 (high)4.832
(416)
0.4633.506
(706)
0.3413.053
(393)
0.1932.889
(108)
2.739
(23)
4.458
(4)
6.857
(1)
4.625
(1)
Tangkhul 📄Sino-Austronesian0.01
β = 0.091 (gray zone)
1.00 (high)1.723
(177)
0.0911.618
(288)
1.634
(72)
1.800
(5)
1.000
(1)
Tatar 📄Turkic0.00
β = -0.131 (Anti-MAL)
0.00 (low)3.304
(112)
-0.1313.617
(111)
2.930
(43)
2.921
(19)
2.400
(4)
2.750
(2)
1.571
(1)
Teko 📄South-American0.42
β = 0.127 (MAL)
1.00 (high)1.418
(306)
0.1271.299
(102)
1.373
(17)
1.000
(1)
Telugu 📄Dravidian0.01
β = 0.086 (gray zone)
1.00 (high)1.473
(431)
0.0801.393
(629)
0.0991.339
(179)
1.338
(17)
1.100
(2)
TeluguEnglish 📄Dravidian0.041.353
(17)
1.333
(51)
1.167
(12)
Thai 📄Sino-Austronesian0.99
β = -0.225 (Anti-MAL)
0.00 (low)2.469
(5842)
-0.2432.923
(1753)
-0.1873.153
(389)
3.759
(53)
3.100
(6)
2.667
(2)
1.857
(1)
Tswana 📄Niger-Congo1.001.000
(10)
1.167
(9)
1.417
(4)
2.750
(1)
Tupinambá 📄South-American0.311.811
(244)
1.532
(62)
2.641
(13)
1.375
(2)
Turkish 📄Turkic0.02
β = 0.136 (MAL)
1.00 (high)3.126
(37286)
0.1152.886
(29373)
0.1022.769
(13076)
0.1472.654
(3862)
0.1922.543
(698)
0.2572.426
(111)
2.755
(14)
3.562
(2)
2.000
(1)
3.900
(1)
TurkishEnglish 📄Turkic0.421.943
(35)
1.733
(15)
1.889
(3)
TurkishGerman 📄Turkic0.26
β = 0.131 (MAL)
1.00 (high)1.791
(1748)
0.1221.646
(1006)
0.1551.545
(650)
0.1281.489
(349)
0.1001.456
(149)
1.421
(63)
1.310
(18)
1.312
(6)
1.667
(3)
1.600
(2)
Ukrainian 📄Indo-European0.87
β = -0.043 (gray zone)
0.33 (low)2.022
(9006)
-0.0532.098
(4592)
-0.0862.172
(1369)
0.0792.124
(301)
1.711
(47)
2.037
(9)
Umbrian 📄Indo-European0.021.518
(112)
1.857
(77)
1.741
(27)
1.792
(6)
2.100
(2)
1.667
(2)
1.556
(1)
UpperSorbian 📄Indo-European0.67
β = 0.500 (MAL)
1.00 (high)3.149
(395)
0.5002.227
(119)
2.551
(69)
2.113
(51)
2.700
(16)
2.208
(4)
1.571
(1)
Urdu 📄Indo-European0.03
β = 0.048 (gray zone)
0.60 (middle)4.401
(3109)
0.0234.333
(3643)
0.1304.111
(2502)
0.1143.978
(1209)
-0.0594.031
(394)
-0.1944.176
(102)
4.057
(20)
6.875
(3)
3.963
(3)
6.000
(1)
3.308
(1)
Uyghur 📄Turkic0.00
β = 0.044 (gray zone)
0.75 (high)2.626
(2757)
0.0552.529
(1907)
0.0162.513
(1221)
0.2512.338
(495)
-0.3502.528
(139)
2.531
(27)
2.686
(5)
Uzbek 📄Turkic0.00
β = 0.163 (MAL)
0.67 (high)2.870
(839)
0.2372.436
(653)
-0.0382.474
(439)
0.3512.236
(144)
2.141
(41)
2.667
(7)
