diff --git a/README.md b/README.md new file mode 100644 index 0000000000000000000000000000000000000000..128b33a890cf60b55120d24dd7c6eaeb9877582e --- /dev/null +++ b/README.md @@ -0,0 +1,304 @@ +--- +library_name: pytorch +pipeline_tag: text-classification +tags: +- language-identification +datasets: +- baobabtech/millid-dataset +--- + +# MillID tiny: MultiLingual Language IDentifier + +A byte-level, encoder-only transformer that names the language of a passage: **1641 language-script +labels** (ISO 639-3 + script, e.g. `eng_Latn`, `amh_Ethi`). 2.9M parameters, trained from +scratch on [baobabtech/millid-dataset](https://huggingface.co/datasets/baobabtech/millid-dataset). + +```python +from millid import MillID # millid.py, in this repository + +model = MillID.from_pretrained("baobabtech/millid-tiny-v1.5") +model.predict(["Lave men ou ak savon anvan ou manje."], k=3) +``` + +## Architecture + +UTF-8 bytes (after Unicode NFKC), each embedded as byte + Unicode script + byte-in-character + hashed character +2-, 3- and 4-grams (4,096 buckets) -> depthwise convolution stem (kernel 5) -> strided +convolution, 1 bytes per token -> 3 pre-norm blocks (RMSNorm, attention with RoPE, +3 heads, SwiGLU; d=192) -> masked mean pooling -> language head, each language's vector the sum of +its own, its language's and its script's. Up to 256 bytes per passage. See `ARCHITECTURE.md`. + +## Evaluation against GlotLID and fastText + +`validation` chose the checkpoint; `test` is split by document from training; `udhr` is the Universal Declaration +of Human Rights, labelled by its translators, over the languages MillID knows, and `udhr-all` over all of them. +`glotlid` is [GlotLID](https://huggingface.co/cis-lmu/glotlid) as it is; `glotlid@millid` is GlotLID restricted to +MillID's labels, the like-for-like comparison. GlotLID's own labels came from training on data that includes UDHR +and labelled FinePDFs and FineWeb-2, so its scores on `udhr` and on those sources are optimistic. `fasttext` is +Meta's [fastText language identifier](https://huggingface.co/facebook/fasttext-language-identification) (NLLB, +218 labels), its answers mapped onto MillID's spelling (Simplified and Traditional Han as `Hani`, `pes`/`prs` as +`fas`, `est` as `ekk`). It cannot answer most of the 1,600 languages here, so `test-common` and `udhr-common` +score every model on the passages whose language all of them know: the head-to-head on equal terms. + +| Set | Model | Top-1 | Top-3 | Top-5 | Macro P | Macro R | Macro F1 | Median F1 | Languages | +|---|---|---|---|---|---|---|---|---|---| +| validation | millid | 0.9578 | 0.9889 | 0.9933 | 0.9539 | 0.9591 | 0.9551 | 0.9822 | 1626 | +| test | millid | 0.9587 | 0.9890 | 0.9932 | 0.9550 | 0.9588 | 0.9554 | 0.9825 | 1621 | +| test | glotlid | 0.9776 | 0.9977 | 0.9984 | 0.9783 | 0.9752 | 0.9748 | 1.0000 | 1621 | +| test | glotlid@millid | 0.9783 | 0.9978 | 0.9985 | 0.9778 | 0.9765 | 0.9755 | 1.0000 | 1621 | +| test | fasttext | 0.2511 | 0.2610 | 0.2625 | 0.0520 | 0.1205 | 0.0657 | 0.0000 | 1621 | +| test | fasttext@millid | 0.2515 | 0.2611 | 0.2625 | 0.0521 | 0.1209 | 0.0659 | 0.0000 | 1621 | +| test-common | millid | 0.9396 | 0.9857 | 0.9909 | 0.9709 | 0.9353 | 0.9513 | 0.9726 | 213 | +| test-common | glotlid | 0.9738 | 0.9925 | 0.9946 | 0.9924 | 0.9771 | 0.9835 | 0.9983 | 213 | +| test-common | glotlid@millid | 0.9749 | 0.9927 | 0.9948 | 0.9923 | 0.9790 | 0.9846 | 0.9983 | 213 | +| test-common | fasttext | 0.9339 | 0.9707 | 0.9762 | 0.9357 | 0.9169 | 0.9149 | 0.9680 | 213 | +| test-common | fasttext@millid | 0.9352 | 0.9710 | 0.9763 | 0.9354 | 0.9201 | 0.9173 | 0.9680 | 213 | +| udhr | millid | 0.8492 | 0.9117 | 0.9257 | 0.9148 | 0.8736 | 0.8764 | 0.9907 | 358 | +| udhr | glotlid | 0.8598 | 0.9280 | 0.9421 | 0.9261 | 0.8826 | 0.8865 | 0.9915 | 358 | +| udhr | glotlid@millid | 0.8614 | 0.9294 | 0.9433 | 0.9258 | 0.8844 | 0.8873 | 0.9915 | 358 | +| udhr | fasttext | 0.4625 | 0.4857 | 0.4903 | 0.3152 | 0.4479 | 0.3497 | 0.0000 | 358 | +| udhr | fasttext@millid | 0.4629 | 0.4857 | 0.4904 | 0.3152 | 0.4483 | 0.3499 | 0.0000 | 358 | +| udhr-common | millid | 0.9123 | 0.9606 | 0.9655 | 0.9794 | 0.9393 | 0.9513 | 1.0000 | 170 | +| udhr-common | glotlid | 0.9336 | 0.9678 | 0.9732 | 0.9888 | 0.9576 | 0.9657 | 1.0000 | 170 | +| udhr-common | glotlid@millid | 0.9338 | 0.9683 | 0.9736 | 0.9888 | 0.9579 | 0.9659 | 1.0000 | 170 | +| udhr-common | fasttext | 0.9187 | 0.9647 | 0.9741 | 0.9474 | 0.9431 | 0.9323 | 1.0000 | 170 | +| udhr-common | fasttext@millid | 0.9195 | 0.9647 | 0.9742 | 0.9474 | 0.9441 | 0.9329 | 1.0000 | 170 | +| udhr-all | millid | 0.7274 | 0.7809 | 0.7928 | 0.7340 | 0.7290 | 0.7149 | 0.9649 | 429 | +| udhr-all | glotlid | 0.7502 | 0.8145 | 0.8282 | 0.7695 | 0.7529 | 0.7454 | 0.9796 | 429 | +| udhr-all | glotlid@millid | 0.7378 | 0.7960 | 0.8079 | 0.7425 | 0.7381 | 0.7245 | 0.9748 | 429 | +| udhr-all | fasttext | 0.3961 | 0.4160 | 0.4200 | 0.2479 | 0.3737 | 0.2795 | 0.0000 | 429 | +| udhr-all | fasttext@millid | 0.3964 | 0.4160 | 0.4200 | 0.2479 | 0.3741 | 0.2797 | 0.0000 | 429 | + +Top-1 accuracy by passage length: + +| Set | Model | short | sentence | paragraph | +|---|---|---|---|---| +| validation | millid | 0.9312 | 0.9788 | 0.9850 | +| test | millid | 0.9333 | 0.9797 | 0.9833 | +| test | glotlid | 0.9664 | 0.9853 | 0.9911 | +| test | glotlid@millid | 0.9674 | 0.9858 | 0.9912 | +| test | fasttext | 0.2760 | 0.2501 | 0.1958 | +| test | fasttext@millid | 0.2764 | 0.2506 | 0.1959 | +| test-common | millid | 0.9125 | 0.9685 | 0.9725 | +| test-common | glotlid | 0.9594 | 0.9876 | 0.9947 | +| test-common | glotlid@millid | 0.9609 | 0.9885 | 0.9949 | +| test-common | fasttext | 0.9112 | 0.9562 | 0.9651 | +| test-common | fasttext@millid | 0.9125 | 0.9581 | 0.9655 | + +### Leaderboard: test + +MillID's F1 against the others', language by language: against GlotLID restricted to MillID's labels, MillID is better on **103** languages, worse on **869** and within 0.01 on 649; against fastText restricted to MillID's labels, MillID is better on **1616** languages, worse on **0** and within 0.01 on 5. The full table, with precision and recall, is +`reports/test/leaderboard.csv`. + +The 20 languages with the most passages: + +| Label | Language | Passages | MillID F1 | GlotLID F1 | GlotLID F1, restricted | fastText F1 | fastText F1, restricted | +|---|---|---|---|---|---|---|---| +| `fra_Latn` | French | 1652 | 0.929 | 0.928 | 0.928 | 0.808 | 0.808 | +| `eng_Latn` | English | 1444 | 0.917 | 0.858 | 0.859 | 0.653 | 0.648 | +| `spa_Latn` | Spanish | 1136 | 0.931 | 0.950 | 0.950 | 0.574 | 0.574 | +| `tam_Taml` | Tamil | 754 | 0.997 | 0.993 | 0.993 | 0.965 | 0.965 | +| `arb_Arab` | Arabic (Modern Standard) | 745 | 0.814 | 0.785 | 0.785 | 0.513 | 0.512 | +| `por_Latn` | Portuguese | 657 | 0.947 | 0.947 | 0.949 | 0.756 | 0.755 | +| `kan_Knda` | Kannada | 601 | 0.969 | 0.993 | 0.993 | 0.922 | 0.922 | +| `zul_Latn` | Zulu | 594 | 0.846 | 0.896 | 0.896 | 0.539 | 0.539 | +| `swh_Latn` | Swahili | 592 | 0.848 | 0.918 | 0.916 | 0.346 | 0.346 | +| `mar_Deva` | Marathi | 589 | 0.965 | 0.989 | 0.990 | 0.926 | 0.926 | +| `tso_Latn` | Tsonga | 581 | 0.965 | 0.956 | 0.956 | 0.426 | 0.426 | +| `hun_Latn` | Hungarian | 576 | 0.987 | 0.999 | 0.999 | 0.232 | 0.232 | +| `afr_Latn` | Afrikaans | 569 | 0.967 | 0.985 | 0.985 | 0.861 | 0.860 | +| `tel_Telu` | Telugu | 555 | 0.991 | 0.994 | 0.994 | 0.951 | 0.951 | +| `rus_Cyrl` | Russian | 528 | 0.932 | 0.949 | 0.949 | 0.462 | 0.462 | +| `nbl_Latn` | South Ndebele | 528 | 0.903 | 0.948 | 0.949 | 0.000 | 0.000 | +| `ory_Orya` | Odia (individual language) | 511 | 0.988 | 0.991 | 0.994 | 0.976 | 0.976 | +| `sot_Latn` | Southern Sotho | 491 | 0.966 | 0.977 | 0.978 | 0.660 | 0.660 | +| `nso_Latn` | Northern Sotho | 479 | 0.956 | 0.968 | 0.968 | 0.915 | 0.914 | +| `kua_Latn` | Kuanyama | 476 | 0.962 | 0.986 | 0.986 | 0.000 | 0.000 | + +Where MillID gains most over GlotLID: + +| Label | Language | Passages | MillID F1 | GlotLID F1 | GlotLID F1, restricted | fastText F1 | fastText F1, restricted | +|---|---|---|---|---|---|---|---| +| `lbj_Tibt` | Ladakhi | 66 | 0.943 | 0.000 | 0.000 | 0.000 | 0.000 | +| `ain_Latn` | Ainu | 1 | 0.667 | 0.000 | 0.000 | 0.000 | 0.000 | +| `ajp_Arab` | South Levantine Arabic | 28 | 0.945 | 0.581 | 0.581 | 0.000 | 0.000 | +| `und_Laoo` | und | 20 | 0.923 | 0.621 | 0.621 | 0.000 | 0.000 | +| `und_Thaa` | und | 29 | 0.881 | 0.651 | 0.651 | 0.000 | 0.000 | +| `sgh_Cyrl` | Shughni | 9 | 0.857 | 0.667 | 0.667 | 0.000 | 0.000 | +| `und_Geor` | und | 