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Log-Log Regression

MAL 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 ⇅MAL β(1→max) ⇅MAL 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) ⇅
19→20 ⇅MAL_20
(count) ⇅
20→21 ⇅MAL_21
(count) ⇅
21→22 ⇅MAL_22
(count) ⇅
22→23 ⇅MAL_23
(count) ⇅
23→24 ⇅MAL_24
(count) ⇅
Abaza 📄Caucasian0.101.769
(95)
1.564
(53)
1.605
(27)
1.812
(8)
1.700
(2)
Abkhaz 📄Caucasian0.01
β = -0.071 (gray zone)
0.50 (middle)1.668
(1264)
-0.1201.812
(845)
0.0291.791
(326)
1.926
(84)
1.500
(6)
1.167
(1)
Afrikaans 📄Indo-European0.16
β = 0.181 (MAL)
1.00 (high)5.199
(487)
0.1204.784
(1462)
0.2604.305
(1096)
0.2244.036
(576)
0.0963.950
(190)
3.216
(51)
3.735
(7)
4.875
(1)
3.167
(2)
Akkadian 📄Afroasiatic0.05
β = 0.052 (gray zone)
0.67 (high)3.490
(1169)
0.1523.142
(1006)
0.1512.956
(449)
-0.4793.392
(148)
3.237
(48)
3.306
(18)
3.829
(5)
2.830
(22)
4.296
(3)
2.368
(1)
Akuntsu 📄South-American0.061.262
(123)
1.146
(96)
1.154
(13)
Albanian 📄Indo-European0.93
β = -0.045 (gray zone)
0.00 (low)4.667
(25)
3.246
(138)
-0.0453.306
(112)
3.056
(53)
3.122
(23)
3.500
(3)
2.286
(1)
4.300
(1)
Amharic 📄Afroasiatic0.01
β = 0.074 (gray zone)
1.00 (high)1.490
(57)
2.076
(482)
0.1191.978
(505)
0.0041.976
(250)
1.844
(73)
1.595
(14)
1.571
(1)
1.500
(1)
AncientGreek 📄Indo-European0.56
β = 0.054 (gray zone)
0.62 (middle)2.814
(9255)
0.0862.651
(14188)
0.0742.573
(11573)
0.1462.467
(7232)
-0.0792.510
(3986)
0.1552.440
(1978)
-0.1932.514
(821)
0.1752.456
(301)
-0.2952.543
(112)
2.655
(40)
2.566
(9)
3.125
(2)
2.692
(1)
2.357
(1)
AncientHebrew 📄Afroasiatic0.87
β = 0.029 (gray zone)
0.75 (high)4.067
(662)
0.1283.721
(1968)
-0.0843.850
(1406)
0.0083.841
(457)
0.0093.834
(109)
4.750
(19)
4.143
(0)
Apurinã 📄South-American0.881.758
(34)
1.432
(66)
1.417
(40)
1.139
(9)
Arabic 📄Afroasiatic0.97
β = 0.158 (MAL)
0.33 (low)11.132
(208)
0.4797.989
(6589)
0.2687.168
(7206)
-0.0797.332
(3694)
-0.0457.406
(1384)
-0.2847.800
(343)
-0.1848.024
(106)
10.828
(24)
9.029
(13)
10.714
(5)
7.227
(2)
10.217
(4)
3.769
(1)
24.179
(0)
Arhuaco 📄South-American0.02
β = 0.127 (MAL)
1.00 (high)2.374
(215)
0.1292.170
(267)
0.1242.064
(119)
2.048
(31)
1.629
(7)
Armenian 📄Indo-European0.46
β = 0.056 (gray zone)
1.00 (high)4.082
(3346)
0.0214.023
(5120)
0.1443.795
(2913)
0.0143.780
(870)
0.0103.772
(176)
3.869
(27)
2.686
(5)
3.500
(1)
Assyrian 📄Afroasiatic0.802.583
(11)
2.348
(17)
2.667
(4)
1.750
(1)
Azerbaijani 📄Turkic0.001.719
(59)
1.530
(67)
1.778
(18)
1.327
(13)
Bambara 📄Niger-Congo0.00
β = -0.286 (Anti-MAL)
0.00 (low)2.401
(556)
-0.2612.878
(1116)
-0.1793.094
(466)
-0.5943.671
(107)
4.347
(15)
4.714
(7)
3.000
(1)
Basque 📄Other0.14
β = 0.061 (gray zone)
0.80 (high)2.646
(5600)
0.0742.514
(5705)
0.0662.448
(3541)
-0.0322.470
(1521)
0.0552.440
(391)
0.2962.312
(103)
2.088
(21)
2.333
(3)
1.905
(6)
Bavarian 📄Indo-European0.50
β = 0.134 (MAL)
1.00 (high)3.050
(129)
0.1642.722
(338)
0.0932.621
(366)
0.0642.573
(200)
0.2882.413
(116)
2.756
(27)
2.444
(9)
1.875
(1)
Beja 📄Afroasiatic0.01
β = 0.379 (MAL)
1.00 (high)5.050
(929)
0.4863.606
(544)
0.1623.377
(208)
3.026
(48)
3.125
(8)
2.667
(1)
Belarusian 📄Indo-European0.87
β = 0.181 (MAL)
1.00 (high)3.773
(1544)
0.1303.449
(9147)
0.2793.080
(6668)
0.1942.912
(2129)
0.0562.876
(449)
2.974
(82)
3.179
(11)
1.750
(2)
Bengali 📄Indo-European0.091.500
(14)
1.306
(17)
1.615
(13)
1.000
(1)
Bhojpuri 📄Indo-European0.03
β = -0.041 (gray zone)
0.00 (low)4.496
(220)
-0.0414.624
(139)
4.293
(91)
3.844
(53)
4.373
(15)
3.778
(9)
2.571
(6)
6.625
(1)
2.818
(2)
2.308
(2)
