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Log-Log Regression

RMAL 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 ⇅RMAL β(1→max) ⇅RMAL 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) ⇅
Abaza 📄Caucasian0.101.771
(35)
1.375
(4)
Abkhaz 📄Caucasian0.011.932
(354)
1.500
(31)
2.000
(1)
Afrikaans 📄Indo-European0.16
β = 0.553 (MAL)
1.00 (high)9.697
(1786)
0.5726.523
(386)
0.5145.296
(107)
3.962
(20)
3.550
(4)
3.750
(2)
1.000
(1)
Akkadian 📄Afroasiatic0.051.609
(455)
3.068
(22)
3.556
(3)
Akuntsu 📄South-American0.061.195
(82)
1.200
(5)
Albanian 📄Indo-European0.93
β = 0.475 (MAL)
1.00 (high)5.212
(288)
0.4753.750
(130)
4.756
(26)
6.000
(1)
3.867
(3)
2.833
(1)
Amharic 📄Afroasiatic0.01
β = -0.004 (gray zone)
0.00 (low)1.033
(860)
-0.0041.035
(342)
1.174
(23)
1.469
(8)
1.600
(1)
AncientGreek 📄Indo-European0.56
β = 0.011 (gray zone)
0.50 (middle)3.532
(32325)
0.0243.474
(12977)
-0.0593.559
(3641)
0.2063.354
(907)
-0.2223.524
(202)
3.359
(52)
3.157
(10)
2.812
(2)
AncientHebrew 📄Afroasiatic0.87
β = 0.029 (gray zone)
0.67 (high)4.192
(6763)
0.1043.902
(5136)
-0.2104.249
(1959)
0.2953.903
(377)
3.922
(72)
4.864
(11)
4.143
(1)
Apurinã 📄South-American0.881.673
(113)
1.520
(25)
Arabic 📄Afroasiatic0.97
β = 0.096 (gray zone)
0.33 (low)10.805
(26558)
0.3578.439
(29052)
0.1707.878
(14129)
-0.0578.009
(5117)
-0.0928.176
(1431)
-0.1028.330
(368)
-0.5369.047
(103)
10.976
(36)
10.275
(19)
10.180
(5)
7.667
(6)
2.083
(1)
24.179
(2)
Arhuaco 📄South-American0.021.161
(304)
1.552
(29)
1.000
(2)
Armenian 📄Indo-European0.46
β = 0.152 (MAL)
1.00 (high)6.389
(8886)
0.1525.751
(837)
4.193
(45)
5.750
(6)
1.600
(1)
6.333
(1)
3.857
(1)
Assyrian 📄Afroasiatic0.803.467
(30)
1.312
(8)
1.500
(2)
Azerbaijani 📄Turkic0.003.545
(11)
Bambara 📄Niger-Congo0.00
β = -0.197 (Anti-MAL)
0.00 (low)5.163
(1319)
-0.1975.917
(192)
4.378
(15)
6.500
(1)
2.700
(2)
Basque 📄Other0.14
β = 0.112 (MAL)
1.00 (high)3.032
(5289)
0.1172.797
(1342)
0.1032.683
(268)
2.265
(51)
1.711
(9)
2.833
(1)
1.333
(3)
1.667
(1)
Bavarian 📄Indo-European0.50
β = 0.752 (MAL)
1.00 (high)5.912
(308)
0.8953.178
(230)
0.4592.639
(132)
2.589
(59)
1.933
(15)
2.611
(3)
1.143
(1)
Beja 📄Afroasiatic0.012.109
(303)
2.028
(18)
2.111
(3)
Belarusian 📄Indo-European0.87
β = 0.344 (MAL)
1.00 (high)4.869
(19391)
0.4333.607
(5495)
0.1633.376
(762)
3.122
(84)
2.909
(11)
4.833
(2)
1.857
(1)
Bengali 📄Indo-European0.091.455
(11)
1.500
(1)
Bhojpuri 📄Indo-European0.038.885
(87)
6.273
(11)
9.889
(3)
4.500
(1)
Borôro 📄South-American0.00