2.107
(4)
2.125
(1)
Veps 📄Uralic0.961.464
(69)
1.629
(35)
1.513
(13)
Vietnamese 📄Sino-Austronesian1.00
β = -0.198 (Anti-MAL)
0.33 (low)1.966
(2555)
-0.2152.282
(1623)
-0.3012.579
(639)
0.0762.523
(131)
3.413
(16)
1.833
(1)
Warlpiri 📄Other0.161.000
(19)
1.029
(34)
1.000
(8)
1.000
(1)
Welsh 📄Indo-European0.99
β = -0.016 (gray zone)
0.00 (low)2.598
(1213)
-0.0162.627
(165)
2.000
(12)
2.800
(2)
WestArmenian 📄Indo-European0.40
β = -0.096 (gray zone)
0.00 (low)2.374
(6537)
-0.0922.531
(3580)
-0.0812.615
(976)
-0.1412.724
(189)
2.386
(14)
4.444
(3)
WestNahuatl 📄South-American0.95
β = 0.028 (gray zone)
1.00 (high)1.516
(738)
0.0281.487
(301)
1.661
(63)
1.600
(10)
2.100
(2)
2.000
(1)
Wolof 📄Niger-Congo0.97
β = -0.317 (Anti-MAL)
0.00 (low)1.770
(3096)
-0.2572.115
(1519)
-0.4392.528
(381)
2.650
(70)
2.500
(14)
3.000
(3)
1.500
(1)
Wu 📄Sino-Austronesian0.99
β = -0.055 (gray zone)
0.00 (low)1.387
(649)
-0.0551.440
(301)
1.460
(97)
1.417
(18)
1.200
(2)
Xavánte 📄South-American0.301.763
(114)
1.633
(94)
1.548
(28)
1.562
(4)
1.000
(1)
Xibe 📄Other0.00
β = -0.132 (Anti-MAL)
0.33 (low)3.649
(1023)
0.0603.501
(716)
-0.3494.032
(382)
-0.2914.384
(162)
5.400
(64)
5.566
(33)
6.637
(13)
8.000
(2)
5.556
(1)
Yakut 📄Turkic0.031.512
(82)
1.461
(128)
1.250
(44)
1.208
(6)
Yiddish 📄Indo-European0.96
β = -0.102 (Anti-MAL)
0.00 (low)1.397
(1651)
-0.1041.502
(502)
-0.0961.562
(194)
1.771
(35)
1.567
(6)
Yoruba 📄Niger-Congo0.95
β = -0.210 (Anti-MAL)
0.00 (low)1.465
(540)
-0.2101.694
(309)
1.709
(47)
1.750
(13)
1.000
(1)
2.667
(1)
1.700
(1)
Yupik 📄Other0.532.085
(200)
2.115
(65)
2.067
(5)
Zaar 📄Afroasiatic0.97
β = -0.278 (Anti-MAL)
0.00 (low)2.246
(813)
-0.2782.724
(259)
2.842
(57)
3.036
(21)
3.300
(4)
2.714
(1)

Local change score distribution (LMAL, transitions ≤ 5→6)

-1.3 -1.0 -0.6 -0.3 0.1 0.4 0.8 Local Change Score Transition 1→2 (n=124) 2→3 (n=101) 3→4 (n=66) 4→5 (n=26) 5→6 (n=14)

Slope distribution summary

Category β(1→max) 1→2 2→3 3→4 4→5
β < -0.1 39 25 23 26 14
-0.1 ≤ β < 0 32 26 22 9 4
0 ≤ β ≤ 0.1 24 30 24 11 3
β > 0.1 29 43 32 20 5
Total 124 124 101 66 26

β(1→max) is the raw log-log regression slope from n=1 (negative = MAL compliance). Local change scores (1→2, 2→3, …) are positive when MAL holds at that transition.

Data availability by number of dependents