Borôro 📄South-American0.00
β = 0.134 (MAL)
0.80 (high)2.019
(4442)
0.1961.762
(7830)
0.1021.691
(4434)
0.1781.606
(1669)
0.0511.588
(366)
-0.0611.606
(108)
1.645
(28)
1.450
(5)
1.667
(1)
Breton 📄Indo-European0.92
β = 0.119 (MAL)
1.00 (high)3.645
(62)
3.345
(147)
0.1193.188
(145)
3.054
(61)
2.114
(14)
2.667
(1)
Buglere 📄South-American0.01
β = -0.009 (gray zone)
0.50 (middle)1.476
(114)
-0.0431.521
(207)
0.0621.484
(102)
1.950
(25)
2.133
(3)
1.333
(1)
Bulgarian 📄Indo-European0.96
β = 0.172 (MAL)
1.00 (high)3.864
(785)
0.0523.727
(5200)
0.2763.333
(4226)
0.2573.096
(1423)
0.1882.969
(298)
2.992
(43)
4.619
(3)
Buryat 📄Other0.01
β = 0.159 (MAL)
0.50 (middle)2.990
(497)
0.2452.523
(463)
-0.0172.540
(211)
2.407
(81)
2.383
(24)
1.933
(5)
Cantonese 📄Sino-Austronesian0.97
β = -0.052 (gray zone)
0.33 (low)2.592
(266)
-0.1272.830
(492)
0.0932.726
(299)
-0.1202.821
(181)
2.667
(60)
3.562
(24)
3.195
(11)
4.000
(1)
3.778
(1)
CappadocianGreek 📄Indo-European0.932.986
(37)
2.732
(126)
2.196
(71)
2.583
(30)
2.307
(14)
2.208
(4)
2.889
(1)
Catalan 📄Indo-European0.99
β = 0.255 (MAL)
1.00 (high)8.244
(829)
0.1907.224
(10430)
0.3736.210
(11014)
0.2745.739
(5219)
0.1855.507
(1695)
0.1615.348
(362)
5.545
(51)
4.566
(16)
4.056
(2)
5.300
(1)
12.250
(1)
Cebuano 📄Sino-Austronesian1.002.209
(10)
2.062
(20)
2.021
(24)
1.846
(9)
2.100
(1)
1.167
(1)
CentralKurdish 📄Indo-European0.061.905
(43)
1.714
(47)
1.810
(7)
1.250
(2)
Chhintange 📄Sino-Austronesian0.04
β = 0.215 (MAL)
1.00 (high)2.016
(1334)
0.2011.755
(920)
0.2441.589
(293)
1.611
(54)
1.857
(7)
1.139
(6)
2.214
(2)
Chinese 📄Sino-Austronesian0.99
β = -0.039 (gray zone)
0.40 (middle)3.428
(4555)
-0.2183.987
(10866)
0.2043.671
(7137)
0.0513.618
(3549)
-0.1983.782
(1237)
-0.1023.853
(376)
3.604
(92)
4.250
(15)
4.222
(3)
Chukot 📄Other0.44
β = -0.047 (gray zone)
0.00 (low)1.354
(266)
-0.0561.408
(249)
-0.0281.424
(120)
1.534
(43)
1.480
(19)
1.583
(6)
1.929
(2)
1.000
(1)
1.556
(1)
ClassArmenian 📄Indo-European0.66
β = 0.005 (gray zone)
0.50 (middle)3.894
(1353)
0.2043.381
(3258)
-0.2263.705
(2211)
0.0343.669
(830)
-0.1803.820
(233)
4.308
(63)
4.193
(19)
6.292
(3)
4.889
(1)
4.600
(1)
ClassChinese 📄Sino-Austronesian1.00
β = 0.075 (gray zone)
1.00 (high)1.795
(20901)
0.0081.785
(34875)
0.1381.688
(14156)
0.0791.650
(3003)
0.1551.594
(407)
1.652
(45)
1.429
(5)
Coptic 📄Afroasiatic1.00
β = -0.151 (Anti-MAL)
0.40 (middle)3.134
(604)
-0.2193.647
(2197)
-0.3394.183
(2538)
0.0834.085
(1558)
-0.0454.126
(735)
0.1354.026
(245)
4.310
(90)
4.636
(22)
4.022
(5)
6.800
(2)
Croatian 📄Indo-European0.90
β = 0.268 (MAL)
0.75 (high)5.428
(390)
0.2344.615
(4836)
0.4093.910
(4418)
0.2523.637
(1888)
-0.0253.657
(511)
3.712
(92)
3.612
(14)
5.500
(2)
Czech 📄Indo-European0.84
β = 0.240 (MAL)
0.83 (high)4.907
(17685)
0.2004.272
(105053)
0.4713.530
(91847)
0.2573.278
(40651)
0.0593.235
(11274)
0.1173.167
(2231)
-0.1313.232
(352)
3.246
(66)
6.485
(11)
3.500
(2)
14.000
(1)
11.417
(1)
10.692
(1)
Danish 📄Indo-European0.98
β = 0.131 (MAL)
0.75 (high)3.969
(447)
-0.0754.180
(2772)
0.4053.548
(2866)
0.1873.362
(1387)
0.0213.346
(425)
3.165
(88)
3.341
(18)
2.614
(11)
3.389
(2)
1.900
(1)
2.182
(1)
Dutch 📄Indo-European0.44
β = 0.087 (gray zone)
0.60 (middle)3.736
(4088)
-0.0783.944
(12743)
0.1973.641
(13223)
0.1573.480
(6600)
0.2533.289
(2182)
-0.0443.316
(525)
3.344
(86)
2.069
(8)
3.400
(1)
Egyptian 📄Afroasiatic1.00
β = 0.081 (gray zone)
1.00 (high)2.249
(44)
2.802
(138)
0.0812.712
(177)
2.910
(81)
3.188
(20)
3.474
(4)
2.429
(0)
English 📄Indo-European0.99
β = 0.059 (gray zone)