β = 0.097 (gray zone)
0.67 (high)1.968
(12383)
0.1211.809
(3824)
0.1291.717
(878)
-0.0481.741
(191)
1.565
(51)
1.589
(15)
1.464
(4)
Breton 📄Indo-European0.92
β = 0.200 (MAL)
1.00 (high)3.894
(471)
0.2003.390
(324)
3.165
(99)
3.400
(15)
Buglere 📄South-American0.011.907
(247)
1.964
(42)
2.095
(7)
Bulgarian 📄Indo-European0.96
β = 0.326 (MAL)
1.00 (high)5.320
(11036)
0.4163.988
(3241)
0.1443.761
(415)
3.293
(41)
1.933
(3)
3.333
(1)
Buryat 📄Other0.013.689
(119)
3.091
(11)
Cantonese 📄Sino-Austronesian0.97
β = 0.394 (MAL)
1.00 (high)4.297
(1217)
0.3943.271
(188)
3.145
(23)
6.167
(3)
3.800
(2)
CappadocianGreek 📄Indo-European0.93
β = 0.236 (MAL)
1.00 (high)3.472
(320)
0.2362.948
(124)
2.989
(30)
3.000
(2)
2.800
(1)
3.125
(1)
Catalan 📄Indo-European0.99
β = 0.363 (MAL)
1.00 (high)11.013
(24226)
0.5197.684
(11181)
0.1607.203
(2816)
0.2946.618
(567)
5.943
(94)
4.437
(21)
3.524
(6)
4.625
(2)
14.100
(1)
Cebuano 📄Sino-Austronesian1.002.667
(57)
2.234
(64)
2.126
(29)
1.938
(4)
1.600
(1)
CentralKurdish 📄Indo-European0.061.343
(35)
2.333
(3)
Chhintange 📄Sino-Austronesian0.041.261
(406)
1.190
(42)
1.111
(3)
Chinese 📄Sino-Austronesian0.99
β = 0.530 (MAL)
1.00 (high)4.671
(28356)
0.5303.235
(768)
2.686
(51)
1.917
(3)
2.950
(4)
1.429
(1)
Chukot 📄Other0.441.411
(355)
1.333
(69)
1.800
(10)
4.250
(1)
1.800
(1)
ClassArmenian 📄Indo-European0.66
β = 0.007 (gray zone)
0.33 (low)4.308
(6338)
-0.0704.523
(3323)
-0.0244.568
(890)
0.3214.165
(130)
5.324
(21)
4.417
(6)
6.643
(2)
5.250
(1)
ClassChinese 📄Sino-Austronesian1.00
β = 0.011 (gray zone)
1.00 (high)1.973
(64210)
0.0111.958
(4178)
2.032
(21)
Coptic 📄Afroasiatic1.00
β = -0.034 (gray zone)
0.67 (high)5.005
(3677)
-0.1285.467
(3648)
0.0195.426
(1614)
0.1565.188
(353)
4.906
(72)
5.564
(13)
5.357
(2)
Croatian 📄Indo-European0.90
β = 0.348 (MAL)
1.00 (high)6.649
(11610)
0.4015.034
(3453)
0.2404.568
(595)
4.311
(74)
3.778
(9)
Czech 📄Indo-European0.84
β = 0.417 (MAL)
1.00 (high)6.425
(212142)
0.5964.250
(80647)
0.3903.628
(19978)
0.2013.424
(3583)
0.1563.307
(505)
3.257
(76)
4.495
(13)
15.667
(3)
10.778
(2)
13.100
(2)
Danish 📄Indo-European0.98
β = 0.310 (MAL)
1.00 (high)5.784
(5058)
0.5114.058
(3127)
0.1213.865
(918)
0.0653.793
(196)
3.304
(46)
3.861
(6)
3.429
(2)
2.200
(1)
Dutch 📄Indo-European0.44
β = 0.487 (MAL)
1.00 (high)7.042
(15564)
0.6224.576
(7429)
0.4723.779
(3364)
0.3623.405
(1061)
0.1943.261
(251)
3.675
(42)
2.286
(2)
1.125
(1)
Egyptian 📄Afroasiatic1.00
β = -0.203 (Anti-MAL)
0.33 (low)2.263
(1086)
-0.3142.814
(1941)
0.0162.796
(720)