32 | 0.877 | 0.694 | 0.694 | 0.000 | 0.000 | +| `tuk_Arab` | Turkmen | 135 | 0.905 | 0.761 | 0.761 | 0.000 | 0.000 | +| `und_Syrc` | und | 43 | 0.966 | 0.822 | 0.822 | 0.000 | 0.000 | +| `gmh_Latn` | Middle High German | 177 | 0.922 | 0.786 | 0.786 | 0.000 | 0.000 | +| `orv_Cyrl` | Old Russian | 239 | 0.931 | 0.800 | 0.800 | 0.000 | 0.000 | +| `und_Kana` | und | 136 | 0.982 | 0.862 | 0.862 | 0.000 | 0.000 | +| `und_Yiii` | und | 38 | 1.000 | 0.894 | 0.884 | 0.000 | 0.000 | +| `neb_Latn` | Toura (Côte d'Ivoire) | 11 | 0.957 | 0.625 | 0.842 | 0.000 | 0.000 | +| `dag_Latn` | Dagbani | 149 | 0.767 | 0.662 | 0.660 | 0.000 | 0.000 | + +Where MillID loses most to GlotLID: + +| Label | Language | Passages | MillID F1 | GlotLID F1 | GlotLID F1, restricted | fastText F1 | fastText F1, restricted | +|---|---|---|---|---|---|---|---| +| `mus_Latn` | Muscogee | 2 | 0.333 | 1.000 | 1.000 | 0.000 | 0.000 | +| `ttj_Latn` | Tooro | 28 | 0.485 | 0.945 | 0.945 | 0.000 | 0.000 | +| `mbd_Latn` | Dibabawon Manobo | 14 | 0.596 | 1.000 | 1.000 | 0.000 | 0.000 | +| `knc_Arab` | Central Kanuri | 68 | 0.462 | 0.823 | 0.825 | 0.007 | 0.007 | +| `biu_Latn` | Biete | 7 | 0.667 | 1.000 | 1.000 | 0.000 | 0.000 | +| `dks_Latn` | Southeastern Dinka | 3 | 0.667 | 1.000 | 1.000 | 0.000 | 0.000 | +| `esi_Latn` | North Alaskan Inupiatun | 9 | 0.455 | 0.783 | 0.783 | 0.000 | 0.000 | +| `hrv_Latn` | Croatian | 168 | 0.622 | 0.944 | 0.944 | 0.178 | 0.178 | +| `plw_Latn` | Brooke's Point Palawano | 8 | 0.727 | 1.000 | 1.000 | 0.000 | 0.000 | +| `bos_Latn` | Bosnian | 198 | 0.649 | 0.902 | 0.902 | 0.181 | 0.181 | +| `xbr_Latn` | Kambera | 8 | 0.750 | 1.000 | 1.000 | 0.000 | 0.000 | +| `nyf_Latn` | Giryama | 10 | 0.645 | 0.952 | 0.870 | 0.000 | 0.000 | +| `ldi_Latn` | Laari | 62 | 0.777 | 0.992 | 0.992 | 0.000 | 0.000 | +| `hak_Hani` | Hakka Chinese | 29 | 0.621 | 0.824 | 0.824 | 0.000 | 0.000 | +| `ccp_Latn` | Chakma | 3 | 0.800 | 1.000 | 1.000 | 0.000 | 0.000 | + +### Leaderboard: udhr + +MillID's F1 against the others', language by language: against GlotLID restricted to MillID's labels, MillID is better on **52** languages, worse on **105** and within 0.01 on 201; against fastText restricted to MillID's labels, MillID is better on **303** languages, worse on **15** and within 0.01 on 40. The full table, with precision and recall, is +`reports/udhr/leaderboard.csv`. + +The 20 languages with the most passages: + +| Label | Language | Passages | MillID F1 | GlotLID F1 | GlotLID F1, restricted | fastText F1 | fastText F1, restricted | +|---|---|---|---|---|---|---|---| +| `roh_Latn` | Romansh | 399 | 0.994 | 0.999 | 0.999 | 0.945 | 0.945 | +| `oci_Latn` | Occitan | 398 | 0.277 | 0.376 | 0.376 | 0.436 | 0.436 | +| `cmn_Hani` | Chinese (Mandarin) | 319 | 0.892 | 0.868 | 0.868 | 0.468 | 0.468 | +| `krl_Latn` | Karelian | 183 | 0.000 | 0.011 | 0.011 | 0.000 | 0.000 | +| `qug_Latn` | Chimborazo Highland Quichua | 182 | 0.011 | 0.000 | 0.000 | 0.000 | 0.000 | +| `acu_Latn` | Achuar-Shiwiar | 180 | 0.828 | 0.854 | 0.854 | 0.000 | 0.000 | +| `hus_Latn` | Huastec | 175 | 0.977 | 0.986 | 0.986 | 0.000 | 0.000 | +| `hau_Latn` | Hausa | 155 | 0.990 | 1.000 | 1.000 | 0.876 | 0.876 | +| `auc_Latn` | Waorani | 154 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | +| `kwi_Latn` | Awa-Cuaiquer | 145 | 0.880 | 0.877 | 0.877 | 0.000 | 0.000 | +| `jpn_Jpan` | Japanese | 140 | 1.000 | 1.000 | 1.000 | 0.944 | 0.944 | +| `snn_Latn` | Siona | 136 | 0.631 | 0.514 | 0.514 | 0.000 | 0.000 | +| `ktu_Latn` | Kituba (Democratic Republic of Congo) | 118 | 0.765 | 0.680 | 0.680 | 0.000 | 0.000 | +| `lat_Latn` | Latin | 118 | 0.996 | 0.991 | 0.991 | 0.000 | 0.000 | +| `hat_Latn` | Haitian Creole | 117 | 0.991 | 0.979 | 0.979 | 0.699 | 0.699 | +| `nya_Latn` | Nyanja | 116 | 0.991 | 1.000 | 1.000 | 0.806 | 0.806 | +| `kmb_Latn` | Kimbundu | 116 | 0.970 | 1.000 | 1.000 | 0.877 | 0.877 | +| `rmn_Latn` | Balkan Romani | 116 | 0.678 | 0.857 | 0.857 | 0.000 | 0.000 | +| `twi_Latn` | Twi | 116 | 0.983 | 0.996 | 0.996 | 0.399 | 0.396 | +| `chr_Cher` | Cherokee | 115 | 0.671 | 0.663 | 0.663 | 0.000 | 0.000 | + +Where MillID gains most over GlotLID: + +| Label | Language | Passages | MillID F1 | GlotLID F1 | GlotLID F1, restricted | fastText F1 | fastText F1, restricted | +|---|---|---|---|---|---|---|---| +| `mic_Latn` | Mi'kmaw | 59 | 0.991 | 0.427 | 0.427 | 0.000 | 0.000 | +| `tet_Latn` | Tetum | 58 | 0.638 | 0.167 | 0.167 | 0.000 | 0.000 | +| `fuf_Latn` | Pular | 58 | 0.906 | 0.483 | 0.483 | 0.000 | 0.000 | +| `sag_Latn` | Sango | 59 | 0.991 | 0.578 | 0.578 | 0.189 | 0.189 | +| `skr_Arab` | Saraiki | 63 | 0.867 | 0.500 | 0.500 | 0.000 | 0.000 | +| `qvh_Latn` | Huamalíes-Dos de Mayo Huánuco Quechua | 58 | 0.468 | 0.154 | 0.154 | 0.000 | 0.000 | +| `zgh_Tfng` | Standard Moroccan Tamazight | 60 | 0.750 | 0.462 | 0.462 | 0.000 | 0.000 | +| `lld_Latn` | Ladin | 59 | 0.909 | 0.731 | 0.731 | 0.000 | 0.000 | +| `tah_Latn` | Tahitian | 57 | 0.973 | 0.813 | 0.813 | 0.966 | 0.966 | +| `yue_Hani` | Cantonese | 49 | 0.734 | 0.580 | 0.580 | 0.111 | 0.111 | +| `ote_Latn` | Mezquital Otomi | 59 | 0.154 | 0.000 | 0.000 | 0.000 | 0.000 | +| `pnb_Arab` | Western Panjabi | 61 | 0.882 | 0.739 | 0.739 | 0.000 | 0.000 | +| `mxv_Latn` | Metlatónoc Mixtec | 58 | 0.129 | 0.000 | 0.000 | 0.000 | 0.000 | +| `lij_Latn` | Ligurian | 58 | 0.983 | 0.859 | 0.859 | 0.487 | 0.487 | +| `bum_Latn` | Bulu | 58 | 0.215 | 0.098 | 0.098 | 0.000 | 0.000 | + +Where MillID loses most to GlotLID: + +| Label | Language | Passages | MillID F1 | GlotLID F1 | GlotLID F1, restricted | fastText F1 | fastText F1, restricted | +|---|---|---|---|---|---|---|---| +| `gyr_Latn` | Guarayu | 49 | 0.537 | 0.990 | 0.990 | 0.000 | 0.000 | +| `shp_Latn` | Shipibo-Conibo | 62 | 0.469 | 0.912 | 0.912 | 0.000 | 0.000 | +| `dyu_Latn` | Dyula | 58 | 0.000 | 0.434 | 0.434 | 0.015 | 0.015 | +| `tbz_Latn` | Ditammari | 60 | 0.000 | 0.378 | 0.378 | 0.000 | 0.000 | +| `cbu_Latn` | Candoshi-Shapra | 57 | 0.500 | 0.882 | 0.874 | 0.000 | 0.000 | +| `idu_Latn` | Idoma | 51 | 0.603 | 0.879 | 0.938 | 0.000 | 0.000 | +| `ell_Grek` | Greek | 115 | 0.671 | 1.000 | 1.000 | 1.000 | 1.000 | +| `qvc_Latn` | Cajamarca Quechua | 58 | 0.648 | 0.906 | 0.906 | 0.000 | 0.000 | +| `cpu_Latn` | Pichis Ashéninka | 60 | 0.729 | 0.974 | 0.974 | 0.000 | 0.000 | +| `qvn_Latn` | North Junín Quechua | 57 | 0.219 | 0.459 | 0.459 | 0.000 | 0.000 | +| `hin_Deva` | Hindi | 59 | 0.723 | 0.957 | 0.957 | 0.975 | 0.975 | +| `hrv_Latn` | Croatian | 58 | 0.500 | 0.727 | 0.727 | 0.474 | 0.474 | +| `kbp_Latn` | Kabiyè | 59 | 0.781 | 1.000 | 1.000 | 0.389 | 0.389 | +| `cni_Latn` | Asháninka | 52 | 0.773 | 0.963 | 0.963 | 0.000 | 0.000 | +| `rmn_Latn` | Balkan Romani | 116 | 0.678 | 0.857 | 0.857 | 0.000 | 0.000 | + +### Leaderboard: test-common + +MillID's F1 against the others', language by language: against GlotLID restricted to MillID's labels, MillID is better on **6** languages, worse on **154** and within 0.01 on 53; against fastText restricted to MillID's labels, MillID is better on **85** languages, worse on **51** and within 0.01 on 77. The full table, with precision and recall, is +`reports/test-common/leaderboard.csv`. + +The 20 languages with the most passages: + +| Label | Language | Passages | MillID F1 | GlotLID F1 | GlotLID F1, restricted | fastText F1 | fastText F1, restricted | +|---|---|---|---|---|---|---|---| +| `fra_Latn` | French | 1652 | 0.943 | 0.955 | 0.955 | 0.963 | 0.963 | +| `eng_Latn` | English | 1444 | 0.932 | 0.876 | 0.877 | 0.857 | 0.857 | +| `spa_Latn` | Spanish | 1136 | 0.937 | 0.958 | 0.958 | 0.941 | 0.941 | +| `tam_Taml` | Tamil | 754 | 0.997 | 1.000 | 1.000 | 0.997 | 0.997 | +| `arb_Arab` | Arabic (Modern Standard) | 745 | 0.871 | 0.886 | 0.886 | 0.957 | 0.954 | +| `por_Latn` | Portuguese | 657 | 0.959 | 0.954 | 0.956 | 0.950 | 0.949 | +| `kan_Knda` | Kannada | 601 | 0.973 | 0.994 | 0.994 | 0.999 | 0.999 | +| `zul_Latn` | Zulu | 594 | 0.883 | 0.904 | 0.904 | 0.970 | 0.970 | +| `swh_Latn` | Swahili | 592 | 0.893 | 0.954 | 0.953 | 0.945 | 0.945 | +| `mar_Deva` | Marathi | 589 | 0.968 | 0.989 | 0.990 | 0.987 | 0.987 | +| `tso_Latn` | Tsonga | 581 | 0.979 | 0.956 | 0.956 | 0.986 | 0.986 | +| `hun_Latn` | Hungarian | 576 | 0.989 | 1.000 | 1.000 | 0.980 | 0.980 | +| `afr_Latn` | Afrikaans | 569 | 0.972 | 0.985 | 0.985 | 0.986 | 0.986 | +| `tel_Telu` | Telugu | 555 | 0.997 | 0.998 | 0.998 | 0.999 | 0.999 | +| `rus_Cyrl` | Russian | 528 | 0.945 | 0.985 | 0.985 | 0.927 | 0.927 | +| `ory_Orya` | Odia (individual language) | 511 | 0.994 | 