0.40 (middle)3.724
(7139)
0.1393.383
(37037)
0.1883.134
(25893)
-0.0823.209
(8716)
-0.1913.348
(2013)
-0.0363.370
(353)
3.580
(48)
4.571
(14)
3.333
(0)
4.667
(3)
1.846
(1)
Erzya 📄Uralic0.61
β = -0.016 (gray zone)
0.67 (high)1.823
(631)
-0.0611.901
(926)
0.0221.884
(570)
0.0471.859
(191)
1.900
(34)
1.639
(4)
Esperanto 📄Indo-European0.906.114
(7)
5.560
(99)
5.967
(80)
4.517
(29)
6.982
(11)
6.042
(4)
5.143
(1)
11.333
(1)
Estonian 📄Uralic0.67
β = 0.208 (MAL)
0.80 (high)3.445
(5485)
0.1133.185
(17076)
0.3992.709
(14156)
0.2582.515
(5865)
-0.0032.517
(1543)
0.1332.456
(345)
2.379
(61)
2.281
(8)
Faroese 📄Indo-European0.95
β = -0.076 (gray zone)
0.25 (low)3.050
(366)
0.0872.871
(1436)
-0.1483.048
(1406)
-0.2483.274
(643)
-0.2073.429
(187)
3.571
(59)
3.490
(7)
4.000
(4)
Finnish 📄Uralic0.75
β = 0.107 (MAL)
1.00 (high)2.691
(7515)
0.0242.647
(16238)
0.2322.410
(11977)
0.0982.343
(4112)
0.0842.299
(914)
0.0852.264
(190)
1.894
(37)
1.667
(9)
1.889
(1)
1.364
(1)
French 📄Indo-European1.00
β = 0.254 (MAL)
1.00 (high)6.255
(1799)
0.2255.350
(12445)
0.3274.685
(12464)
0.2314.384
(6294)
0.2134.180
(2031)
0.2453.998
(487)
3.922
(95)
4.188
(16)
4.000
(1)
3.250
(2)
FrisianDutch 📄Indo-European0.40
β = 0.331 (MAL)
1.00 (high)2.979
(28)
2.397
(109)
0.3312.096
(104)
2.085
(58)
1.711
(16)
2.292
(4)
1.000
(1)
Gaelic 📄Indo-European1.00
β = 0.348 (MAL)
1.00 (high)4.307
(40)
4.690
(828)
0.4763.867
(965)
0.1473.707
(303)
3.481
(76)
3.651
(7)
2.800
(5)
Galician 📄Indo-European0.99
β = 0.391 (MAL)
1.00 (high)9.201
(303)
0.2837.563
(3468)
0.4876.208
(3060)
0.3735.577
(1300)
0.3075.207
(392)
0.8154.488
(116)
4.589
(32)
3.929
(14)
2.778
(1)
2.909
(1)
Gbaya 📄Niger-Congo0.991.402
(85)
1.612
(156)
1.497
(90)
1.707
(46)
2.043
(14)
1.333
(2)
2.857
(1)
Georgian 📄Caucasian0.49
β = 0.149 (MAL)
1.00 (high)3.563
(797)
0.0373.472
(2440)
0.2233.172
(2000)
0.1663.024
(784)
0.3712.784
(236)
3.062
(48)
3.010
(14)
2.729
(6)
2.556
(2)
3.000
(1)
German 📄Indo-European0.37
β = 0.171 (MAL)
0.71 (high)4.117
(17828)
-0.0024.124
(70193)
0.1763.839
(90663)
0.2903.532
(57653)
0.2613.332
(21941)
0.2983.156
(5662)
0.2383.042
(1149)
-0.0113.047
(181)
2.743
(35)
3.325
(4)
2.182
(1)
4.917
(1)
Gheg 📄Indo-European0.95
β = 0.114 (MAL)
0.67 (high)2.644
(252)
0.1642.360
(753)
0.1642.209
(595)
-0.1542.309
(246)
2.015
(68)
2.378
(26)
2.367
(7)
1.781
(4)
Gothic 📄Indo-European0.68
β = -0.120 (Anti-MAL)
0.00 (low)2.501
(1504)
-0.0032.506
(2902)
-0.1002.610
(1839)
-0.2112.774
(737)
-0.5283.121
(223)
2.934
(59)
3.555
(17)
2.750
(2)
3.222
(2)
2.800
(1)
Greek 📄Indo-European0.97
β = 0.213 (MAL)
0.75 (high)6.196
(644)
0.3294.931
(3354)
0.2594.438
(2149)
-0.1174.591
(719)
0.2314.360
(142)
4.353
(25)
Guajajára 📄South-American0.77
β = 0.081 (gray zone)
1.00 (high)1.658
(88)
1.594
(193)
0.0811.543
(123)
1.533
(46)
1.600
(13)
1.944
(3)
1.286
(1)
Guarani 📄South-American0.671.583
(18)
1.545
(6)
1.000
(1)
1.000
(1)
1.600
(1)
Gujarati 📄Indo-European0.033.309
(53)
2.476
(84)
2.217
(43)
2.725
(10)
3.400
(5)
Gwichʼin 📄Other0.001.296
(122)
1.768
(41)
2.500
(4)
2.125
(2)
Haitian 📄Indo-European0.99
β = 0.190 (MAL)
0.75 (high)4.708
(575)
0.2473.966
(3104)
0.2313.612
(2237)
0.1453.464
(823)
-0.1183.557
(218)
3.616
(56)
3.408
(7)
1.875
(1)
Hausa 📄Afroasiatic1.00
β = -0.163 (Anti-MAL)
0.00 (low)2.262
(307)
-0.0602.357
(661)
-0.2522.611
(417)
-0.3072.852
(190)
3.167
(73)
3.028
(18)
3.464
(8)
6.188
(2)
Hebrew 📄Afroasiatic0.98
β = 0.194 (MAL)
1.00 (high)6.851
(790)
0.1366.235
(7641)
0.2355.669
(6088)
0.2645.254
(2128)
0.1675.062
(474)
5.005
(67)
4.629
(10)
5.333
(1)