-0.3123.058
(263)
3.211
(35)
3.093
(9)
2.429
(2)
English 📄Indo-European0.99
β = 0.186 (MAL)
0.33 (low)5.179
(72090)
0.4493.794
(28439)
-0.1003.951
(4557)
-0.0534.011
(546)
3.963
(70)
4.310
(7)
4.500
(4)
4.259
(3)
Erzya 📄Uralic0.61
β = 0.269 (MAL)
1.00 (high)2.467
(1559)
0.2692.048
(472)
2.090
(67)
3.094
(8)
1.750
(2)
Esperanto 📄Indo-European0.9011.042
(166)
6.156
(80)
5.375
(8)
3.875
(2)
9.200
(1)
Estonian 📄Uralic0.67
β = 0.448 (MAL)
1.00 (high)4.964
(23698)
0.6643.134
(13422)
0.4192.644
(4346)
0.2172.484
(882)
0.0562.453
(152)
2.192
(20)
1.571
(3)
Faroese 📄Indo-European0.95
β = 0.020 (gray zone)
0.67 (high)3.864
(2550)
0.0743.671
(1713)
0.0053.663
(606)
-0.1253.797
(139)
3.415
(39)
2.125
(4)
4.143
(3)
Finnish 📄Uralic0.75
β = 0.384 (MAL)
1.00 (high)3.858
(27331)
0.4962.734
(12985)
0.3042.417
(2938)
0.1932.287
(488)
1.969
(77)
1.833
(8)
1.771
(5)
1.444
(1)
French 📄Indo-European1.00
β = 0.316 (MAL)
1.00 (high)8.262
(29852)
0.4805.924
(13177)
0.1815.506
(3014)
0.0755.388
(469)
5.041
(58)
4.625
(8)
FrisianDutch 📄Indo-European0.404.067
(119)
2.442
(78)
2.505
(33)
1.472
(9)
2.160
(5)
Gaelic 📄Indo-European1.00
β = 0.236 (MAL)
0.67 (high)4.779
(1966)
-0.0384.908
(4277)
0.5913.863
(1749)
0.3693.474
(493)
3.268
(88)
3.231
(18)
3.714
(5)
Galician 📄Indo-European0.99
β = 0.504 (MAL)
1.00 (high)11.060
(8635)
0.5127.754
(3914)
0.4676.415
(1004)
0.5585.465
(219)
4.693
(56)
4.333
(8)
3.536
(4)
Gbaya 📄Niger-Congo0.99
β = 0.172 (MAL)
1.00 (high)1.776
(259)
0.1721.576
(125)
1.588
(55)
1.375
(10)
1.000
(1)
Georgian 📄Caucasian0.49
β = 0.437 (MAL)
1.00 (high)6.355
(3305)
0.4434.676
(837)
0.4263.933
(150)
3.828
(29)
3.467
(12)
3.111
(3)
2.714
(2)
3.500
(1)
German 📄Indo-European0.37
β = 0.535 (MAL)
1.00 (high)7.816
(59691)
0.7394.683
(45413)
0.5183.795
(27164)
0.3813.401
(9528)
0.3933.115
(2308)
0.2162.995
(426)
3.141
(71)
2.667
(15)
5.667
(1)
2.300
(1)
2.455
(1)
Gheg 📄Indo-European0.95
β = 0.313 (MAL)
1.00 (high)3.731
(1479)
0.3133.002
(431)
3.208
(53)
3.156
(8)
Gothic 📄Indo-European0.68
β = -0.123 (Anti-MAL)
0.33 (low)3.332
(5318)
0.0653.184
(2252)
-0.2423.512
(551)
-0.4764.028
(106)
3.671
(17)
1.833
(3)
Greek 📄Indo-European0.97
β = 0.322 (MAL)
1.00 (high)7.332
(6752)
0.3955.577
(2686)
0.1745.196
(564)
5.291
(61)
5.300
(8)
Guajajára 📄South-American0.77
β = 0.175 (MAL)
1.00 (high)1.671
(435)
0.1881.467
(270)
0.1481.381
(132)
1.441
(17)
1.400
(2)
Guarani 📄South-American0.671.385
(13)
1.400
(5)
Gujarati 📄Indo-European0.036.048
(21)
3.500
(1)
Gwichʼin 📄Other0.001.417
(12)
Haitian 📄Indo-European0.99
β = 0.299 (MAL)
1.00 (high)6.066
(6335)
0.3754.677
(2680)
0.1434.414
(365)
3.981
(66)
3.743
(7)
Hausa 📄Afroasiatic1.00
β = 0.073 (gray zone)
1.00 (high)2.500
(2662)
0.0732.377
(702)
2.220
(97)
3.071
(7)
Hebrew 📄Afroasiatic0.98
β = 0.319 (MAL)
1.00 (high)8.523
(17757)
0.4486.248
(9211)
0.2475.653
(1837)
0.0535.567
(275)
5.667
(24)
6.444
(3)
5.750
(1)
HighlandNahuatl 📄South-American0.87
β = 0.427 (MAL)
1.00 (high)3.078
(873)
0.4272.290
(138)
2.071
(14)
Hindi 📄Indo-European0.04
β = 1.031 (MAL)
1.00 (high)15.077
(6182)
1.0317.379
(136)
6.870
(18)
5.312
(4)
5.000
(2)
Hittite 📄Indo-European0.002.857
(7)
1.500
(3)
Hungarian 📄Uralic0.52
β = 0.242 (MAL)
1.00 (high)5.998
(1860)
0.2984.880
(560)
0.1284.633
(139)
4.365
(26)
3.300
(6)
6.083
(2)
Icelandic 📄Indo-European0.91
β = 0.215 (MAL)
0.60 (middle)5.401
(57841)
0.4543.942
(43080)
0.2053.627
(19740)
-0.0143.642
(6234)
0.0863.572
(1595)
-0.1213.652
(410)
3.783
(95)
4.233
(30)
2.896
(16)
6.667
(3)
3.939
(3)
2.806
(3)
2.385
(1)
Indonesian 📄Sino-Austronesian1.00
β = 0.314 (MAL)
1.00 (high)6.809
(11481)
0.3725.260
(3408)
0.1954.859
(659)
4.656
(85)
5.400
(12)
3.667
(2)
1.857
(1)
Irish 📄Indo-European1.00
β = 0.149 (MAL)
0.75 (high)5.202
(2675)
0.3394.113
(4274)
0.0264.069
(2978)
-0.0314.106
(1182)
0.0834.031
(341)
4.037
(72)
4.016
(27)
4.542
(3)
2.889
(1)
22.800
(1)
3.917
(1)
Italian 📄Indo-European0.96
β = 0.221 (MAL)
1.00 (high)7.813
(51530)
0.4005.920
(21501)
0.0825.726
(4529)
0.0515.643
(785)
0.2445.345
(119)
6.981
(18)
3.881
(6)
7.375
(1)
Japanese 📄Other0.001.033
(1717)
1.000
(35)
1.000
(10)
Javanese 📄Sino-Austronesian0.97
β = 0.215 (MAL)
1.00 (high)4.618
(1266)
0.2153.979
(315)
3.594
(46)
3.611
(9)
3.667
(1)
Kaapor 📄South-American0.121.333
(18)
1.250
(6)
1.000
(1)
Kangri 📄Indo-European0.033.526
(19)
3.250
(2)
Karelian 📄Uralic0.872.954
(196)
2.461
(90)
2.087
(23)
2.964
(7)
2.000
(2)
2.286
(1)
Karo 📄South-American0.031.415
(123)
1.308
(26)
Kazakh 📄Turkic0.002.286
(28)
Khoekhoe 📄Other0.03
β = -0.371 (Anti-MAL)
0.00 (low)2.438
(950)
-0.3713.153
(190)
2.528
(24)
Khunsari 📄Indo-European0.004.667
(6)
Kiche 📄South-American0.97
β = 0.209 (MAL)
1.00 (high)2.725
(811)
0.2092.357
(301)
2.039
(51)
2.417
(3)
Komi 📄Uralic0.59
β = 0.201 (MAL)
1.00 (high)3.037
(673)
0.2012.642
(180)
2.390
(35)
1.562
(4)
Komi-Permyak 📄Uralic0.682.402
(97)
1.611
(18)
1.333
(2)
Korean 📄Other0.00
β = -0.055 (gray zone)
0.00 (low)1.413
(7146)
-0.0551.468
(345)
1.095
(7)
1.500
(1)
Kurmanji 📄Indo-European0.054.185
(270)
4.181