HighlandNahuatl 📄South-American0.87
β = 0.229 (MAL)
1.00 (high)2.348
(254)
0.2581.963
(531)
0.1681.833
(239)
1.745
(55)
2.133
(9)
2.167
(3)
Hindi 📄Indo-European0.04
β = 0.099 (gray zone)
0.67 (high)4.121
(8192)
-0.4205.515
(10856)
0.5184.469
(8535)
0.2684.138
(4480)
0.1833.973
(1572)
-0.1914.114
(440)
0.8923.585
(104)
3.875
(16)
3.315
(6)
3.500
(1)
4.429
(1)
2.833
(1)
Hittite 📄Indo-European0.002.184
(38)
2.336
(64)
2.214
(53)
2.040
(31)
2.691
(11)
1.583
(2)
Hungarian 📄Uralic0.52
β = 0.052 (gray zone)
0.50 (middle)3.777
(212)
-0.0914.022
(949)
0.2003.709
(1069)
0.1473.556
(663)
-0.0003.556
(265)
3.326
(94)
3.363
(26)
4.000
(1)
3.111
(3)
Icelandic 📄Indo-European0.91
β = -0.035 (gray zone)
0.29 (low)3.702
(9130)
0.1363.369
(32790)
0.1623.155
(30786)
-0.1493.293
(16008)
-0.2603.490
(6098)
-0.2853.676
(1827)
-0.1963.789
(534)
-0.1913.886
(161)
4.252
(55)
3.981
(26)
2.879
(9)
3.683
(5)
2.519
(4)
6.071
(2)
Indonesian 📄Sino-Austronesian1.00
β = 0.108 (MAL)
1.00 (high)4.691
(686)
0.0234.616
(5499)
0.1694.311
(3828)
0.1564.122
(1478)
0.1843.956
(426)
3.731
(80)
3.371
(10)
2.500
(2)
Irish 📄Indo-European1.00
β = 0.046 (gray zone)
0.50 (middle)4.400
(156)
0.1324.015
(1123)
0.0213.981
(1088)
-0.0043.985
(643)
-0.1594.129
(282)
4.184
(66)
4.098
(15)
8.900
(4)
3.750
(3)
5.600
(1)
11.792
(1)
Italian 📄Indo-European0.96
β = 0.146 (MAL)
0.50 (middle)6.332
(3619)
0.3215.069
(20966)
0.2074.660
(19579)
0.0364.612
(9043)
-0.0144.626
(2829)
-0.0494.668
(769)
-0.0854.729
(139)
4.859
(23)
3.302
(7)
4.550
(2)
Japanese 📄Other0.00
β = 0.025 (gray zone)
0.80 (high)6.446
(91198)
0.0086.412
(74298)
0.0746.223
(40239)
0.0186.191
(13150)
0.0156.171
(2918)
-0.0556.233
(573)
6.065
(79)
6.545
(11)
10.167
(4)
5.400
(1)
5.909
(1)
4.647
(2)
Javanese 📄Sino-Austronesian0.97
β = 0.223 (MAL)
1.00 (high)3.337
(98)
3.442
(522)
0.2193.149
(373)
0.2292.948
(166)
2.675
(40)
2.444
(9)
2.357
(4)
Kaapor 📄South-American0.121.059
(14)
1.232
(39)
1.231
(13)
1.344
(8)
1.400
(2)
1.167
(1)
Kangri 📄Indo-European0.032.542
(77)
2.117
(102)
2.047
(64)
2.065
(23)
2.040
(5)
1.429
(2)
Karelian 📄Uralic0.872.097
(23)
2.317
(105)
2.021
(93)
2.076
(42)
1.850
(12)
2.750
(4)
2.200
(1)
Karo 📄South-American0.03
β = 0.055 (gray zone)
1.00 (high)1.367
(154)
0.0551.316
(132)
1.257
(35)
1.325
(10)
Kazakh 📄Turkic0.00
β = 0.057 (gray zone)
1.00 (high)2.516
(637)
0.0462.437
(459)
0.0802.359
(270)
2.293
(76)
3.114
(21)
2.667
(3)
Khoekhoe 📄Other0.03
β = -0.040 (gray zone)
0.00 (low)1.913
(670)
-0.0631.998
(1193)
-0.0172.012
(717)
-0.0162.022
(279)
2.097
(78)
1.984
(32)
2.388
(7)
1.625
(1)
Khunsari 📄Indo-European0.005.000
(1)
2.357
(7)
2.222
(3)
1.600
(1)
Kiche 📄South-American0.97
β = 0.046 (gray zone)
0.50 (middle)2.476
(141)
0.1112.293
(261)
-0.0872.375
(131)
2.031
(22)
2.080
(5)
2.833
(2)
Komi 📄Uralic0.59
β = -0.037 (gray zone)
0.33 (low)2.008
(303)
-0.1072.162
(408)
0.1282.053
(300)
-0.1612.150
(137)
2.178
(27)
2.111
(6)
1.643
(2)
Komi-Permyak 📄Uralic0.682.025
(18)
1.578
(67)
1.729
(32)
1.650
(10)
2.100
(2)
Korean 📄Other0.00
β = 0.127 (MAL)
1.00 (high)2.926
(35872)
0.0812.766
(28859)
0.1112.644
(17067)
0.2002.496
(6916)
0.1402.420
(1956)
0.2012.333
(432)
2.317
(60)
2.792
(6)
Kurmanji 📄Indo-European0.05
β = 0.139 (MAL)
1.00 (high)3.010
(162)
0.0782.851
(381)
0.2202.608
(265)
0.1642.488
(102)
2.545
(29)
2.200
(10)
2.625
(1)
Kyrgyz 📄Turkic0.00
β = 0.148 (MAL)
0.67 (high)2.577
(1257)
-0.2283.017
(1374)
0.5012.463
(856)
0.6112.066
(254)
1.974
(47)
1.956
(19)
2.214
(8)
2.156
(4)
Latgalian 📄Indo-European1.002.778
(1)
1.538
(12)
1.833
(6)
2.000