(36)
3.000
(1)
Kyrgyz 📄Turkic0.001.192
(120)
1.000
(2)
1.333
(1)
Latgalian 📄Indo-European1.002.500
(20)
2.100
(5)
Latin 📄Indo-European0.47
β = -0.101 (Anti-MAL)
0.33 (low)4.828
(52048)
0.0984.510
(17509)
-0.0484.599
(4674)
-0.6415.529
(1526)
-0.0585.602
(358)
0.9454.715
(313)
-1.7176.144
(102)
4.625
(18)
7.000
(3)
5.100
(2)
3.727
(1)
6.708
(2)
2.154
(2)
6.929
(1)
15.316
(1)
11.250
(1)
1.909
(1)
Latvian 📄Indo-European0.80
β = 0.296 (MAL)
1.00 (high)5.244
(29876)
0.3484.121
(5799)
0.1903.817
(605)
3.966
(52)
3.720
(5)
3.167
(1)
3.000
(1)
Ligurian 📄Indo-European0.99
β = 0.552 (MAL)
1.00 (high)6.424
(415)
0.5524.382
(165)
4.614
(38)
4.417
(3)
3.600
(1)
Lithuanian 📄Indo-European0.82
β = 0.376 (MAL)
1.00 (high)6.351
(6365)
0.3764.894
(927)
4.495
(99)
3.806
(9)
5.400
(4)
Livvi 📄Uralic0.692.809
(110)
2.630
(50)
3.111
(6)
1.500
(3)
LowSaxon 📄Indo-European0.45
β = 0.513 (MAL)
1.00 (high)5.176
(621)
0.4863.695
(423)
0.5682.935
(292)
2.372
(98)
2.091
(33)
3.333
(4)
2.286
(1)
Luxembourgish 📄Indo-European0.204.800
(5)
1.667
(3)
Macedonian 📄Indo-European1.002.599
(137)
2.069
(36)
1.167
(2)
Madi 📄South-American0.002.200
(5)
Maghrebi 📄Afroasiatic0.98
β = 0.165 (MAL)
1.00 (high)3.022
(2142)
0.1652.694
(684)
2.588
(85)
3.875
(2)
Makuráp 📄South-American0.001.312
(16)
Malayalam 📄Dravidian0.011.056
(18)
Maltese 📄Afroasiatic0.97
β = 0.409 (MAL)
1.00 (high)8.168
(4156)
0.5985.395
(1050)
0.0235.345
(145)
4.214
(7)
4.933
(3)
4.667
(1)
Manx 📄Indo-European1.00
β = 0.388 (MAL)
1.00 (high)3.373
(241)
0.3932.570
(1753)
0.3792.203
(646)
2.886
(77)
3.000
(5)
2.333
(2)
Marathi 📄Indo-European0.013.385
(26)
1.600
(5)
3.333
(1)
MbyáGuaraní 📄South-American0.512.468
(678)
2.369
(88)
2.556
(12)
3.500
(3)
MiddleFrench 📄Indo-European0.96
β = 0.153 (MAL)
0.67 (high)6.794
(5850)
0.2315.790
(2507)
0.1875.368
(756)
-0.1725.640
(195)
6.038
(42)
5.694
(6)
5.683
(9)
8.375
(1)
13.704
(3)
4.867
(3)
Moksha 📄Uralic0.762.294
(402)
1.979
(94)
1.963
(9)
Mundurukú 📄South-American0.082.016
(64)
1.531
(16)
2.458
(8)
1.750
(1)
Naija 📄Indo-European1.00
β = 0.133 (MAL)
1.00 (high)3.678
(9258)
0.1463.324
(3105)
0.1073.183
(409)
4.331
(31)
4.400
(2)
1.833
(2)
Nayini 📄Indo-European0.006.500
(4)
Neapolitan 📄Indo-European1.003.167
(18)
3.000
(4)
Nenets 📄Uralic0.014.000
(6)
1.000
(1)
Nhengatu 📄South-American0.97
β = 0.100 (gray zone)
1.00 (high)2.681
(2089)
0.0652.563
(1085)
0.1712.392
(211)
2.240
(24)
2.267
(3)
NorthSami 📄Uralic0.88
β = 0.191 (MAL)
0.50 (middle)2.582
(1984)
0.3402.039
(1028)
-0.1122.135
(270)
1.973