(1)
Latin 📄Indo-European0.47
β = -0.235 (Anti-MAL)
0.14 (low)3.024
(21436)
0.0063.011
(35919)
-0.0703.097
(24655)
-0.2123.291
(12384)
-0.7033.850
(5102)
-0.6394.326
(1883)
-0.1144.402
(865)
-0.5824.758
(368)
5.430
(91)
4.420
(29)
3.942
(11)
6.806
(8)
5.615
(2)
1.929
(1)
2.833
(2)
6.375
(1)
2.278
(1)
14.650
(1)
10.318
(1)
1.833
(1)
Latvian 📄Indo-European0.80
β = 0.109 (MAL)
0.60 (middle)3.745
(4396)
0.0433.634
(14486)
0.3263.184
(9509)
0.0613.129
(3052)
-0.0683.177
(641)
-0.0033.179
(125)
2.672
(17)
3.792
(3)
Ligurian 📄Indo-European0.99
β = -0.066 (gray zone)
0.50 (middle)5.314
(34)
3.460
(153)
0.1783.219
(175)
-0.4503.664
(101)
3.337
(37)
2.678
(15)
4.357
(2)
Lithuanian 📄Indo-European0.82
β = 0.147 (MAL)
0.75 (high)4.596
(1310)
0.1144.246
(2705)
0.2773.795
(1543)
0.1093.678
(476)
-0.0663.733
(106)
3.363
(17)
4.952
(3)
6.812
(2)
Livvi 📄Uralic0.691.984
(29)
2.087
(51)
2.058
(62)
2.250
(16)
1.857
(7)
1.833
(1)
LowSaxon 📄Indo-European0.45
β = 0.098 (gray zone)
0.75 (high)2.941
(151)
0.2062.550
(552)
-0.0812.635
(657)
0.1422.529
(444)
0.1212.462
(207)
2.641
(70)
2.419
(15)
2.312
(2)
5.667
(1)
Luxembourgish 📄Indo-European0.202.857
(5)
2.045
(10)
1.905
(7)
1.600
(1)
Macedonian 📄Indo-European1.002.233
(38)
1.724
(82)
1.698
(40)
1.773
(11)
1.400
(1)
Madi 📄South-American0.001.286
(7)
1.312
(8)
1.800
(5)
Maghrebi 📄Afroasiatic0.98
β = 0.122 (MAL)
1.00 (high)2.638
(239)
0.1312.409
(857)
0.1042.309
(385)
2.214
(82)
2.083
(12)
2.733
(5)
Makuráp 📄South-American0.001.708
(14)
1.308
(13)
1.000
(1)
Malayalam 📄Dravidian0.013.089
(77)
3.270
(98)
2.626
(49)
2.641
(23)
1.840
(5)
2.667
(1)
Maltese 📄Afroasiatic0.97
β = 0.297 (MAL)
1.00 (high)7.021
(212)
0.3225.616
(1421)
0.2595.056
(792)
0.2994.639
(240)
4.525
(57)
4.648
(8)
4.000
(1)
Manx 📄Indo-European1.003.430
(0)
2.526
(9)
2.263
(57)
3.173
(24)
4.133
(5)
2.111
(1)
Marathi 📄Indo-European0.01
β = 0.124 (MAL)
1.00 (high)2.013
(227)
0.0701.918
(256)
0.2331.745
(102)
1.975
(20)
2.400
(1)
1.286
(1)
MbyáGuaraní 📄South-American0.51
β = -0.009 (gray zone)
0.50 (middle)2.744
(515)
-0.0162.775
(597)
0.0062.769
(317)
2.967
(89)
2.726
(19)
2.833
(2)
MiddleFrench 📄Indo-European0.96
β = 0.120 (MAL)
0.40 (middle)4.891
(686)
0.2244.189
(2715)
0.2553.777
(2631)
-0.0963.884
(1511)
-0.0753.949
(609)
-0.0043.952
(211)
4.878
(54)
5.333
(21)
8.833
(6)
6.500
(3)
10.242
(3)
6.042
(2)
Moksha 📄Uralic0.76
β = 0.067 (gray zone)
0.50 (middle)1.952
(118)
0.1421.769
(230)
-0.0851.831
(142)
1.854
(36)
1.567
(6)
2.833
(2)
Mundurukú 📄South-American0.081.645
(46)
1.508
(60)
1.523
(36)
1.719
(8)
3.200
(3)
Naija 📄Indo-European1.00
β = -0.248 (Anti-MAL)
0.00 (low)2.203
(2715)
-0.2402.602
(5310)
-0.2612.892
(2976)
-0.2263.087
(1059)
-0.2903.293
(257)
3.798
(69)
4.464
(8)
2.688
(2)
7.222
(1)
Nayini 📄Indo-European0.005.000
(1)
2.583
(6)
2.167
(4)
1.600
(1)
Neapolitan 📄Indo-European1.001.600
(1)
2.346
(12)
2.200
(5)
2.500
(2)
Nenets 📄Uralic0.011.879
(114)
1.942
(60)
2.222
(30)
2.386
(11)
1.933
(3)
2.167
(2)
Nhengatu 📄South-American0.97
β = 0.025 (gray zone)
0.75 (high)2.168
(289)
0.0432.104
(981)
0.0812.036
(781)
0.0012.035
(344)
-0.1992.127
(123)
2.212
(37)
2.107
(12)
1.111
(1)
NorthSami 📄Uralic0.88
β = 0.028 (gray zone)
0.67 (high)1.979
(336)
0.0721.883
(1332)
0.1251.790
(999)
-0.3221.963
(327)
1.958
(95)
1.688
(32)
1.673
(14)
1.600
(5)
1.694
(4)
Norwegian 📄Indo-European0.99
β = 0.216 (MAL)
1.00 (high)4.269
(2326)
0.0214.206
(17560)
0.3923.588
(16215)
0.3623.233
(6939)
0.1783.108
(1790)
0.1173.042
(303)
3.361
(42)
2.938
(6)
Occitan 📄Indo-European1.00
β = 0.212 (MAL)
1.00 (high)4.331
(230)
0.2093.748
(743)
0.1133.580
(572)
0.4323.161
(262)
3.616
(74)
3.447
(19)
3.714
(1)
OldChurchSlavonic 📄Indo-European0.67
β = -0.129 (Anti-MAL)
0.20 (low)2.209
(4348)
0.0162.184
(7796)
-0.0022.186
(5827)
-0.3212.398
(2719)
-0.3842.612
(977)
-0.4092.815
(309)
3.413
(97)
3.342
(29)
3.651
(7)
3.300
(4)
3.455
(1)
3.458
(2)
3.321
(2)
OldEastSlavic 📄Indo-European0.55
β = -0.255 (Anti-MAL)
0.00 (low)2.668
(7104)
-0.0042.675
(14410)
-0.1342.824
(12046)
-0.1572.954
(6707)
-0.3723.210
(2828)
-0.7183.659
(1074)
-0.7034.077
(402)
-1.0934.718
(113)
4.540
(48)
5.483
(24)
5.056
(11)
6.550
(4)
5.962
(2)
2.571
(1)
5.353
(1)
1.864
(1)
OldEnglish 📄Indo-European0.782.333
(4)
2.033
(15)
1.722
(6)
OldFrench 📄Indo-European0.71
β = -0.047 (gray zone)
0.33 (low)2.890
(2892)
0.1232.654
(10077)
-0.0462.704
(9398)
-0.0522.744
(4851)
-0.2372.894
(1804)
-0.3983.111
(580)
0.0623.081
(185)
3.207
(49)
3.827
(8)
3.667
(3)
5.235
(1)
OldIrish 📄Indo-European1.003.806
(4)
2.348
(16)
2.767
(8)
2.788
(13)
3.200
(3)
OldProvençal 📄Indo-European0.82
β = -0.200 (Anti-MAL)
0.20 (low)4.699
(426)
0.0584.515
(1162)
-0.3305.160
(1016)
-0.1255.349
(580)
-0.3225.748
(284)
-1.1217.051
(111)
6.778
(47)
6.078
(16)
7.167
(4)
5.000
(1)
18.636
(1)
10.769
(1)
12.800
(1)
OldTurkish 📄Turkic0.003.143
(7)
2.062
(8)
Oriya 📄Indo-European0.022.476
(21)
2.645
(38)
2.469
(32)
2.171
(19)
1.800
(5)
1.667
(3)
OttomanTurkish 📄Turkic0.03
β = 0.065 (gray zone)
1.00 (high)2.970
(1061)
0.0522.865
(1000)
0.1012.750
(532)
0.0302.726
(165)
2.934
(61)
3.136
(11)
3.857
(2)
4.000
(1)
Pashto 📄Indo-European0.005.421
(33)
3.052
(97)
3.119
(87)
3.711
(57)
3.315
(26)
3.204
(9)
4.857
(1)
Paumarí 📄South-American0.611.982
(35)
1.615
(21)
1.367
(10)
Persian 📄Indo-European0.00
β = -0.014 (gray zone)
0.40 (middle)4.374
(13907)
0.0564.208
(23349)
0.0084.194
(14566)
-0.0514.257
(5448)
-0.1774.428
(1369)
-0.0664.482
(314)
4.529
(60)
5.000
(8)
3.911
(5)
3.818
(1)
2.000
(1)
Pesh 📄Other0.09
β = 0.103 (MAL)
1.00 (high)2.529
(219)
0.1032.354
(166)
2.702
(53)
2.062
(20)
2.233
(6)
4.000
(1)
Phrygian 📄Indo-European0.153.875
(22)
3.515
(66)
1.952
(76)
1.871
(31)
1.760
(5)
2.333
(1)
Polish 📄Indo-European0.85
β = 0.136 (MAL)
0.60 (middle)3.583
(3507)
0.2113.096
(17582)
0.2652.781
(15157)
0.1232.685
(5838)
-0.0862.737
(1250)
-0.4122.950
(232)
2.945
(43)
2.812
(8)
2.833
(2)
1.650
(2)
Pomak 📄Indo-European0.93
β = 0.049 (gray zone)
0.67 (high)2.853
(515)
0.0552.747
(1408)
0.0882.651
(922)
-0.0532.692
(316)
2.600
(94)
3.880
(24)
3.167
(6)
4.000
(2)
Portuguese 📄Indo-European0.99
β = 0.130 (MAL)
0.60 (middle)6.216
(5838)
0.2115.371
(35951)
0.2214.910
(27022)
0.0944.780
(9637)
-0.1114.900
(2159)
-0.1475.033
(392)
5.054
(49)
5.019
(11)
4.556
(4)
Romanian 📄Indo-European0.89
β = 0.092 (gray zone)
0.83 (high)4.415
(7117)
0.2213.787
(26430)
0.1533.559
(23302)
0.0263.533
(11288)
0.0023.531
(3850)
-0.2723.711
(1029)
0.1223.642
(233)
4.421
(40)
5.079
(13)
6.040
(5)
5.000
(1)
Russian 📄Indo-European0.86
β = 0.110 (MAL)
0.83 (high)3.760
(24804)
0.0973.514
(106116)
0.2383.191
(83682)
0.2083.005
(29307)
0.0622.964
(6335)
0.1942.861
(945)
-1.0793.379
(149)
3.595
(21)
4.111
(8)
4.325
(3)
2.394
(3)
6.667
(1)
3.615
(1)
2.571
(1)
5.222
(1)
2.105
(1)
2.905
(1)
Sanskrit 📄Indo-European0.15
β = -0.018 (gray zone)
0.60 (middle)2.057
(7711)
-0.1242.243
(10554)
0.0342.212
(6958)
-0.0592.250
(3201)
0.0542.223
(1146)
0.3622.081
(323)
2.095
(97)
2.033
(19)
2.111
(1)
1.500
(2)
1.286
(1)
Serbian 📄Indo-European0.95
β = 0.170 (MAL)
1.00 (high)5.028
(153)
0.0644.808
(2594)
0.2694.312