(64)
1.650
(24)
1.738
(7)
1.786
(2)
Norwegian 📄Indo-European0.99
β = 0.393 (MAL)
1.00 (high)5.701
(30858)
0.5423.914
(19579)
0.3313.422
(5824)
0.2373.197
(1037)
0.2583.018
(135)
3.967
(10)
Occitan 📄Indo-European1.00
β = 0.334 (MAL)
1.00 (high)5.652
(1702)
0.2784.662
(616)
0.4493.885
(157)
4.062
(24)
3.000
(1)
OldChurchSlavonic 📄Indo-European0.67
β = -0.084 (gray zone)
0.33 (low)2.572
(17076)
0.0372.506
(8524)
-0.2032.721
(2046)
-0.2242.902
(341)
3.296
(56)
3.750
(4)
4.286
(1)
3.500
(2)
4.154
(1)
OldEastSlavic 📄Indo-European0.55
β = -0.161 (Anti-MAL)
0.20 (low)3.787
(25523)
0.1993.298
(14184)
-0.0633.383
(4810)
-0.4773.881
(1258)
-0.7174.554
(367)
-0.5355.021
(112)
6.042
(37)
5.713
(17)
6.426
(6)
7.295
(4)
8.167
(1)
4.600
(1)
1.857
(1)
OldEnglish 📄Indo-European0.783.062
(16)
1.667
(3)
OldFrench 📄Indo-European0.71
β = 0.147 (MAL)
0.75 (high)4.828
(16340)
0.2604.031
(6054)
0.0403.966
(1767)
0.1813.766
(448)
-0.0793.832
(130)
3.590
(24)
4.643
(8)
2.250
(1)
4.667
(1)
5.800
(1)
OldIrish 📄Indo-European1.003.909
(44)
3.150
(20)
3.458
(8)
OldProvençal 📄Indo-European0.82
β = -0.007 (gray zone)
0.67 (high)7.084
(2391)
0.0786.713
(1086)
-0.1697.189
(391)
0.0647.059
(106)
9.925
(24)
7.509
(18)
5.286
(1)
Oriya 📄Indo-European0.022.900
(10)
OttomanTurkish 📄Turkic0.035.419
(222)
3.217
(23)
4.333
(3)
4.000
(2)
1.400
(1)
Pashto 📄Indo-European0.0010.362
(69)
2.167
(3)
Paumarí 📄South-American0.612.122
(41)
2.000
(6)
Persian 📄Indo-European0.00
β = 0.684 (MAL)
1.00 (high)12.061
(12996)
0.6847.506
(416)
6.907
(54)
5.875
(8)
Pesh 📄Other0.092.635
(211)
2.667
(33)
2.542
(8)
3.500
(1)
Phrygian 📄Indo-European0.152.147
(75)
1.667
(6)
Polish 📄Indo-European0.85
β = 0.258 (MAL)
0.67 (high)4.443
(34003)
0.5083.125
(18011)
0.0383.077
(3597)
-0.0793.147
(399)
3.206
(33)
4.533
(5)
3.571
(2)
2.250
(1)
1.556
(2)
Pomak 📄Indo-European0.93
β = 0.190 (MAL)
1.00 (high)3.947
(2927)
0.2573.302
(1169)
0.0533.232
(253)
2.857
(49)
3.625
(16)
4.000
(4)
Portuguese 📄Indo-European0.99
β = 0.166 (MAL)
0.50 (middle)7.426
(79334)
0.3415.864
(29967)
0.1185.589
(5879)
-0.0085.602
(807)
-0.0965.723
(112)
5.569
(17)
5.000
(7)
5.062
(2)
Romanian 📄Indo-European0.89
β = 0.210 (MAL)
0.75 (high)5.999
(52375)
0.3754.626
(25454)
0.1704.317
(7206)
-0.0154.336
(1521)
0.0794.260
(310)
4.638
(47)
3.750
(8)
6.042
(6)
5.519
(3)
Russian 📄Indo-European0.86
β = 0.319 (MAL)
1.00 (high)5.125
(237241)
0.4933.643
(66992)
0.1553.421
(8787)
0.1063.319
(914)
4.109
(92)
3.892
(20)
4.952
(6)
4.781
(4)
2.800
(4)
2.545
(1)
3.667
(1)
5.375
(1)
2.111
(1)
3.000
(1)
Sanskrit 📄Indo-European0.15
β = 0.425 (MAL)
0.67 (high)3.853
(7980)
0.5192.688
(1751)
0.5862.120
(457)
-0.2262.262
(106)
2.176
(17)
2.067
(5)
1.714
(1)
Serbian 📄Indo-European0.95
β = 0.372 (MAL)
1.00 (high)7.023
(5594)
0.4785.041
(1893)
0.1554.735
(363)
4.240
(48)
4.275
(8)
Sicilian 📄Indo-European0.99
β = 0.362 (MAL)
1.00 (high)5.351
(930)
0.3624.164
(271)
4.183
(40)
3.375
(4)
Sindhi 📄Indo-European0.03
β = 0.841 (MAL)
1.00 (high)12.050
(1827)
0.8416.725
(120)
5.389
(12)
7.750
(2)
Sinhalese 📄Indo-European0.001.000
(1)
SkoltSami 📄Uralic0.352.766
(171)
1.686
(35)
1.222
(6)
1.500
(1)
Slovak 📄Indo-European0.85
β = 0.344 (MAL)
1.00 (high)3.632
(8192)
0.3912.770
(2435)
0.2472.506
(431)
2.429
(39)
3.733
(3)
Slovenian 📄Indo-European0.79
β = 0.416 (MAL)
1.00 (high)5.637
(20720)
0.3864.314
(5263)
0.3663.719
(985)
0.6173.114
(224)
3.611
(55)
3.433
(10)
3.086
(5)
3.188
(2)
3.511
(5)
Soi 📄Indo-European0.006.000
(1)
SouthernKurdish 📄Indo-European0.032.644
(101)
2.250
(10)
SouthLevantineArabic 📄Afroasiatic0.922.750
(52)
2.618
(34)
1.889
(12)
2.200
(1)
Spanish 📄Indo-European0.99
β = 0.257 (MAL)
0.75 (high)9.304
(50227)
0.4386.869
(23426)
0.1566.448
(5749)
0.3135.893
(938)
-0.3416.358
(125)
6.076
(22)
5.671
(10)
2.000
(1)
3.250
(1)
1.429
(1)
SpanishSign 📄Indo-European0.491.524
(105)
1.688
(16)
1.000
(1)
Swedish 📄Indo-European0.98
β = 0.349 (MAL)
1.00 (high)5.299
(12207)
0.4623.847
(7633)
0.2493.477
(2324)
0.1963.287
(512)
3.486
(79)
3.806
(12)
7.000
(2)
6.000
(1)
SwedishSign 📄Indo-European0.901.904
(136)
2.141
(46)
1.979
(16)
1.500
(1)
1.200
(1)
1.667
(1)
SwissGerman 📄Indo-European0.22
β = 1.009 (MAL)
1.00 (high)9.040
(520)
1.0094.494
(154)
3.147
(93)
3.819
(18)
5.457
(7)
2.833
(1)
4.429
(1)
Tagalog 📄Sino-Austronesian1.003.143
(70)
2.416
(77)
2.381
(28)
2.295
(11)
1.000
(2)
Tamil 📄Dravidian0.001.111
(81)
1.000
(2)
Tangkhul 📄Sino-Austronesian0.011.617
(47)
2.222
(9)
5.667
(1)
1.750
(1)
Tatar 📄Turkic0.005.600
(10)
2.000
(3)
Teko 📄South-American0.421.359
(251)
1.167
(42)
1.444
(3)
Telugu 📄Dravidian0.011.320
(25)
TeluguEnglish 📄Dravidian0.041.000
(4)
1.000
(2)
Thai 📄Sino-Austronesian0.99
β = 0.296 (MAL)
1.00 (high)6.412
(10722)
0.3425.060
(3506)
0.2144.640
(874)
0.3234.228
(161)
5.621
(28)
2.417
(2)
Tswana 📄Niger-Congo1.003.571
(21)
2.375
(4)
Tupinambá 📄South-American0.312.112
(178)
2.047
(86)
1.784
(34)
1.700
(10)
1.920
(5)
1.857
(1)
Turkish 📄Turkic0.02
β = -0.057 (gray zone)
0.00 (low)1.844
(4251)
-0.0571.918
(276)
1.820
(37)
2.375
(4)