(2155)
0.3043.951
(818)
0.0263.929
(209)
4.100
(20)
4.857
(4)
3.875
(1)
Sicilian 📄Indo-European0.99
β = 0.315 (MAL)
1.00 (high)4.312
(107)
0.3443.397
(406)
0.4142.872
(335)
0.0112.863
(144)
2.737
(54)
2.528
(6)
3.429
(1)
3.125
(1)
Sindhi 📄Indo-European0.03
β = -0.046 (gray zone)
0.40 (middle)3.465
(2159)
-0.1753.913
(3116)
0.1083.745
(2532)
0.1103.628
(1254)
-0.2143.805
(452)
-0.1863.937
(103)
3.816
(28)
3.375
(6)
5.000
(3)
1.100
(1)
Sinhalese 📄Indo-European0.002.091
(22)
2.450
(20)
1.833
(14)
1.250
(1)
SkoltSami 📄Uralic0.35
β = 0.029 (gray zone)
1.00 (high)1.696
(174)
0.0291.663
(151)
1.532
(60)
1.417
(20)
1.200
(1)
1.000
(1)
1.222
(1)
Slovak 📄Indo-European0.85
β = 0.137 (MAL)
0.75 (high)2.911
(826)
0.1922.548
(4066)
0.1802.369
(3112)
0.0852.311
(1065)
-0.1532.391
(209)
2.133
(20)
3.429
(4)
Slovenian 📄Indo-European0.79
β = 0.230 (MAL)
1.00 (high)4.201
(2016)
0.2273.590
(9055)
0.2653.224
(7963)
0.2083.037
(4008)
0.1842.915
(1322)
0.2492.785
(345)
2.884
(67)
2.452
(21)
2.844
(5)
2.675
(8)
1.545
(1)
4.214
(1)
Soi 📄Indo-European0.005.000
(1)
1.500
(4)
1.833
(2)
1.600
(1)
SouthernKurdish 📄Indo-European0.031.852
(94)
2.216
(98)
1.740
(32)
1.917
(3)
SouthLevantineArabic 📄Afroasiatic0.922.575
(2)
2.459
(14)
2.290
(12)
1.750
(1)
2.167
(1)
Spanish 📄Indo-European0.99
β = 0.205 (MAL)
1.00 (high)7.465
(1835)
0.2236.394
(20278)
0.2755.720
(19732)
0.2225.366
(9187)
0.0345.325
(2570)
0.1385.192
(555)
0.2734.978
(100)
4.212
(13)
6.028
(4)
3.200
(1)
3.462
(1)
1.733
(1)
SpanishSign 📄Indo-European0.491.438
(105)
1.500
(94)
1.589
(29)
1.500
(3)
Swedish 📄Indo-European0.98
β = 0.106 (MAL)
0.80 (high)3.588
(1027)
-0.0243.649
(7174)
0.2323.322
(6861)
0.1763.158
(3042)
0.1163.077
(869)
0.0313.059
(172)
3.767
(30)
3.875
(4)
6.000
(1)
SwedishSign 📄Indo-European0.901.589
(66)
1.908
(55)
1.725
(33)
1.577
(13)
1.686
(6)
1.778
(1)
SwissGerman 📄Indo-European0.22
β = -0.002 (gray zone)
0.33 (low)3.156
(234)
-0.0913.362
(559)
-0.0573.441
(496)
0.4053.062
(263)
3.056
(96)
3.943
(29)
3.886
(4)
4.958
(3)
Tagalog 📄Sino-Austronesian1.002.540
(4)
2.645
(9)
2.509
(8)
2.077
(5)
1.857
(5)
1.000
(1)
Tamil 📄Dravidian0.00
β = 0.353 (MAL)
1.00 (high)4.613
(384)
0.4003.497
(711)
0.3083.087
(400)
0.3012.831
(124)
2.654
(26)
4.100
(5)
6.857
(1)
4.625
(1)
Tangkhul 📄Sino-Austronesian0.01
β = 0.107 (MAL)
1.00 (high)1.728
(154)
0.1071.605
(285)
1.644
(88)
2.000
(12)
2.533
(3)
1.000
(1)
Tatar 📄Turkic0.00
β = -0.077 (gray zone)
0.00 (low)3.416
(109)
-0.0773.603
(114)
3.000
(41)
2.825
(20)
2.600
(5)
2.750
(2)
1.571
(1)
Teko 📄South-American0.42
β = 0.101 (MAL)
1.00 (high)1.409
(218)
0.1011.314
(163)
1.286
(41)
1.000
(1)
1.333
(3)
Telugu 📄Dravidian0.01
β = 0.094 (gray zone)
1.00 (high)1.482
(420)
0.0901.393
(630)
0.1011.337
(188)
1.319
(18)
1.100
(2)
TeluguEnglish 📄Dravidian0.041.400
(15)
1.321
(51)
1.143
(14)
Thai 📄Sino-Austronesian0.99
β = 0.087 (gray zone)
1.00 (high)4.914
(1041)
0.0284.820
(3461)
0.1534.530
(2165)
0.0884.416
(924)
0.1274.293
(338)
3.894
(94)
3.992
(19)
3.417
(3)
3.889
(1)
Tswana 📄Niger-Congo1.005.000
(0)
1.750
(10)
2.000
(8)
2.062
(4)
2.200
(2)
Tupinambá 📄South-American0.312.008
(155)
1.960
(90)
1.772
(50)
1.534
(15)
2.400
(6)
1.667
(5)
1.857
(0)
Turkish 📄Turkic0.02
β = 0.136 (MAL)
1.00 (high)3.116
(35141)
0.1272.854
(30403)
0.1012.739
(13825)
0.1362.634
(4133)
0.2462.494
(780)
0.1322.434
(122)
2.955
(16)
3.562
(2)
2.000
(1)
3.900
(1)
TurkishEnglish 📄Turkic0.422.219
(27)
1.850
(18)
2.095
(7)
4.500
(1)
TurkishGerman 📄Turkic0.26
β = 0.050 (gray zone)
0.60 (middle)2.033
(793)
-0.0652.127
(1040)