TurkishEnglish 📄Turkic0.422.529
(17)
4.500
(3)
TurkishGerman 📄Turkic0.26
β = 0.403 (MAL)
1.00 (high)3.871
(1151)
0.3213.097
(457)
0.6972.335
(246)
0.0372.310
(104)
2.061
(46)
1.625
(8)
3.393
(4)
1.125
(1)
Ukrainian 📄Indo-European0.87
β = 0.316 (MAL)
1.00 (high)6.091
(14606)
0.4534.450
(4244)
0.0384.383
(676)
5.134
(73)
4.322
(18)
5.833
(1)
Umbrian 📄Indo-European0.023.283
(53)
3.429
(14)
2.000
(1)
UpperSorbian 📄Indo-European0.67
β = 0.717 (MAL)
1.00 (high)6.480
(304)
0.7173.943
(167)
3.608
(57)
3.222
(9)
2.600
(4)
4.333
(1)
Urdu 📄Indo-European0.03
β = 0.759 (MAL)
1.00 (high)17.507
(2267)
0.75910.346
(162)
7.179
(28)
4.643
(7)
Uyghur 📄Turkic0.001.595
(131)
1.851
(57)
1.963
(9)
3.500
(2)
1.200
(1)
Uzbek 📄Turkic0.001.353
(51)
1.706
(17)
1.667
(3)
1.750
(2)
Veps 📄Uralic0.963.447
(114)
2.133
(45)
2.667
(2)
1.625
(2)
2.600
(1)
Vietnamese 📄Sino-Austronesian1.00
β = 0.239 (MAL)
1.00 (high)4.244
(5808)
0.3443.344
(1705)
0.0253.311
(256)
2.941
(17)
6.400
(2)
Warlpiri 📄Other0.161.762
(21)
1.250
(6)
1.333
(1)
Welsh 📄Indo-European0.99
β = 0.705 (MAL)
1.00 (high)9.783
(1153)
0.6466.251
(1512)
0.8244.476
(316)
4.121
(60)
3.111
(9)
2.667
(2)
WestArmenian 📄Indo-European0.40
β = 0.171 (MAL)
1.00 (high)5.988
(7027)
0.1715.319
(1069)
4.771
(86)
4.312
(4)
4.333
(3)
WestNahuatl 📄South-American0.95
β = -0.134 (Anti-MAL)
0.00 (low)3.064
(922)
-0.1343.362
(138)
3.310
(14)
3.562
(4)
Wolof 📄Niger-Congo0.97
β = 0.219 (MAL)
0.50 (middle)6.241
(4272)
0.3434.921
(1111)
-0.0344.990
(168)
3.607
(21)
5.400
(1)
Wu 📄Sino-Austronesian0.991.889
(902)
1.965
(57)
2.133
(5)
Xavánte 📄South-American0.302.955
(88)
2.812
(32)
2.000
(1)
2.000
(1)
Xibe 📄Other0.003.000
(23)
1.000
(1)
Yakut 📄Turkic0.032.429
(7)
Yiddish 📄Indo-European0.96
β = 0.286 (MAL)
1.00 (high)3.447
(1598)
0.2842.832
(595)
0.2922.516
(106)
2.641
(16)
2.600
(2)
1.000
(1)
Yoruba 📄Niger-Congo0.95
β = 0.495 (MAL)
1.00 (high)7.231
(563)
0.4955.132
(254)
4.085
(43)
3.781
(8)
2.700
(2)
Yupik 📄Other0.532.841
(151)
2.853
(34)
2.556
(3)
Zaar 📄Afroasiatic0.97
β = 0.353 (MAL)
1.00 (high)2.766
(1515)
0.2682.296
(748)
0.5251.856
(199)
1.897
(34)
2.333
(6)

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

-0.8 -0.5 -0.2 0.2 0.5 0.8 1.1 Local Change Score Transition 1→2 (n=103) 2→3 (n=70) 3→4 (n=41) 4→5 (n=16) 5→6 (n=5)

Slope distribution summary

Category β(1→max) 1→2 2→3 3→4 4→5
β < -0.1 81 5 6 8 3
-0.1 ≤ β < 0 9 5 5 8 4
0 ≤ β ≤ 0.1 6 9 11 6 4
β > 0.1 7 84 48 19 5
Total 103 103 70 41 16

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