0.1332.015
(971)
-0.0112.022
(626)
0.1831.941
(326)
0.2691.848
(165)
1.885
(46)
2.112
(20)
1.333
(3)
1.633
(3)
2.091
(1)
Ukrainian 📄Indo-European0.87
β = 0.191 (MAL)
0.75 (high)4.545
(1395)
0.1923.979
(6644)
0.2753.560
(4842)
0.2393.323
(1845)
-0.2043.478
(490)
3.402
(89)
4.314
(15)
4.917
(3)
1.778
(1)
Umbrian 📄Indo-European0.021.645
(88)
1.725
(69)
2.087
(46)
2.683
(15)
3.000
(4)
2.083
(4)
1.556
(1)
UpperSorbian 📄Indo-European0.67
β = 0.495 (MAL)
1.00 (high)4.554
(59)
4.004
(235)
0.3123.528
(212)
0.7842.816
(101)
3.033
(36)
2.542
(8)
3.464
(4)
Urdu 📄Indo-European0.03
β = 0.142 (MAL)
0.60 (middle)5.698
(2176)
-0.0525.909
(3746)
0.2355.372
(2891)
0.4224.758
(1445)
-0.0544.816
(543)
0.3224.541
(137)
4.827
(38)
6.688
(4)
3.556
(4)
5.300
(2)
4.294
(1)
Uyghur 📄Turkic0.00
β = 0.022 (gray zone)
0.50 (middle)2.527
(2618)
-0.0092.543
(1960)
0.0162.527
(1278)
0.2732.336
(516)
-0.3512.527
(142)
2.385
(32)
2.686
(5)
Uzbek 📄Turkic0.00
β = 0.140 (MAL)
1.00 (high)2.781
(794)
0.1732.467
(670)
0.0172.450
(458)
0.2962.250
(148)
2.107
(43)
2.450
(10)
2.107
(4)
2.125
(1)
Veps 📄Uralic0.963.135
(4)
2.440
(47)
2.080
(45)
1.893
(14)
1.700
(6)
2.333
(1)
Vietnamese 📄Sino-Austronesian1.00
β = 0.014 (gray zone)
0.50 (middle)3.088
(544)
-0.0503.196
(1738)
-0.0143.214
(1536)
0.1403.086
(784)
0.1282.999
(287)
2.989
(61)
3.299
(11)
2.625
(2)
6.000
(2)
Warlpiri 📄Other0.161.000
(11)
1.111
(24)
1.198
(26)
1.000
(1)
Welsh 📄Indo-European0.99
β = 0.630 (MAL)
1.00 (high)9.969
(23)
6.256
(466)
0.6524.803
(650)
0.5954.048
(207)
3.805
(35)
2.955
(9)
4.000
(2)
WestArmenian 📄Indo-European0.40
β = -0.029 (gray zone)
0.50 (middle)3.609
(3172)
0.0023.604
(4504)
-0.0863.732
(2633)
0.0743.653
(788)
-0.2003.820
(172)
3.493
(23)
3.786
(6)
4.375
(1)
WestNahuatl 📄South-American0.95
β = 0.038 (gray zone)
1.00 (high)2.294
(293)
0.0562.207
(514)
0.0022.205
(227)
2.316
(62)
2.513
(16)
2.083
(2)
1.857
(1)
Wolof 📄Niger-Congo0.97
β = 0.059 (gray zone)
0.75 (high)4.061
(1017)
0.1033.782
(2070)
0.0273.740
(1369)
-0.0433.786
(478)
0.1813.636
(121)
3.958
(24)
4.048
(3)
1.500
(1)
3.556
(1)
Wu 📄Sino-Austronesian0.99
β = -0.003 (gray zone)
0.00 (low)1.629
(266)
-0.0021.631
(516)
-0.0051.634
(214)
1.431
(62)
1.325
(8)
1.000
(1)
Xavánte 📄South-American0.301.716
(61)
1.812
(90)
2.000
(66)
2.450
(15)
2.333
(6)
2.500
(3)
Xibe 📄Other0.00
β = -0.132 (Anti-MAL)
0.33 (low)3.641
(1011)
0.0503.518
(720)
-0.3204.006
(388)
-0.3194.390
(162)
5.297
(66)
5.566
(33)
6.637
(13)
8.000
(2)
5.556
(1)
Yakut 📄Turkic0.031.487
(78)
1.508
(129)
1.241
(47)
1.208
(6)
Yiddish 📄Indo-European0.96
β = 0.038 (gray zone)
0.67 (high)2.404
(197)
0.1102.227
(1139)
0.0382.193
(769)
-0.1942.319
(220)
2.722
(53)
2.444
(9)
1.000
(1)
Yoruba 📄Niger-Congo0.95
β = 0.341 (MAL)
0.50 (middle)3.650
(99)
3.896
(342)
-0.0834.030
(296)
1.0103.014
(128)
2.954
(34)
3.148
(9)
3.000
(3)
2.182
(1)
Yupik 📄Other0.53
β = -0.045 (gray zone)
0.00 (low)2.279
(107)
-0.0452.352
(124)
2.448
(31)
3.143
(7)
2.600
(1)
Zaar 📄Afroasiatic0.97
β = 0.006 (gray zone)
0.67 (high)2.440
(248)
0.0122.420
(407)
-0.0562.476
(264)
0.1232.390
(166)
2.541
(48)
2.188
(16)
2.857
(5)
1.875
(1)

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

-1.2 -0.8 -0.4 -0.1 0.3 0.7 1.1 Local Change Score Transition 1→2 (n=119) 2→3 (n=123) 3→4 (n=101) 4→5 (n=72) 5→6 (n=41)

Slope distribution summary

Category β(1→max) 1→2 2→3 3→4 4→5
β < -0.1 62 11 10 19 22
-0.1 ≤ β < 0 36 22 17 12 12
0 ≤ β ≤ 0.1 23 34 22 21 15
β > 0.1 10 52 74 49 23
Total 131 119 123 101 72

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