0.997 | 1.000 | 0.996 | 0.996 | +| `sot_Latn` | Southern Sotho | 491 | 0.969 | 0.977 | 0.978 | 0.856 | 0.856 | +| `nso_Latn` | Northern Sotho | 479 | 0.958 | 0.970 | 0.970 | 0.967 | 0.967 | +| `asm_Beng` | Assamese | 467 | 0.997 | 0.999 | 0.999 | 0.997 | 0.997 | +| `ben_Beng` | Bangla | 466 | 0.988 | 0.997 | 0.997 | 0.989 | 0.989 | + +Where MillID gains most over GlotLID: + +| Label | Language | Passages | MillID F1 | GlotLID F1 | GlotLID F1, restricted | fastText F1 | fastText F1, restricted | +|---|---|---|---|---|---|---|---| +| `ewo_Latn` | Ewondo | 134 | 0.959 | 0.879 | 0.883 | 0.860 | 0.860 | +| `eng_Latn` | English | 1444 | 0.932 | 0.876 | 0.877 | 0.857 | 0.857 | +| `arb_Latn` | Standard Arabic | 163 | 0.942 | 0.906 | 0.913 | 0.852 | 0.852 | +| `tso_Latn` | Tsonga | 581 | 0.979 | 0.956 | 0.956 | 0.986 | 0.986 | +| `fuv_Latn` | Nigerian Fulfulde | 164 | 0.907 | 0.877 | 0.892 | 0.859 | 0.859 | +| `knc_Latn` | Central Kanuri | 293 | 0.967 | 0.952 | 0.952 | 0.981 | 0.981 | +| `quy_Latn` | Ayacucho Quechua | 271 | 0.940 | 0.925 | 0.933 | 0.979 | 0.979 | +| `kam_Latn` | Kamba | 272 | 0.980 | 0.972 | 0.974 | 0.862 | 0.862 | +| `bjn_Arab` | Banjar | 116 | 0.991 | 0.834 | 0.987 | 0.453 | 0.960 | +| `por_Latn` | Portuguese | 657 | 0.959 | 0.954 | 0.956 | 0.950 | 0.949 | +| `mlt_Latn` | Maltese | 291 | 0.995 | 0.993 | 0.993 | 0.961 | 0.961 | +| `san_Deva` | Sanskrit | 239 | 0.990 | 0.989 | 0.989 | 0.970 | 0.970 | +| `hye_Armn` | Armenian | 178 | 1.000 | 1.000 | 1.000 | 0.977 | 0.977 | +| `guj_Gujr` | Gujarati | 354 | 1.000 | 1.000 | 1.000 | 0.984 | 0.984 | +| `mal_Mlym` | Malayalam | 338 | 1.000 | 1.000 | 1.000 | 0.994 | 0.994 | + +Where MillID loses most to GlotLID: + +| Label | Language | Passages | MillID F1 | GlotLID F1 | GlotLID F1, restricted | fastText F1 | fastText F1, restricted | +|---|---|---|---|---|---|---|---| +| `knc_Arab` | Central Kanuri | 68 | 0.522 | 0.857 | 0.860 | 0.029 | 0.029 | +| `hrv_Latn` | Croatian | 168 | 0.659 | 0.994 | 0.994 | 0.856 | 0.856 | +| `bos_Latn` | Bosnian | 198 | 0.685 | 1.000 | 1.000 | 0.897 | 0.897 | +| `tzm_Tfng` | Central Atlas Tamazight | 157 | 0.697 | 0.935 | 0.935 | 0.751 | 0.751 | +| `zsm_Latn` | Standard Malay | 244 | 0.789 | 0.998 | 0.998 | 0.908 | 0.908 | +| `taq_Tfng` | Tamasheq | 104 | 0.654 | 0.805 | 0.805 | 0.000 | 0.000 | +| `ind_Latn` | Indonesian | 335 | 0.842 | 0.991 | 0.991 | 0.887 | 0.887 | +| `kas_Deva` | Kashmiri | 47 | 0.557 | 0.703 | 0.703 | 0.587 | 0.587 | +| `cjk_Latn` | Chokwe | 24 | 0.857 | 1.000 | 1.000 | 0.807 | 0.807 | +| `nob_Latn` | Norwegian Bokmål | 265 | 0.821 | 0.961 | 0.959 | 0.894 | 0.894 | +| `kin_Latn` | Kinyarwanda | 210 | 0.849 | 0.981 | 0.981 | 0.854 | 0.854 | +| `mag_Deva` | Magahi | 97 | 0.890 | 1.000 | 1.000 | 0.772 | 0.772 | +| `lim_Latn` | Limburgish | 196 | 0.896 | 1.000 | 1.000 | 0.956 | 0.956 | +| `run_Latn` | Rundi | 291 | 0.883 | 0.985 | 0.985 | 0.854 | 0.854 | +| `taq_Latn` | Tamasheq | 106 | 0.902 | 1.000 | 1.000 | 0.838 | 0.838 | + +Per-language precision, recall (sensitivity), F1 and specificity for every model are in `reports//`. + +## Training + +1,943,957 passages, best validation macro F1 at step 106000, 0.6 hours. +Languages sampled in proportion to n^0.3; 25% of passages cut to a 20 to 80 character +snippet; batch 512, AdamW at 0.001, cosine schedule, label smoothing 0.1. diff --git a/config.json b/config.json new file mode 100644 index 0000000000000000000000000000000000000000..f35b542e05abbd40c75defaace99e2c83ac80980 --- /dev/null +++ b/config.json @@ -0,0 +1,65 @@ +{ + "model": { + "num_labels": 1641, + "max_len": 256, + "d_model": 192, + "n_layers": 3, + "n_heads": 3, + "dropout": 0.1, + "conv_kernel": 5, + "downsample": 1, + "ngram_buckets": 4096, + "script_buckets": 512, + "rope_theta": 10000.0, + "vocab_size": 259, + "modalities": [ + "text" + ], + "model_type": "millid-byte-encoder" + }, + "training": { + "dataset": "baobabtech/millid-dataset", + "preset": "tiny", + "max_len": 256, + "steps": 120000, + "batch_size": 512, + "lr": 0.001, + "warmup": 2000, + "weight_decay": 0.01, + "dropout": 0.1, + "label_smoothing": 0.1, + "alpha": 0.3, + "short_p": 0.25, + "eval_every": 2000, + "eval_per_label": 20, + "patience": 12000, + "commercial_only": false, + "extra": [], + "compare_glotlid": true, + "compare_fasttext": true, + "final_eval": "all", + "output_dir": "millid-out", + "push_to": "baobabtech/millid-tiny-v1.5", + "public": false, + "seed": 7, + "log_every": 100, + "threads": 0, + "workers": -1, + "compile": true, + "gpus": 0, + "wandb_project": "millid", + "wandb_entity": "mscsr000324-must", + "wandb_run_name": "millid-tiny-v1.5", + "wandb_tags": [ + "tiny", + "v1.5" + ], + "no_wandb": false + }, + "best_step": 106000, + "parameters": 2927145, + "gpus": 1, + "train_passages": 1943957, + "trained_labels": 1641, + "seconds": 1999 +} \ No newline at end of file diff --git a/labels.json b/labels.json new file mode 100644 index 0000000000000000000000000000000000000000..17bc05a202d967628da7f091e1f93c4cb32e2180 --- /dev/null +++ b/labels.json @@ -0,0 +1,3320 @@ +{ + "scheme": "ISO 639-3 language + '_' + ISO 15924 script, e.g. eng_Latn, amh_Ethi", + "text_encoding": "Unicode NFKC, whitespace collapsed, then UTF-8 bytes", + "labels": [ + "aai_Latn", + "aak_Latn", + "aau_Latn", + "aaz_Latn", + "aba_Latn", + "abk_Cyrl", + "abn_Latn", + "abq_Cyrl", + "abs_Latn", + "abt_Latn", + "abx_Latn", + "aby_Latn", + "abz_Latn", + "aca_Latn", + "acd_Latn", + "ace_Latn", + "acf_Latn", + "ach_Latn", + "acm_Arab", + "acn_Latn", + "acr_Latn", + "acu_Latn", + "ada_Latn", + "ade_Latn", + "adh_Latn", + "adi_Latn", + "adj_Latn", + "ady_Cyrl", + "adz_Latn", + "aeb_Arab", + "aeb_Latn", + "aer_Latn", + "aeu_Latn", + "aey_Latn", + "afr_Latn", + "agd_Latn", + "agg_Latn", + "agm_Latn", + "agn_Latn", + "agr_Latn", + "agt_Latn", + "agu_Latn", + "agx_Cyrl", + "ahk_Latn", + "aia_Latn", + "aii_Syrc", + "ain_Latn", + "ajg_Latn", + "aji_Latn", + "ajp_Arab", + "akb_Latn", + "ake_Latn", + "akh_Latn", + "akp_Latn", + "aln_Latn", + "alp_Latn", + "alq_Latn", + "als_Latn", + "alt_Cyrl", + "aly_Latn", + "alz_Latn", + "ame_Latn", + "amf_Latn", + "amh_Ethi", + "ami_Latn", + "amk_Latn", + "amm_Latn", + "amn_Latn", + "amp_Latn", + "amr_Latn", + "amu_Latn", + "amx_Latn", + "ang_Latn", + "ann_Latn", + "anp_Deva", + "anv_Latn", + "any_Latn", + "aoi_Latn", + "aoj_Latn", + "aom_Latn", + "aoz_Latn", + "apb_Latn", + "apc_Arab", + "ape_Latn", + "apn_Latn", + "apr_Latn", + "apt_Latn", + "apu_Latn", + "apw_Latn", + "apy_Latn", + "apz_Latn", + "arb_Arab", + "arb_Latn", + "are_Latn", + "arg_Latn", + "arl_Latn", + "arn_Latn", + "arp_Latn", + "arq_Arab", + "ars_Arab", + "ary_Arab", + "arz_Arab", + "asm_Beng", + "asm_Latn", + "aso_Latn", + "ast_Latn", + "ata_Latn", + "atb_Latn", + "atd_Latn", + "atg_Latn", + "ati_Latn", + "atj_Latn", + "att_Latn", + "auc_Latn", + "aui_Latn", + "auy_Latn", + "ava_Cyrl", + "avk_Latn", + "avt_Latn", + "avu_Latn", + "awa_Deva", + "awb_Latn", + "awx_Latn", + "ayp_Arab", + "ayr_Latn", + "azb_Arab", + "azg_Latn", + "azj_Cyrl", + "azj_Latn", + "azz_Latn", + "bak_Cyrl", + "bam_Latn", + "ban_Latn", + "bao_Latn", + "bar_Latn", + "bas_Latn", + "bba_Latn", + "bbb_Latn", + "bbc_Latn", + "bbr_Latn", + "bcc_Arab", + "bch_Latn", + "bci_Latn", + "bcl_Latn", + "bco_Latn", + "bcw_Latn", + "bdd_Latn", + "bdh_Latn", + "bdq_Latn", + "bea_Latn", + "bef_Latn", + "bel_Cyrl", + "bem_Latn", + "ben_Beng", + "ben_Latn", + "beq_Latn", + "bew_Latn", + "bfd_Latn", + "bgr_Latn", + "bgs_Latn", + "bgt_Latn", + "bgz_Latn", + "bhg_Latn", + "bhl_Latn", + "bho_Deva", + "bhw_Latn", + "bib_Latn", + "big_Latn", + "bim_Latn", + "bin_Latn", + "bis_Latn", + "biu_Latn", + "biv_Latn", + "bjn_Arab", + "bjn_Latn", + "bjp_Latn", + "bjr_Latn", + "bjv_Latn", + "bkd_Latn", + "bkq_Latn", + "bku_Latn", + "bla_Latn", + "blh_Latn", + "blk_Mymr", + "blt_Latn", + "blw_Latn", + "blz_Latn", + "bmh_Latn", + "bmk_Latn", + "bmq_Latn", + "bmr_Latn", + "bmu_Latn", + "bno_Latn", + "bnp_Latn", + "boa_Latn", + "bod_Tibt", + "boj_Latn", + "bon_Latn", + "bos_Latn", + "box_Latn", + "bpr_Latn", + "bps_Latn", + "bpy_Beng", + "bqc_Latn", + "bqp_Latn", + "bre_Latn", + "brh_Arab", + "bru_Latn", + "brx_Deva", + "bsn_Latn", + "bsp_Latn", + "bsq_Latn", + "bss_Latn", + "btd_Latn", + "bth_Latn", + "bts_Latn", + "btx_Latn", + "bud_Latn", + "bug_Latn", + "buk_Latn", + "bul_Cyrl", + "bum_Latn", + "bus_Latn", + "bvd_Latn", + "bvr_Latn", + "bvz_Latn", + "bwd_Latn", + "bwu_Latn", + "bxh_Latn", + "bxr_Cyrl", + "byr_Latn", + "byx_Latn", + "bzd_Latn", + "bzh_Latn", + "bzi_Thai", + "bzj_Latn", + "caa_Latn", + "cab_Latn", + "cac_Latn", + "caf_Latn", + "cag_Latn", + "cak_Latn", + "cao_Latn", + "cap_Latn", + "caq_Latn", + "car_Latn", + "cas_Latn", + "cat_Latn", + "cav_Latn", + "cax_Latn", + "cbc_Latn", + "cbi_Latn", + "cbk_Latn", + "cbr_Latn", + "cbs_Latn", + "cbt_Latn", + "cbu_Latn", + "cbv_Latn", + "cce_Latn", + "cco_Latn", + "ccp_Latn", + "ceb_Latn", + "ceg_Latn", + "cek_Latn", + "ces_Latn", + "cfm_Latn", + "cgc_Latn", + "cha_Latn", + "chd_Latn", + "che_Cyrl", + "chf_Latn", + "chk_Latn", + "cho_Latn", + "chq_Latn", + "chr_Cher", + "chu_Cyrl", + "chv_Cyrl", + "chw_Latn", + "chz_Latn", + "cjk_Latn", + "cjp_Latn", + "cjs_Cyrl", + "cjv_Latn", + "ckb_Arab", + "ckm_Latn", + "cko_Latn", + "ckt_Cyrl", + "clu_Latn", + "cme_Latn", + "cmn_Hani", + "cmo_Latn", + "cnh_Latn", + "cni_Latn", + "cnk_Latn", + "cnr_Latn", + "cnw_Latn", + "coe_Latn", + "cof_Latn", + "cok_Latn", + "con_Latn", + "cop_Copt", + "cor_Latn", + "cos_Latn", + "cot_Latn", + "cpb_Latn", + "cpc_Latn", + "cpu_Latn", + "cpy_Latn", + "crh_Cyrl", + "crh_Latn", + "crj_Cans", + "crk_Cans", + "crk_Latn", + "crl_Cans", + "crm_Cans", + "crn_Latn", + "crs_Latn", + "crx_Latn", + "csb_Latn", + "csw_Latn", + "csy_Latn", + "cta_Latn", + "ctd_Latn", + "cto_Latn", + "ctp_Latn", + "ctu_Latn", + "cub_Latn", + "cui_Latn", + "cuk_Latn", + "cul_Latn", + "cut_Latn", + "cux_Latn", + "cwe_Latn", + "cwt_Latn", + "cya_Latn", + "cym_Latn", + "czt_Latn", + "daa_Latn", + "dad_Latn", + "daf_Latn", + "dag_Latn", + "dah_Latn", + "dak_Latn", + "dan_Latn", + "dar_Cyrl", + "ddg_Latn", + "ded_Latn", + "des_Latn", + "deu_Latn", + "dga_Latn", + "dgc_Latn", + "dgi_Latn", + "dgr_Latn", + "dgz_Latn", + "dhm_Latn", + "dhv_Latn", + "dig_Latn", + "dik_Latn", + "diq_Latn", + "diu_Latn", + "div_Thaa", + "dje_Latn", + "djk_Latn", + "djr_Latn", + "dks_Latn", + "dng_Cyrl", + "dnj_Latn", + "dnw_Latn", + "dob_Latn", + "doi_Deva", + "dop_Latn", + "dos_Latn", + "drg_Latn", + "dru_Latn", + "dsb_Latn", + "dtp_Latn", + "dts_Latn", + "dua_Latn", + "duo_Latn", + "dur_Latn", + "dwr_Latn", + "dww_Latn", + "dyi_Latn", + "dyo_Latn", + "dyu_Latn", + "dzo_Tibt", + "ebk_Latn", + "efi_Latn", + "ekk_Latn", + "eko_Latn", + "ell_Grek", + "emi_Latn", + "eml_Latn", + "emp_Latn", + "enb_Latn", + "eng_Latn", + "enl_Latn", + "enm_Latn", + "enq_Latn", + "epo_Latn", + "eri_Latn", + "ese_Latn", + "esi_Latn", + "esk_Latn", + "ess_Latn", + "esu_Latn", + "etr_Latn", + "eus_Latn", + "eve_Cyrl", + "ewe_Latn", + "ewo_Latn", + "ext_Latn", + "eza_Latn", + "faa_Latn", + "fai_Latn", + "fal_Latn", + "fan_Latn", + "fao_Latn", + "far_Latn", + "fas_Arab", + "fat_Latn", + "ffm_Latn", + "fij_Latn", + "fil_Latn", + "fin_Latn", + "fit_Latn", + "fkv_Latn", + "fon_Latn", + "for_Latn", + "fra_Latn", + "frd_Latn", + "fro_Latn", + "frp_Latn", + "frr_Latn", + "fry_Latn", + "fub_Latn", + "fue_Latn", + "fuf_Latn", + "fuh_Latn", + "fur_Latn", + "fuv_Arab", + "fuv_Latn", + "gaa_Latn", + "gag_Cyrl", + "gag_Latn", + "gah_Latn", + "gai_Latn", + "gam_Latn", + "gaw_Latn", + "gaz_Latn", + "gbi_Latn", + "gbo_Latn", + "gcf_Latn", + "gcr_Latn", + "gde_Latn", + "gdg_Latn", + "gdn_Latn", + "gdr_Latn", + "geb_Latn", + "gfk_Latn", + "ghs_Latn", + "gil_Latn", + "gjn_Latn", + "gkn_Latn", + "gla_Latn", + "gle_Latn", + "glg_Latn", + "glk_Arab", + "glv_Latn", + "gmh_Latn", + "gmv_Ethi", + "gmv_Latn", + "gnb_Latn", + "gnd_Latn", + "gng_Latn", + "gnn_Latn", + "gnw_Latn", + "gof_Ethi", + "gof_Latn", + "gog_Latn", + "goh_Latn", + "gom_Deva", + "gom_Latn", + "gor_Latn", + "gos_Latn", + "got_Goth", + "gqr_Latn", + "grc_Grek", + "grt_Beng", + "gso_Latn", + "gsw_Latn", + "gub_Latn", + "guc_Latn", + "gug_Latn", + "guh_Latn", + "gui_Latn", + "guj_Gujr", + "guj_Latn", + "guk_Ethi", + "gul_Latn", + "gum_Latn", + "gun_Latn", + "guo_Latn", + "guq_Latn", + "gur_Latn", + "guw_Latn", + "gux_Latn", + "guz_Latn", + "gvc_Latn", + "gvf_Latn", + "gvl_Latn", + "gvn_Latn", + "gwi_Latn", + "gym_Latn", + "gyr_Latn", + "hac_Arab", + "hae_Latn", + "hag_Latn", + "hak_Hani", + "hak_Latn", + "hat_Latn", + "hau_Latn", + "hav_Latn", + "haw_Latn", + "hay_Latn", + "hbo_Hebr", + "hch_Latn", + "heb_Hebr", + "heg_Latn", + "heh_Latn", + "her_Latn", + "hif_Latn", + "hig_Latn", + "hil_Latn", + "hin_Deva", + "hin_Latn", + "hix_Latn", + "hla_Latn", + "hmo_Latn", + "hmr_Latn", + "hne_Deva", + "hnj_Latn", + "hnn_Latn", + "hns_Latn", + "hop_Latn", + "hot_Latn", + "hra_Latn", + "hrv_Latn", + "hrx_Latn", + "hsb_Latn", + "hto_Latn", + "hub_Latn", + "hui_Latn", + "hun_Latn", + "hus_Latn", + "huu_Latn", + "huv_Latn", + "hvn_Latn", + "hwc_Latn", + "hye_Armn", + "hyw_Armn", + "ian_Latn", + "iba_Latn", + "ibg_Latn", + "ibo_Latn", + "icr_Latn", + "ido_Latn", + "idu_Latn", + "ifb_Latn", + "ife_Latn", + "ifk_Latn", + "ifu_Latn", + "ify_Latn", + "ige_Latn", + "ign_Latn", + "ike_Cans", + "ikk_Latn", + "ikt_Latn", + "ikw_Latn", + "ile_Latn", + "ilo_Latn", + "imo_Latn", + "ina_Latn", + "inb_Latn", + "ind_Latn", + "inh_Cyrl", + "ino_Latn", + "iou_Latn", + "ipi_Latn", + "irk_Latn", + "isd_Latn", + "ish_Latn", + "isl_Latn", + "iso_Latn", + "ita_Latn", + "itv_Latn", + "ium_Latn", + "ivv_Latn", + "iws_Latn", + "ixl_Latn", + "izr_Latn", + "izz_Latn", + "jac_Latn", + "jae_Latn", + "jam_Latn", + "jav_Latn", + "jbo_Latn", + "jbu_Latn", + "jic_Latn", + "jiv_Latn", + "jpn_Jpan", + "jra_Latn", + "jvn_Latn", + "kaa_Cyrl", + "kaa_Latn", + "kab_Latn", + "kac_Latn", + "kal_Latn", + "kam_Latn", + "kan_Knda", + "kan_Latn", + "kao_Latn", + "kaq_Latn", + "kas_Arab", + "kas_Deva", + "kat_Geor", + "kaz_Cyrl", + "kbc_Latn", + "kbd_Cyrl", + "kbh_Latn", + "kbm_Latn", + "kbp_Latn", + "kbq_Latn", + "kbr_Latn", + "kby_Latn", + "kca_Cyrl", + "kcg_Latn", + "kck_Latn", + "kdc_Latn", + "kde_Latn", + "kdh_Latn", + "kdi_Latn", + "kdl_Latn", + "kea_Latn", + "kek_Latn", + "ken_Latn", + "keo_Latn", + "kew_Latn", + "kez_Latn", + "kff_Telu", + "kgf_Latn", + "kgk_Latn", + "kgp_Latn", + "kha_Latn", + "khk_Cyrl", + "khm_Khmr", + "khs_Latn", + "khz_Latn", + "kij_Latn", + "kik_Latn", + "kin_Latn", + "kir_Cyrl", + "kiu_Latn", + "kix_Latn", + "kjb_Latn", + "kje_Latn", + "kjh_Cyrl", + "kjs_Latn", + "kkc_Latn", + "kki_Latn", + "kkj_Latn", + "kkl_Latn", + "klt_Latn", + "klv_Latn", + "kmb_Latn", + "kmg_Latn", + "kmh_Latn", + "kmk_Latn", + "kmm_Latn", + "kmo_Latn", + "kmr_Cyrl", + "kmr_Latn", + "kms_Latn", + "kmu_Latn", + "kmy_Latn", + "knc_Arab", + "knc_Latn", + "kne_Latn", + "knf_Latn", + "kng_Latn", + "knj_Latn", + "knk_Latn", + "knv_Latn", + "koi_Cyrl", + "koo_Latn", + "kor_Hang", + "kos_Latn", + "kpe_Latn", + "kpf_Latn", + "kpg_Latn", + "kpj_Latn", + "kpr_Latn", + "kpv_Cyrl", + "kpw_Latn", + "kpx_Latn", + "kpz_Latn", + "kqc_Latn", + "kqe_Latn", + "kqf_Latn", + "kqn_Latn", + "kqp_Latn", + "kqw_Latn", + "krc_Cyrl", + "kri_Latn", + "krj_Latn", + "krl_Latn", + "kru_Deva", + "ksc_Latn", + "ksd_Latn", + "ksh_Latn", + "ksp_Latn", + "ksr_Latn", + "kss_Latn", + "ksw_Mymr", + "ktj_Latn", + "kto_Latn", + "ktu_Latn", + "ktz_Latn", + "kua_Latn", + "kud_Latn", + "kue_Latn", + "kum_Cyrl", + "kup_Latn", + "kus_Latn", + "kvg_Latn", + "kvn_Latn", + "kwd_Latn", + "kwf_Latn", + "kwi_Latn", + "kwj_Latn", + "kwn_Latn", + "kwy_Latn", + "kxc_Ethi", + "kxw_Latn", + "kyc_Latn", + "kyf_Latn", + "kyg_Latn", + "kyq_Latn", + "kyu_Kali", + "kyz_Latn", + "kze_Latn", + "kzj_Latn", + "lac_Latn", + "lad_Hebr", + "lad_Latn", + "lai_Latn", + "laj_Latn", + "lam_Latn", + "lao_Laoo", + "lat_Latn", + "lbb_Latn", + "lbe_Cyrl", + "lbj_Tibt", + "lbk_Latn", + "lcm_Latn", + "lcp_Thai", + "ldi_Latn", + "lee_Latn", + "lef_Latn", + "leh_Latn", + "leu_Latn", + "lew_Latn", + "lex_Latn", + "lez_Cyrl", + "lfn_Cyrl", + "lfn_Latn", + "lgg_Latn", + "lgl_Latn", + "lhu_Latn", + "lia_Latn", + "lid_Latn", + "lif_Deva", + "lif_Limb", + "lij_Latn", + "lim_Latn", + "lin_Latn", + "lip_Latn", + "lis_Lisu", + "lit_Latn", + "liv_Latn", + "ljp_Latn", + "lki_Arab", + "lld_Latn", + "llg_Latn", + "lmk_Latn", + "lmo_Latn", + "lmp_Latn", + "lnd_Latn", + "log_Latn", + "loq_Latn", + "loz_Latn", + "lrc_Arab", + "lsi_Latn", + "lsm_Latn", + "ltg_Latn", + "ltz_Latn", + "lua_Latn", + "lub_Latn", + "luc_Latn", + "lue_Latn", + "lug_Latn", + "lun_Latn", + "luo_Latn", + "lus_Latn", + "lvs_Latn", + "lwg_Latn", + "lwo_Latn", + "lww_Latn", + "lzh_Hani", + "maa_Latn", + "mad_Latn", + "mag_Deva", + "mah_Latn", + "mai_Deva", + "maj_Latn", + "mak_Latn", + "mal_Latn", + "mal_Mlym", + "mam_Latn", + "maq_Latn", + "mar_Deva", + "mar_Latn", + "mas_Latn", + "mau_Latn", + "mav_Latn", + "maz_Latn", + "mbb_Latn", + "mbc_Latn", + "mbd_Latn", + "mbf_Latn", + "mbh_Latn", + "mbi_Latn", + "mbj_Latn", + "mbl_Latn", + "mbs_Latn", + "mbt_Latn", + "mca_Latn", + "mcb_Latn", + "mcd_Latn", + "mcf_Latn", + "mck_Latn", + "mco_Latn", + "mcp_Latn", + "mcq_Latn", + "mcu_Latn", + "mdf_Cyrl", + "mdy_Ethi", + "med_Latn", + "mee_Latn", + "mej_Latn", + "mek_Latn", + "men_Latn", + "meq_Latn", + "mer_Latn", + "meu_Latn", + "mfe_Latn", + "mfi_Latn", + "mfq_Latn", + "mfy_Latn", + "mfz_Latn", + "mgh_Latn", + "mgr_Latn", + "mhi_Latn", + "mhl_Latn", + "mhr_Cyrl", + "mhx_Latn", + "mib_Latn", + "mic_Latn", + "mie_Latn", + "mif_Latn", + "mig_Latn", + "mih_Latn", + "mil_Latn", + "mim_Latn", + "min_Latn", + "mio_Latn", + "mip_Latn", + "miq_Latn", + "mir_Latn", + "mit_Latn", + "miy_Latn", + "miz_Latn", + "mjc_Latn", + "mjw_Latn", + "mkd_Cyrl", + "mkl_Latn", + "mkn_Latn", + "mks_Latn", + "mlh_Latn", + "mlp_Latn", + "mlt_Latn", + "mlu_Latn", + "mmn_Latn", + "mmo_Latn", + "mmx_Latn", + "mna_Latn", + "mnb_Latn", + "mni_Beng", + "mni_Latn", + "mni_Mtei", + "mnk_Latn", + "mns_Cyrl", + "mnw_Mymr", + "mnx_Latn", + "mny_Latn", + "mog_Latn", + "moh_Latn", + "mop_Latn", + "mor_Latn", + "mos_Latn", + "mox_Latn", + "mph_Latn", + "mpm_Latn", + "mpp_Latn", + "mps_Latn", + "mpt_Latn", + "mpx_Latn", + "mqb_Latn", + "mqj_Latn", + "mqy_Latn", + "mri_Latn", + "mrj_Cyrl", + "mrq_Latn", + "mrw_Latn", + "msb_Latn", + "msk_Latn", + "msy_Latn", + "mta_Latn", + "mti_Latn", + "mto_Latn", + "mtp_Latn", + "muh_Latn", + "mui_Latn", + "mup_Deva", + "mur_Latn", + "mus_Latn", + "mux_Latn", + "muy_Latn", + "mva_Latn", + "mvn_Latn", + "mvp_Latn", + "mwc_Latn", + "mwl_Latn", + "mwn_Latn", + "mwp_Latn", + "mwq_Latn", + "mwv_Latn", + "mww_Latn", + "mxb_Latn", + "mxp_Latn", + "mxq_Latn", + "mxt_Latn", + "mxv_Latn", + "mya_Mymr", + "myk_Latn", + "myu_Latn", + "myv_Cyrl", + "myw_Latn", + "myx_Latn", + "myy_Latn", + "mza_Latn", + "mzh_Latn", + "mzk_Latn", + "mzn_Arab", + "mzw_Latn", + "mzz_Latn", + "naf_Latn", + "nah_Latn", + "nak_Latn", + "nan_Hani", + "nan_Latn", + "nap_Latn", + "naq_Latn", + "nas_Latn", + "nav_Latn", + "nba_Latn", + "nbe_Latn", + "nbl_Latn", + "nbq_Latn", + "nbu_Latn", + "nca_Latn", + "nch_Latn", + "ncj_Latn", + "ncl_Latn", + "ncq_Laoo", + "ncu_Latn", + "ncx_Latn", + "ndc_Latn", + "nde_Latn", + "ndh_Latn", + "ndo_Latn", + "nds_Latn", + "neb_Latn", + "new_Deva", + "nfa_Latn", + "nfr_Latn", + "ngl_Latn", + "ngp_Latn", + "ngu_Latn", + "nhe_Latn", + "nhg_Latn", + "nhi_Latn", + "nho_Latn", + "nhr_Latn", + "nhu_Latn", + "nhw_Latn", + "nhx_Latn", + "nhy_Latn", + "nia_Latn", + "nif_Latn", + "nii_Latn", + "nij_Latn", + "nim_Latn", + "nin_Latn", + "niu_Latn", + "niy_Latn", + "njb_Latn", + "njm_Latn", + "njn_Latn", + "njo_Latn", + "njz_Latn", + "nko_Latn", + "nld_Latn", + "nlg_Latn", + "nmf_Latn", + "nmo_Latn", + "nmz_Latn", + "nnb_Latn", + "nno_Latn", + "nnq_Latn", + "nnw_Latn", + "noa_Latn", + "nob_Latn", + "nod_Thai", + "nog_Cyrl", + "non_Latn", + "nop_Latn", + "not_Latn", + "nou_Latn", + "nov_Latn", + "nph_Latn", + "npi_Deva", + "npi_Latn", + "npl_Latn", + "npy_Latn", + "nqo_Nkoo", + "nre_Latn", + "nrf_Latn", + "nrm_Latn", + "nse_Latn", + "nsm_Latn", + "nsn_Latn", + "nso_Latn", + "nss_Latn", + "nsu_Latn", + "ntp_Latn", + "ntr_Latn", + "ntu_Latn", + "nuj_Latn", + "nus_Latn", + "nuy_Latn", + "nvm_Latn", + "nwi_Latn", + "nya_Latn", + "nyf_Latn", + "nyn_Latn", + "nyo_Latn", + "nyu_Latn", + "nyy_Latn", + "nzi_Latn", + "nzm_Latn", + "obo_Latn", + "oci_Latn", + "ogo_Latn", + "ojb_Cans", + "ojb_Latn", + "oke_Latn", + "okv_Latn", + "old_Latn", + "olo_Latn", + "omw_Latn", + "ong_Latn", + "ons_Latn", + "opm_Latn", + "orv_Cyrl", + "ory_Latn", + "ory_Orya", + "oss_Cyrl", + "ota_Arab", + "ote_Latn", + "otm_Latn", + "oto_Latn", + "otq_Latn", + "ots_Latn", + "otw_Latn", + "ozm_Latn", + "pab_Latn", + "pad_Latn", + "pag_Latn", + "pah_Latn", + "pam_Latn", + "pan_Guru", + "pan_Latn", + "pao_Latn", + "pap_Latn", + "pau_Latn", + "pbb_Latn", + "pbt_Arab", + "pcd_Latn", + "pck_Latn", + "pcm_Latn", + "pdc_Latn", + "pdt_Latn", + "pem_Latn", + "pfl_Latn", + "pib_Latn", + "pio_Latn", + "pir_Latn", + "pis_Latn", + "pjt_Latn", + "plg_Latn", + "pls_Latn", + "plt_Latn", + "plu_Latn", + "plw_Latn", + "pma_Latn", + "pmf_Latn", + "pmq_Latn", + "pms_Latn", + "pnb_Arab", + "pnt_Grek", + "poe_Latn", + "poh_Latn", + "poi_Latn", + "pol_Latn", + "pon_Latn", + "por_Latn", + "pot_Latn", + "pov_Latn", + "poy_Latn", + "ppk_Latn", + "ppo_Latn", + "prf_Latn", + "prg_Latn", + "pri_Latn", + "ptp_Latn", + "ptu_Latn", + "pwg_Latn", + "pwn_Latn", + "pxm_Latn", + "qub_Latn", + "quc_Latn", + "quf_Latn", + "qug_Latn", + "quh_Latn", + "qup_Latn", + "quw_Latn", + "quy_Latn", + "quz_Latn", + "qva_Latn", + "qvc_Latn", + "qve_Latn", + "qvh_Latn", + "qvi_Latn", + "qvm_Latn", + "qvn_Latn", + "qvs_Latn", + "qvw_Latn", + "qvz_Latn", + "qwh_Latn", + "qxh_Latn", + "qxl_Latn", + "qxn_Latn", + "qxo_Latn", + "qxr_Latn", + "rad_Latn", + "rai_Latn", + "rap_Latn", + "rar_Latn", + "rav_Deva", + "raw_Latn", + "rcf_Latn", + "rej_Latn", + "rgu_Latn", + "rhg_Latn", + "ria_Latn", + "rim_Latn", + "rkb_Latn", + "rki_Mymr", + "rmc_Latn", + "rml_Latn", + "rmn_Cyrl", + "rmn_Grek", + "rmn_Latn", + "rmo_Latn", + "rmq_Latn", + "rmy_Cyrl", + "rmy_Latn", + "rnd_Latn", + "rng_Latn", + "roh_Latn", + "ron_Cyrl", + "ron_Latn", + "roo_Latn", + "rop_Latn", + "row_Latn", + "rro_Latn", + "rtm_Latn", + "rub_Latn", + "rue_Cyrl", + "ruf_Latn", + "rug_Latn", + "run_Latn", + "rup_Latn", + "rus_Cyrl", + "rwo_Latn", + "sab_Latn", + "sag_Latn", + "sah_Cyrl", + "san_Deva", + "san_Latn", + "sas_Latn", + "sat_Latn", + "sat_Olck", + "sba_Latn", + "sbe_Latn", + "sbl_Latn", + "sby_Latn", + "sck_Deva", + "scn_Latn", + "sco_Latn", + "sda_Latn", + "sdc_Latn", + "sdh_Arab", + "seh_Latn", + "ses_Latn", + "sey_Latn", + "sfw_Latn", + "sgb_Latn", + "sgc_Latn", + "sgh_Cyrl", + "sgs_Latn", + "sgw_Ethi", + "sgz_Latn", + "shi_Latn", + "shn_Mymr", + "shp_Latn", + "sid_Latn", + "sig_Latn", + "sil_Latn", + "sim_Latn", + "sin_Sinh", + "sja_Latn", + "skg_Latn", + "skr_Arab", + "slk_Latn", + "sll_Latn", + "slv_Latn", + "sma_Latn", + "sme_Latn", + "smj_Latn", + "smk_Latn", + "sml_Latn", + "smn_Latn", + "smo_Latn", + "sms_Latn", + "sna_Latn", + "snc_Latn", + "snd_Arab", + "snd_Deva", + "snd_Latn", + "snf_Latn", + "snn_Latn", + "snp_Latn", + "snw_Latn", + "sny_Latn", + "som_Latn", + "sop_Latn", + "soq_Latn", + "sot_Latn", + "soy_Latn", + "spa_Latn", + "spl_Latn", + "spm_Latn", + "spp_Latn", + "sps_Latn", + "spy_Latn", + "srd_Latn", + "srm_Latn", + "srn_Latn", + "srp_Cyrl", + "srp_Latn", + "srq_Latn", + "srr_Latn", + "ssd_Latn", + "ssg_Latn", + "ssw_Latn", + "ssx_Latn", + "stp_Latn", + "stq_Latn", + "sua_Latn", + "suc_Latn", + "sue_Latn", + "suk_Latn", + "sun_Latn", + "sur_Latn", + "sus_Arab", + "sus_Latn", + "suz_Deva", + "swc_Latn", + "swe_Latn", + "swg_Latn", + "swh_Latn", + "swp_Latn", + "sxb_Latn", + "sxn_Latn", + "syb_Latn", + "syc_Syrc", + "syl_Beng", + "syl_Latn", + "szb_Latn", + "szl_Latn", + "szy_Latn", + "tab_Cyrl", + "tac_Latn", + "tah_Latn", + "taj_Deva", + "tam_Latn", + "tam_Taml", + "taq_Latn", + "taq_Tfng", + "tar_Latn", + "tat_Cyrl", + "tat_Latn", + "tav_Latn", + "taw_Latn", + "tay_Latn", + "tbc_Latn", + "tbg_Latn", + "tbo_Latn", + "tby_Latn", + "tbz_Latn", + "tca_Latn", + "tcf_Latn", + "tcs_Latn", + "tcy_Knda", + "tcz_Latn", + "tdt_Latn", + "ted_Latn", + "tee_Latn", + "tel_Latn", + "tel_Telu", + "tem_Latn", + "teo_Latn", + "ter_Latn", + "tet_Latn", + "tew_Latn", + "tfr_Latn", + "tgk_Cyrl", + "tgo_Latn", + "tgp_Latn", + "tha_Thai", + "thk_Latn", + "thl_Deva", + "tif_Latn", + "tih_Latn", + "tim_Latn", + "tir_Ethi", + "tiv_Latn", + "tiy_Latn", + "tkl_Latn", + "tkr_Cyrl", + "tku_Latn", + "tlf_Latn", + "tlh_Latn", + "tll_Latn", + "tly_Latn", + "tmd_Latn", + "tna_Latn", + "tnc_Latn", + "tnk_Latn", + "tnn_Latn", + "tnp_Latn", + "tob_Latn", + "toc_Latn", + "tod_Latn", + "tog_Latn", + "toh_Latn", + "toi_Latn", + "toj_Latn", + "tok_Latn", + "ton_Latn", + "too_Latn", + "top_Latn", + "tos_Latn", + "tpa_Latn", + "tpi_Latn", + "tpm_Latn", + "tpp_Latn", + "tpt_Latn", + "tpz_Latn", + "trc_Latn", + "trn_Latn", + "trp_Latn", + "trq_Latn", + "trv_Latn", + "tsc_Latn", + "tsg_Latn", + "tsn_Latn", + "tso_Latn", + "tsw_Latn", + "tsz_Latn", + "ttc_Latn", + "tte_Latn", + "ttj_Latn", + "tuc_Latn", + "tue_Latn", + "tuf_Latn", + "tui_Latn", + "tuk_Arab", + "tuk_Cyrl", + "tuk_Latn", + "tum_Latn", + "tuo_Latn", + "tur_Latn", + "tuv_Latn", + "tvk_Latn", + "tvl_Latn", + "twi_Latn", + "twu_Latn", + "txq_Latn", + "txu_Latn", + "tyv_Cyrl", + "tzh_Latn", + "tzj_Latn", + "tzm_Tfng", + "tzo_Latn", + "ubr_Latn", + "ubu_Latn", + "udm_Cyrl", + "udu_Latn", + "uig_Arab", + "uig_Cyrl", + "uig_Latn", + "ukr_Cyrl", + "umb_Latn", + "und_Bali", + "und_Bamu", + "und_Bopo", + "und_Cans", + "und_Cher", + "und_Cyrl", + "und_Deva", + "und_Egyp", + "und_Ethi", + "und_Geor", + "und_Goth", + "und_Grek", + "und_Hebr", + "und_Hluw", + "und_Hung", + "und_Kana", + "und_Khmr", + "und_Lana", + "und_Laoo", + "und_Lina", + "und_Mlym", + "und_Mong", + "und_Mymr", + "und_Newa", + "und_Orya", + "und_Shaw", + "und_Sylo", + "und_Syrc", + "und_Taml", + "und_Tang", + "und_Telu", + "und_Thaa", + "und_Thai", + "und_Tibt", + "und_Vaii", + "und_Xsux", + "und_Yiii", + "upv_Latn", + "ura_Latn", + "urb_Latn", + "urd_Arab", + "urd_Latn", + "urh_Latn", + "urk_Thai", + "urt_Latn", + "usa_Latn", + "usp_Latn", + "uth_Latn", + "uvh_Latn", + "uvl_Latn", + "uzn_Cyrl", + "uzn_Latn", + "uzs_Arab", + "vap_Latn", + "var_Latn", + "vec_Latn", + "ven_Latn", + "vep_Latn", + "vid_Latn", + "vie_Latn", + "viv_Latn", + "vls_Latn", + "vmw_Latn", + "vmy_Latn", + "vol_Latn", + "vro_Latn", + "vun_Latn", + "waj_Latn", + "wal_Latn", + "wap_Latn", + "war_Latn", + "way_Latn", + "wba_Latn", + "wbm_Latn", + "wbp_Latn", + "wed_Latn", + "wer_Latn", + "whk_Latn", + "wib_Latn", + "wim_Latn", + "wiu_Latn", + "wln_Latn", + "wls_Latn", + "wlv_Latn", + "wmt_Latn", + "wmw_Latn", + "wnc_Latn", + "wnu_Latn", + "wol_Latn", + "wos_Latn", + "wrk_Latn", + "wrs_Latn", + "wsk_Latn", + "wuu_Hani", + "wuv_Latn", + "xal_Cyrl", + "xav_Latn", + "xbi_Latn", + "xbr_Latn", + "xed_Latn", + "xho_Latn", + "xla_Latn", + "xmf_Geor", + "xmm_Latn", + "xmv_Latn", + "xnn_Latn", + "xog_Latn", + "xon_Latn", + "xrb_Latn", + "xsi_Latn", + "xsm_Latn", + "xsr_Deva", + "xsu_Latn", + "xtd_Latn", + "xtm_Latn", + "xtn_Latn", + "xuo_Latn", + "yaa_Latn", + "yad_Latn", + "yal_Latn", + "yan_Latn", + "yao_Latn", + "yap_Latn", + "yaq_Latn", + "ybb_Latn", + "yby_Latn", + "ycn_Latn", + "ydd_Hebr", + "yka_Latn", + "yle_Latn", + "yli_Latn", + "yml_Latn", + "yom_Latn", + "yon_Latn", + "yor_Latn", + "yrb_Latn", + "yre_Latn", + "yrk_Cyrl", + "yrl_Latn", + "yss_Latn", + "yua_Latn", + "yue_Hani", + "yuj_Latn", + "yut_Latn", + "yuw_Latn", + "yva_Latn", + "zaa_Latn", + "zab_Latn", + "zac_Latn", + "zad_Latn", + "zae_Latn", + "zai_Latn", + "zam_Latn", + "zao_Latn", + "zar_Latn", + "zas_Latn", + "zat_Latn", + "zav_Latn", + "zaw_Latn", + "zdj_Latn", + "zea_Latn", + "zgh_Tfng", + "zia_Latn", + "ziw_Latn", + "zne_Latn", + "zom_Latn", + "zos_Latn", + "zpa_Latn", + "zpc_Latn", + "zpg_Latn", + "zpi_Latn", + "zpl_Latn", + "zpm_Latn", + "zpo_Latn", + "zpt_Latn", + "zpu_Latn", + "zpv_Latn", + "zpz_Latn", + "zsm_Latn", + "zsr_Latn", + "ztq_Latn", + "zty_Latn", + "zul_Latn", + "zyb_Latn", + "zyp_Latn" + ], + "aliases": { + "ara_Arab": "arb_Arab", + "swa_Latn": "swh_Latn", + "sqi_Latn": "als_Latn", + "nep_Deva": "npi_Deva", + "orm_Latn": "gaz_Latn", + "ori_Orya": "ory_Orya", + "zho_Hani": "cmn_Hani", + "zho_Hans": "cmn_Hani", + "mlg_Latn": "plt_Latn", + "nor_Latn": "nob_Latn", + "pus_Arab": "pbt_Arab", + "prs_Arab": "fas_Arab", + "pes_Arab": "fas_Arab", + "tgl_Latn": "fil_Latn", + "kau_Latn": "knc_Latn", + "bal_Arab": "bcc_Arab", + "kok_Deva": "gom_Deva", + "kok_Latn": "gom_Latn", + "pan_Arab": "pnb_Arab", + "jpn_Hira": "jpn_Jpan", + "jpn_Kana": "jpn_Jpan", + "jpn_Hani": "jpn_Jpan" + }, + "dropped": [ + "din_Latn", + "ful_Latn", + "hbs_Latn", + "kln_Latn" + ], + "trained": [ + "aai_Latn", + "aak_Latn", + "aau_Latn", + "aaz_Latn", + "aba_Latn", + "abk_Cyrl", + "abn_Latn", + "abq_Cyrl", + "abs_Latn", + "abt_Latn", + "abx_Latn", + "aby_Latn", + "abz_Latn", + "aca_Latn", + "acd_Latn", + "ace_Latn", + "acf_Latn", + "ach_Latn", + "acm_Arab", + "acn_Latn", + "acr_Latn", + "acu_Latn", + "ada_Latn", + "ade_Latn", + "adh_Latn", + "adi_Latn", + "adj_Latn", + "ady_Cyrl", + "adz_Latn", + "aeb_Arab", + "aeb_Latn", + "aer_Latn", + "aeu_Latn", + "aey_Latn", + "afr_Latn", + "agd_Latn", + "agg_Latn", + "agm_Latn", + "agn_Latn", + "agr_Latn", + "agt_Latn", + "agu_Latn", + "agx_Cyrl", + "ahk_Latn", + "aia_Latn", + "aii_Syrc", + "ain_Latn", + "ajg_Latn", + "aji_Latn", + "ajp_Arab", + "akb_Latn", + "ake_Latn", + "akh_Latn", + "akp_Latn", + "aln_Latn", + "alp_Latn", + "alq_Latn", + "als_Latn", + "alt_Cyrl", + "aly_Latn", + "alz_Latn", + "ame_Latn", + "amf_Latn", + "amh_Ethi", + "ami_Latn", + "amk_Latn", + "amm_Latn", + "amn_Latn", + "amp_Latn", + "amr_Latn", + "amu_Latn", + "amx_Latn", + "ang_Latn", + "ann_Latn", + "anp_Deva", + "anv_Latn", + "any_Latn", + "aoi_Latn", + "aoj_Latn", + "aom_Latn", + "aoz_Latn", + "apb_Latn", + "apc_Arab", + "ape_Latn", + "apn_Latn", + "apr_Latn", + "apt_Latn", + "apu_Latn", + "apw_Latn", + "apy_Latn", + "apz_Latn", + "arb_Arab", + "arb_Latn", + "are_Latn", + "arg_Latn", + "arl_Latn", + "arn_Latn", + "arp_Latn", + "arq_Arab", + "ars_Arab", + "ary_Arab", + "arz_Arab", + "asm_Beng", + "asm_Latn", + "aso_Latn", + "ast_Latn", + "ata_Latn", + "atb_Latn", + "atd_Latn", + "atg_Latn", + "ati_Latn", + "atj_Latn", + "att_Latn", + "auc_Latn", + "aui_Latn", + "auy_Latn", + "ava_Cyrl", + "avk_Latn", + "avt_Latn", + "avu_Latn", + "awa_Deva", + "awb_Latn", + "awx_Latn", + "ayp_Arab", + "ayr_Latn", + "azb_Arab", + "azg_Latn", + "azj_Cyrl", + "azj_Latn", + "azz_Latn", + "bak_Cyrl", + "bam_Latn", + "ban_Latn", + "bao_Latn", + "bar_Latn", + "bas_Latn", + "bba_Latn", + "bbb_Latn", + "bbc_Latn", + "bbr_Latn", + "bcc_Arab", + "bch_Latn", + "bci_Latn", + "bcl_Latn", + "bco_Latn", + "bcw_Latn", + "bdd_Latn", + "bdh_Latn", + "bdq_Latn", + "bea_Latn", + "bef_Latn", + "bel_Cyrl", + "bem_Latn", + "ben_Beng", + "ben_Latn", + "beq_Latn", + "bew_Latn", + "bfd_Latn", + "bgr_Latn", + "bgs_Latn", + "bgt_Latn", + "bgz_Latn", + "bhg_Latn", + "bhl_Latn", + "bho_Deva", + "bhw_Latn", + "bib_Latn", + "big_Latn", + "bim_Latn", + "bin_Latn", + "bis_Latn", + "biu_Latn", + "biv_Latn", + "bjn_Arab", + "bjn_Latn", + "bjp_Latn", + "bjr_Latn", + "bjv_Latn", + "bkd_Latn", + "bkq_Latn", + "bku_Latn", + "bla_Latn", + "blh_Latn", + "blk_Mymr", + "blt_Latn", + "blw_Latn", + "blz_Latn", + "bmh_Latn", + "bmk_Latn", + "bmq_Latn", + "bmr_Latn", + "bmu_Latn", + "bno_Latn", + "bnp_Latn", + "boa_Latn", + "bod_Tibt", + "boj_Latn", + "bon_Latn", + "bos_Latn", + "box_Latn", + "bpr_Latn", + "bps_Latn", + "bpy_Beng", + "bqc_Latn", + "bqp_Latn", + "bre_Latn", + "brh_Arab", + "bru_Latn", + "brx_Deva", + "bsn_Latn", + "bsp_Latn", + "bsq_Latn", + "bss_Latn", + "btd_Latn", + "bth_Latn", + "bts_Latn", + "btx_Latn", + "bud_Latn", + "bug_Latn", + "buk_Latn", + "bul_Cyrl", + "bum_Latn", + "bus_Latn", + "bvd_Latn", + "bvr_Latn", + "bvz_Latn", + "bwd_Latn", + "bwu_Latn", + "bxh_Latn", + "bxr_Cyrl", + "byr_Latn", + "byx_Latn", + "bzd_Latn", + "bzh_Latn", + "bzi_Thai", + "bzj_Latn", + "caa_Latn", + "cab_Latn", + "cac_Latn", + "caf_Latn", + "cag_Latn", + "cak_Latn", + "cao_Latn", + "cap_Latn", + "caq_Latn", + "car_Latn", + "cas_Latn", + "cat_Latn", + "cav_Latn", + "cax_Latn", + "cbc_Latn", + "cbi_Latn", + "cbk_Latn", + "cbr_Latn", + "cbs_Latn", + "cbt_Latn", + "cbu_Latn", + "cbv_Latn", + "cce_Latn", + "cco_Latn", + "ccp_Latn", + "ceb_Latn", + "ceg_Latn", + "cek_Latn", + "ces_Latn", + "cfm_Latn", + "cgc_Latn", + "cha_Latn", + "chd_Latn", + "che_Cyrl", + "chf_Latn", + "chk_Latn", + "cho_Latn", + "chq_Latn", + "chr_Cher", + "chu_Cyrl", + "chv_Cyrl", + "chw_Latn", + "chz_Latn", + "cjk_Latn", + "cjp_Latn", + "cjs_Cyrl", + "cjv_Latn", + "ckb_Arab", + "ckm_Latn", + "cko_Latn", + "ckt_Cyrl", + "clu_Latn", + "cme_Latn", + "cmn_Hani", + "cmo_Latn", + "cnh_Latn", + "cni_Latn", + "cnk_Latn", + "cnr_Latn", + "cnw_Latn", + "coe_Latn", + "cof_Latn", + "cok_Latn", + "con_Latn", + "cop_Copt", + "cor_Latn", + "cos_Latn", + "cot_Latn", + "cpb_Latn", + "cpc_Latn", + "cpu_Latn", + "cpy_Latn", + "crh_Cyrl", + "crh_Latn", + "crj_Cans", + "crk_Cans", + "crk_Latn", + "crl_Cans", + "crm_Cans", + "crn_Latn", + "crs_Latn", + "crx_Latn", + "csb_Latn", + "csw_Latn", + "csy_Latn", + "cta_Latn", + "ctd_Latn", + "cto_Latn", + "ctp_Latn", + "ctu_Latn", + "cub_Latn", + "cui_Latn", + "cuk_Latn", + "cul_Latn", + "cut_Latn", + "cux_Latn", + "cwe_Latn", + "cwt_Latn", + "cya_Latn", + "cym_Latn", + "czt_Latn", + "daa_Latn", + "dad_Latn", + "daf_Latn", + "dag_Latn", + "dah_Latn", + "dak_Latn", + "dan_Latn", + "dar_Cyrl", + "ddg_Latn", + "ded_Latn", + "des_Latn", + "deu_Latn", + "dga_Latn", + "dgc_Latn", + "dgi_Latn", + "dgr_Latn", + "dgz_Latn", + "dhm_Latn", + "dhv_Latn", + "dig_Latn", + "dik_Latn", + "diq_Latn", + "diu_Latn", + "div_Thaa", + "dje_Latn", + "djk_Latn", + "djr_Latn", + "dks_Latn", + "dng_Cyrl", + "dnj_Latn", + "dnw_Latn", + "dob_Latn", + "doi_Deva", + "dop_Latn", + "dos_Latn", + "drg_Latn", + "dru_Latn", + "dsb_Latn", + "dtp_Latn", + "dts_Latn", + "dua_Latn", + "duo_Latn", + "dur_Latn", + "dwr_Latn", + "dww_Latn", + "dyi_Latn", + "dyo_Latn", + "dyu_Latn", + "dzo_Tibt", + "ebk_Latn", + "efi_Latn", + "ekk_Latn", + "eko_Latn", + "ell_Grek", + "emi_Latn", + "eml_Latn", + "emp_Latn", + "enb_Latn", + "eng_Latn", + "enl_Latn", + "enm_Latn", + "enq_Latn", + "epo_Latn", + "eri_Latn", + "ese_Latn", + "esi_Latn", + "esk_Latn", + "ess_Latn", + "esu_Latn", + "etr_Latn", + "eus_Latn", + "eve_Cyrl", + "ewe_Latn", + "ewo_Latn", + "ext_Latn", + "eza_Latn", + "faa_Latn", + "fai_Latn", + "fal_Latn", + "fan_Latn", + "fao_Latn", + "far_Latn", + "fas_Arab", + "fat_Latn", + "ffm_Latn", + "fij_Latn", + "fil_Latn", + "fin_Latn", + "fit_Latn", + "fkv_Latn", + "fon_Latn", + "for_Latn", + "fra_Latn", + "frd_Latn", + "fro_Latn", + "frp_Latn", + "frr_Latn", + "fry_Latn", + "fub_Latn", + "fue_Latn", + "fuf_Latn", + "fuh_Latn", + "fur_Latn", + "fuv_Arab", + "fuv_Latn", + "gaa_Latn", + "gag_Cyrl", + "gag_Latn", + "gah_Latn", + "gai_Latn", + "gam_Latn", + "gaw_Latn", + "gaz_Latn", + "gbi_Latn", + "gbo_Latn", + "gcf_Latn", + "gcr_Latn", + "gde_Latn", + "gdg_Latn", + "gdn_Latn", + "gdr_Latn", + "geb_Latn", + "gfk_Latn", + "ghs_Latn", + "gil_Latn", + "gjn_Latn", + "gkn_Latn", + "gla_Latn", + "gle_Latn", + "glg_Latn", + "glk_Arab", + "glv_Latn", + "gmh_Latn", + "gmv_Ethi", + "gmv_Latn", + "gnb_Latn", + "gnd_Latn", + "gng_Latn", + "gnn_Latn", + "gnw_Latn", + "gof_Ethi", + "gof_Latn", + "gog_Latn", + "goh_Latn", + "gom_Deva", + "gom_Latn", + "gor_Latn", + "gos_Latn", + "got_Goth", + "gqr_Latn", + "grc_Grek", + "grt_Beng", + "gso_Latn", + "gsw_Latn", + "gub_Latn", + "guc_Latn", + "gug_Latn", + "guh_Latn", + "gui_Latn", + "guj_Gujr", + "guj_Latn", + "guk_Ethi", + "gul_Latn", + "gum_Latn", + "gun_Latn", + "guo_Latn", + "guq_Latn", + "gur_Latn", + "guw_Latn", + "gux_Latn", + "guz_Latn", + "gvc_Latn", + "gvf_Latn", + "gvl_Latn", + "gvn_Latn", + "gwi_Latn", + "gym_Latn", + "gyr_Latn", + "hac_Arab", + "hae_Latn", + "hag_Latn", + "hak_Hani", + "hak_Latn", + "hat_Latn", + "hau_Latn", + "hav_Latn", + "haw_Latn", + "hay_Latn", + "hbo_Hebr", + "hch_Latn", + "heb_Hebr", + "heg_Latn", + "heh_Latn", + "her_Latn", + "hif_Latn", + "hig_Latn", + "hil_Latn", + "hin_Deva", + "hin_Latn", + "hix_Latn", + "hla_Latn", + "hmo_Latn", + "hmr_Latn", + "hne_Deva", + "hnj_Latn", + "hnn_Latn", + "hns_Latn", + "hop_Latn", + "hot_Latn", + "hra_Latn", + "hrv_Latn", + "hrx_Latn", + "hsb_Latn", + "hto_Latn", + "hub_Latn", + "hui_Latn", + "hun_Latn", + "hus_Latn", + "huu_Latn", + "huv_Latn", + "hvn_Latn", + "hwc_Latn", + "hye_Armn", + "hyw_Armn", + "ian_Latn", + "iba_Latn", + "ibg_Latn", + "ibo_Latn", + "icr_Latn", + "ido_Latn", + "idu_Latn", + "ifb_Latn", + "ife_Latn", + "ifk_Latn", + "ifu_Latn", + "ify_Latn", + "ige_Latn", + "ign_Latn", + "ike_Cans", + "ikk_Latn", + "ikt_Latn", + "ikw_Latn", + "ile_Latn", + "ilo_Latn", + "imo_Latn", + "ina_Latn", + "inb_Latn", + "ind_Latn", + "inh_Cyrl", + "ino_Latn", + "iou_Latn", + "ipi_Latn", + "irk_Latn", + "isd_Latn", + "ish_Latn", + "isl_Latn", + "iso_Latn", + "ita_Latn", + "itv_Latn", + "ium_Latn", + "ivv_Latn", + "iws_Latn", + "ixl_Latn", + "izr_Latn", + "izz_Latn", + "jac_Latn", + "jae_Latn", + "jam_Latn", + "jav_Latn", + "jbo_Latn", + "jbu_Latn", + "jic_Latn", + "jiv_Latn", + "jpn_Jpan", + "jra_Latn", + "jvn_Latn", + "kaa_Cyrl", + "kaa_Latn", + "kab_Latn", + "kac_Latn", + "kal_Latn", + "kam_Latn", + "kan_Knda", + "kan_Latn", + "kao_Latn", + "kaq_Latn", + "kas_Arab", + "kas_Deva", + "kat_Geor", + "kaz_Cyrl", + "kbc_Latn", + "kbd_Cyrl", + "kbh_Latn", + "kbm_Latn", + "kbp_Latn", + "kbq_Latn", + "kbr_Latn", + "kby_Latn", + "kca_Cyrl", + "kcg_Latn", + "kck_Latn", + "kdc_Latn", + "kde_Latn", + "kdh_Latn", + "kdi_Latn", + "kdl_Latn", + "kea_Latn", + "kek_Latn", + "ken_Latn", + "keo_Latn", + "kew_Latn", + "kez_Latn", + "kff_Telu", + "kgf_Latn", + "kgk_Latn", + "kgp_Latn", + "kha_Latn", + "khk_Cyrl", + "khm_Khmr", + "khs_Latn", + "khz_Latn", + "kij_Latn", + "kik_Latn", + "kin_Latn", + "kir_Cyrl", + "kiu_Latn", + "kix_Latn", + "kjb_Latn", + "kje_Latn", + "kjh_Cyrl", + "kjs_Latn", + "kkc_Latn", + "kki_Latn", + "kkj_Latn", + "kkl_Latn", + "klt_Latn", + "klv_Latn", + "kmb_Latn", + "kmg_Latn", + "kmh_Latn", + "kmk_Latn", + "kmm_Latn", + "kmo_Latn", + "kmr_Cyrl", + "kmr_Latn", + "kms_Latn", + "kmu_Latn", + "kmy_Latn", + "knc_Arab", + "knc_Latn", + "kne_Latn", + "knf_Latn", + "kng_Latn", + "knj_Latn", + "knk_Latn", + "knv_Latn", + "koi_Cyrl", + "koo_Latn", + "kor_Hang", + "kos_Latn", + "kpe_Latn", + "kpf_Latn", + "kpg_Latn", + "kpj_Latn", + "kpr_Latn", + "kpv_Cyrl", + "kpw_Latn", + "kpx_Latn", + "kpz_Latn", + "kqc_Latn", + "kqe_Latn", + "kqf_Latn", + "kqn_Latn", + "kqp_Latn", + "kqw_Latn", + "krc_Cyrl", + "kri_Latn", + "krj_Latn", + "krl_Latn", + "kru_Deva", + "ksc_Latn", + "ksd_Latn", + "ksh_Latn", + "ksp_Latn", + "ksr_Latn", + "kss_Latn", + "ksw_Mymr", + "ktj_Latn", + "kto_Latn", + "ktu_Latn", + "ktz_Latn", + "kua_Latn", + "kud_Latn", + "kue_Latn", + "kum_Cyrl", + "kup_Latn", + "kus_Latn", + "kvg_Latn", + "kvn_Latn", + "kwd_Latn", + "kwf_Latn", + "kwi_Latn", + "kwj_Latn", + "kwn_Latn", + "kwy_Latn", + "kxc_Ethi", + "kxw_Latn", + "kyc_Latn", + "kyf_Latn", + "kyg_Latn", + "kyq_Latn", + "kyu_Kali", + "kyz_Latn", + "kze_Latn", + "kzj_Latn", + "lac_Latn", + "lad_Hebr", + "lad_Latn", + "lai_Latn", + "laj_Latn", + "lam_Latn", + "lao_Laoo", + "lat_Latn", + "lbb_Latn", + "lbe_Cyrl", + "lbj_Tibt", + "lbk_Latn", + "lcm_Latn", + "lcp_Thai", + "ldi_Latn", + "lee_Latn", + "lef_Latn", + "leh_Latn", + "leu_Latn", + "lew_Latn", + "lex_Latn", + "lez_Cyrl", + "lfn_Cyrl", + "lfn_Latn", + "lgg_Latn", + "lgl_Latn", + "lhu_Latn", + "lia_Latn", + "lid_Latn", + "lif_Deva", + "lif_Limb", + "lij_Latn", + "lim_Latn", + "lin_Latn", + "lip_Latn", + "lis_Lisu", + "lit_Latn", + "liv_Latn", + "ljp_Latn", + "lki_Arab", + "lld_Latn", + "llg_Latn", + "lmk_Latn", + "lmo_Latn", + "lmp_Latn", + "lnd_Latn", + "log_Latn", + "loq_Latn", + "loz_Latn", + "lrc_Arab", + "lsi_Latn", + "lsm_Latn", + "ltg_Latn", + "ltz_Latn", + "lua_Latn", + "lub_Latn", + "luc_Latn", + "lue_Latn", + "lug_Latn", + "lun_Latn", + "luo_Latn", + "lus_Latn", + "lvs_Latn", + "lwg_Latn", + "lwo_Latn", + "lww_Latn", + "lzh_Hani", + "maa_Latn", + "mad_Latn", + "mag_Deva", + "mah_Latn", + "mai_Deva", + "maj_Latn", + "mak_Latn", + "mal_Latn", + "mal_Mlym", + "mam_Latn", + "maq_Latn", + "mar_Deva", + "mar_Latn", + "mas_Latn", + "mau_Latn", + "mav_Latn", + "maz_Latn", + "mbb_Latn", + "mbc_Latn", + "mbd_Latn", + "mbf_Latn", + "mbh_Latn", + "mbi_Latn", + "mbj_Latn", + "mbl_Latn", + "mbs_Latn", + "mbt_Latn", + "mca_Latn", + "mcb_Latn", + "mcd_Latn", + "mcf_Latn", + "mck_Latn", + "mco_Latn", + "mcp_Latn", + "mcq_Latn", + "mcu_Latn", + "mdf_Cyrl", + "mdy_Ethi", + "med_Latn", + "mee_Latn", + "mej_Latn", + "mek_Latn", + "men_Latn", + "meq_Latn", + "mer_Latn", + "meu_Latn", + "mfe_Latn", + "mfi_Latn", + "mfq_Latn", + "mfy_Latn", + "mfz_Latn", + "mgh_Latn", + "mgr_Latn", + "mhi_Latn", + "mhl_Latn", + "mhr_Cyrl", + "mhx_Latn", + "mib_Latn", + "mic_Latn", + "mie_Latn", + "mif_Latn", + "mig_Latn", + "mih_Latn", + "mil_Latn", + "mim_Latn", + "min_Latn", + "mio_Latn", + "mip_Latn", + "miq_Latn", + "mir_Latn", + "mit_Latn", + "miy_Latn", + "miz_Latn", + "mjc_Latn", + "mjw_Latn", + "mkd_Cyrl", + "mkl_Latn", + "mkn_Latn", + "mks_Latn", + "mlh_Latn", + "mlp_Latn", + "mlt_Latn", + "mlu_Latn", + "mmn_Latn", + "mmo_Latn", + "mmx_Latn", + "mna_Latn", + "mnb_Latn", + "mni_Beng", + "mni_Latn", + "mni_Mtei", + "mnk_Latn", + "mns_Cyrl", + "mnw_Mymr", + "mnx_Latn", + "mny_Latn", + "mog_Latn", + "moh_Latn", + "mop_Latn", + "mor_Latn", + "mos_Latn", + "mox_Latn", + "mph_Latn", + "mpm_Latn", + "mpp_Latn", + "mps_Latn", + "mpt_Latn", + "mpx_Latn", + "mqb_Latn", + "mqj_Latn", + "mqy_Latn", + "mri_Latn", + "mrj_Cyrl", + "mrq_Latn", + "mrw_Latn", + "msb_Latn", + "msk_Latn", + "msy_Latn", + "mta_Latn", + "mti_Latn", + "mto_Latn", + "mtp_Latn", + "muh_Latn", + "mui_Latn", + "mup_Deva", + "mur_Latn", + "mus_Latn", + "mux_Latn", + "muy_Latn", + "mva_Latn", + "mvn_Latn", + "mvp_Latn", + "mwc_Latn", + "mwl_Latn", + "mwn_Latn", + "mwp_Latn", + "mwq_Latn", + "mwv_Latn", + "mww_Latn", + "mxb_Latn", + "mxp_Latn", + "mxq_Latn", + "mxt_Latn", + "mxv_Latn", + "mya_Mymr", + "myk_Latn", + "myu_Latn", + "myv_Cyrl", + "myw_Latn", + "myx_Latn", + "myy_Latn", + "mza_Latn", + "mzh_Latn", + "mzk_Latn", + "mzn_Arab", + "mzw_Latn", + "mzz_Latn", + "naf_Latn", + "nah_Latn", + "nak_Latn", + "nan_Hani", + "nan_Latn", + "nap_Latn", + "naq_Latn", + "nas_Latn", + "nav_Latn", + "nba_Latn", + "nbe_Latn", + "nbl_Latn", + "nbq_Latn", + "nbu_Latn", + "nca_Latn", + "nch_Latn", + "ncj_Latn", + "ncl_Latn", + "ncq_Laoo", + "ncu_Latn", + "ncx_Latn", + "ndc_Latn", + "nde_Latn", + "ndh_Latn", + "ndo_Latn", + "nds_Latn", + "neb_Latn", + "new_Deva", + "nfa_Latn", + "nfr_Latn", + "ngl_Latn", + "ngp_Latn", + "ngu_Latn", + "nhe_Latn", + "nhg_Latn", + "nhi_Latn", + "nho_Latn", + "nhr_Latn", + "nhu_Latn", + "nhw_Latn", + "nhx_Latn", + "nhy_Latn", + "nia_Latn", + "nif_Latn", + "nii_Latn", + "nij_Latn", + "nim_Latn", + "nin_Latn", + "niu_Latn", + "niy_Latn", + "njb_Latn", + "njm_Latn", + "njn_Latn", + "njo_Latn", + "njz_Latn", + "nko_Latn", + "nld_Latn", + "nlg_Latn", + "nmf_Latn", + "nmo_Latn", + "nmz_Latn", + "nnb_Latn", + "nno_Latn", + "nnq_Latn", + "nnw_Latn", + "noa_Latn", + "nob_Latn", + "nod_Thai", + "nog_Cyrl", + "non_Latn", + "nop_Latn", + "not_Latn", + "nou_Latn", + "nov_Latn", + "nph_Latn", + "npi_Deva", + "npi_Latn", + "npl_Latn", + "npy_Latn", + "nqo_Nkoo", + "nre_Latn", + "nrf_Latn", + "nrm_Latn", + "nse_Latn", + "nsm_Latn", + "nsn_Latn", + "nso_Latn", + "nss_Latn", + "nsu_Latn", + "ntp_Latn", + "ntr_Latn", + "ntu_Latn", + "nuj_Latn", + "nus_Latn", + "nuy_Latn", + "nvm_Latn", + "nwi_Latn", + "nya_Latn", + "nyf_Latn", + "nyn_Latn", + "nyo_Latn", + "nyu_Latn", + "nyy_Latn", + "nzi_Latn", + "nzm_Latn", + "obo_Latn", + "oci_Latn", + "ogo_Latn", + "ojb_Cans", + "ojb_Latn", + "oke_Latn", + "okv_Latn", + "old_Latn", + "olo_Latn", + "omw_Latn", + "ong_Latn", + "ons_Latn", + "opm_Latn", + "orv_Cyrl", + "ory_Latn", + "ory_Orya", + "oss_Cyrl", + "ota_Arab", + "ote_Latn", + "otm_Latn", + "oto_Latn", + "otq_Latn", + "ots_Latn", + "otw_Latn", + "ozm_Latn", + "pab_Latn", + "pad_Latn", + "pag_Latn", + "pah_Latn", + "pam_Latn", + "pan_Guru", + "pan_Latn", + "pao_Latn", + "pap_Latn", + "pau_Latn", + "pbb_Latn", + "pbt_Arab", + "pcd_Latn", + "pck_Latn", + "pcm_Latn", + "pdc_Latn", + "pdt_Latn", + "pem_Latn", + "pfl_Latn", + "pib_Latn", + "pio_Latn", + "pir_Latn", + "pis_Latn", + "pjt_Latn", + "plg_Latn", + "pls_Latn", + "plt_Latn", + "plu_Latn", + "plw_Latn", + "pma_Latn", + "pmf_Latn", + "pmq_Latn", + "pms_Latn", + "pnb_Arab", + "pnt_Grek", + "poe_Latn", + "poh_Latn", + "poi_Latn", + "pol_Latn", + "pon_Latn", + "por_Latn", + "pot_Latn", + "pov_Latn", + "poy_Latn", + "ppk_Latn", + "ppo_Latn", + "prf_Latn", + "prg_Latn", + "pri_Latn", + "ptp_Latn", + "ptu_Latn", + "pwg_Latn", + "pwn_Latn", + "pxm_Latn", + "qub_Latn", + "quc_Latn", + "quf_Latn", + "qug_Latn", + "quh_Latn", + "qup_Latn", + "quw_Latn", + "quy_Latn", + "quz_Latn", + "qva_Latn", + "qvc_Latn", + "qve_Latn", + "qvh_Latn", + "qvi_Latn", + "qvm_Latn", + "qvn_Latn", + "qvs_Latn", + "qvw_Latn", + "qvz_Latn", + "qwh_Latn", + "qxh_Latn", + "qxl_Latn", + "qxn_Latn", + "qxo_Latn", + "qxr_Latn", + "rad_Latn", + "rai_Latn", + "rap_Latn", + "rar_Latn", + "rav_Deva", + "raw_Latn", + "rcf_Latn", + "rej_Latn", + "rgu_Latn", + "rhg_Latn", + "ria_Latn", + "rim_Latn", + "rkb_Latn", + "rki_Mymr", + "rmc_Latn", + "rml_Latn", + "rmn_Cyrl", + "rmn_Grek", + "rmn_Latn", + "rmo_Latn", + "rmq_Latn", + "rmy_Cyrl", + "rmy_Latn", + "rnd_Latn", + "rng_Latn", + "roh_Latn", + "ron_Cyrl", + "ron_Latn", + "roo_Latn", + "rop_Latn", + "row_Latn", + "rro_Latn", + "rtm_Latn", + "rub_Latn", + "rue_Cyrl", + "ruf_Latn", + "rug_Latn", + "run_Latn", + "rup_Latn", + "rus_Cyrl", + "rwo_Latn", + "sab_Latn", + "sag_Latn", + "sah_Cyrl", + "san_Deva", + "san_Latn", + "sas_Latn", + "sat_Latn", + "sat_Olck", + "sba_Latn", + "sbe_Latn", + "sbl_Latn", + "sby_Latn", + "sck_Deva", + "scn_Latn", + "sco_Latn", + "sda_Latn", + "sdc_Latn", + "sdh_Arab", + "seh_Latn", + "ses_Latn", + "sey_Latn", + "sfw_Latn", + "sgb_Latn", + "sgc_Latn", + "sgh_Cyrl", + "sgs_Latn", + "sgw_Ethi", + "sgz_Latn", + "shi_Latn", + "shn_Mymr", + "shp_Latn", + "sid_Latn", + "sig_Latn", + "sil_Latn", + "sim_Latn", + "sin_Sinh", + "sja_Latn", + "skg_Latn", + "skr_Arab", + "slk_Latn", + "sll_Latn", + "slv_Latn", + "sma_Latn", + "sme_Latn", + "smj_Latn", + "smk_Latn", + "sml_Latn", + "smn_Latn", + "smo_Latn", + "sms_Latn", + "sna_Latn", + "snc_Latn", + "snd_Arab", + "snd_Deva", + "snd_Latn", + "snf_Latn", + "snn_Latn", + "snp_Latn", + "snw_Latn", + "sny_Latn", + "som_Latn", + "sop_Latn", + "soq_Latn", + "sot_Latn", + "soy_Latn", + "spa_Latn", + "spl_Latn", + "spm_Latn", + "spp_Latn", + "sps_Latn", + "spy_Latn", + "srd_Latn", + "srm_Latn", + "srn_Latn", + "srp_Cyrl", + "srp_Latn", + "srq_Latn", + "srr_Latn", + "ssd_Latn", + "ssg_Latn", + "ssw_Latn", + "ssx_Latn", + "stp_Latn", + "stq_Latn", + "sua_Latn", + "suc_Latn", + "sue_Latn", + "suk_Latn", + "sun_Latn", + "sur_Latn", + "sus_Arab", + "sus_Latn", + "suz_Deva", + "swc_Latn", + "swe_Latn", + "swg_Latn", + "swh_Latn", + "swp_Latn", + "sxb_Latn", + "sxn_Latn", + "syb_Latn", + "syc_Syrc", + "syl_Beng", + "syl_Latn", + "szb_Latn", + "szl_Latn", + "szy_Latn", + "tab_Cyrl", + "tac_Latn", + "tah_Latn", + "taj_Deva", + "tam_Latn", + "tam_Taml", + "taq_Latn", + "taq_Tfng", + "tar_Latn", + "tat_Cyrl", + "tat_Latn", + "tav_Latn", + "taw_Latn", + "tay_Latn", + "tbc_Latn", + "tbg_Latn", + "tbo_Latn", + "tby_Latn", + "tbz_Latn", + "tca_Latn", + "tcf_Latn", + "tcs_Latn", + "tcy_Knda", + "tcz_Latn", + "tdt_Latn", + "ted_Latn", + "tee_Latn", + "tel_Latn", + "tel_Telu", + "tem_Latn", + "teo_Latn", + "ter_Latn", + "tet_Latn", + "tew_Latn", + "tfr_Latn", + "tgk_Cyrl", + "tgo_Latn", + "tgp_Latn", + "tha_Thai", + "thk_Latn", + "thl_Deva", + "tif_Latn", + "tih_Latn", + "tim_Latn", + "tir_Ethi", + "tiv_Latn", + "tiy_Latn", + "tkl_Latn", + "tkr_Cyrl", + "tku_Latn", + "tlf_Latn", + "tlh_Latn", + "tll_Latn", + "tly_Latn", + "tmd_Latn", + "tna_Latn", + "tnc_Latn", + "tnk_Latn", + "tnn_Latn", + "tnp_Latn", + "tob_Latn", + "toc_Latn", + "tod_Latn", + "tog_Latn", + "toh_Latn", + "toi_Latn", + "toj_Latn", + "tok_Latn", + "ton_Latn", + "too_Latn", + "top_Latn", + "tos_Latn", + "tpa_Latn", + "tpi_Latn", + "tpm_Latn", + "tpp_Latn", + "tpt_Latn", + "tpz_Latn", + "trc_Latn", + "trn_Latn", + "trp_Latn", + "trq_Latn", + "trv_Latn", + "tsc_Latn", + "tsg_Latn", + "tsn_Latn", + "tso_Latn", + "tsw_Latn", + "tsz_Latn", + "ttc_Latn", + "tte_Latn", + "ttj_Latn", + "tuc_Latn", + "tue_Latn", + "tuf_Latn", + "tui_Latn", + "tuk_Arab", + "tuk_Cyrl", + "tuk_Latn", + "tum_Latn", + "tuo_Latn", + "tur_Latn", + "tuv_Latn", + "tvk_Latn", + "tvl_Latn", + "twi_Latn", + "twu_Latn", + "txq_Latn", + "txu_Latn", + "tyv_Cyrl", + "tzh_Latn", + "tzj_Latn", + "tzm_Tfng", + "tzo_Latn", + "ubr_Latn", + "ubu_Latn", + "udm_Cyrl", + "udu_Latn", + "uig_Arab", + "uig_Cyrl", + "uig_Latn", + "ukr_Cyrl", + "umb_Latn", + "und_Bali", + "und_Bamu", + "und_Bopo", + "und_Cans", + "und_Cher", + "und_Cyrl", + "und_Deva", + "und_Egyp", + "und_Ethi", + "und_Geor", + "und_Goth", + "und_Grek", + "und_Hebr", + "und_Hluw", + "und_Hung", + "und_Kana", + "und_Khmr", + "und_Lana", + "und_Laoo", + "und_Lina", + "und_Mlym", + "und_Mong", + "und_Mymr", + "und_Newa", + "und_Orya", + "und_Shaw", + "und_Sylo", + "und_Syrc", + "und_Taml", + "und_Tang", + "und_Telu", + "und_Thaa", + "und_Thai", + "und_Tibt", + "und_Vaii", + "und_Xsux", + "und_Yiii", + "upv_Latn", + "ura_Latn", + "urb_Latn", + "urd_Arab", + "urd_Latn", + "urh_Latn", + "urk_Thai", + "urt_Latn", + "usa_Latn", + "usp_Latn", + "uth_Latn", + "uvh_Latn", + "uvl_Latn", + "uzn_Cyrl", + "uzn_Latn", + "uzs_Arab", + "vap_Latn", + "var_Latn", + "vec_Latn", + "ven_Latn", + "vep_Latn", + "vid_Latn", + "vie_Latn", + "viv_Latn", + "vls_Latn", + "vmw_Latn", + "vmy_Latn", + "vol_Latn", + "vro_Latn", + "vun_Latn", + "waj_Latn", + "wal_Latn", + "wap_Latn", + "war_Latn", + "way_Latn", + "wba_Latn", + "wbm_Latn", + "wbp_Latn", + "wed_Latn", + "wer_Latn", + "whk_Latn", + "wib_Latn", + "wim_Latn", + "wiu_Latn", + "wln_Latn", + "wls_Latn", + "wlv_Latn", + "wmt_Latn", + "wmw_Latn", + "wnc_Latn", + "wnu_Latn", + "wol_Latn", + "wos_Latn", + "wrk_Latn", + "wrs_Latn", + "wsk_Latn", + "wuu_Hani", + "wuv_Latn", + "xal_Cyrl", + "xav_Latn", + "xbi_Latn", + "xbr_Latn", + "xed_Latn", + "xho_Latn", + "xla_Latn", + "xmf_Geor", + "xmm_Latn", + "xmv_Latn", + "xnn_Latn", + "xog_Latn", + "xon_Latn", + "xrb_Latn", + "xsi_Latn", + "xsm_Latn", + "xsr_Deva", + "xsu_Latn", + "xtd_Latn", + "xtm_Latn", + "xtn_Latn", + "xuo_Latn", + "yaa_Latn", + "yad_Latn", + "yal_Latn", + "yan_Latn", + "yao_Latn", + "yap_Latn", + "yaq_Latn", + "ybb_Latn", + "yby_Latn", + "ycn_Latn", + "ydd_Hebr", + "yka_Latn", + "yle_Latn", + "yli_Latn", + "yml_Latn", + "yom_Latn", + "yon_Latn", + "yor_Latn", + "yrb_Latn", + "yre_Latn", + "yrk_Cyrl", + "yrl_Latn", + "yss_Latn", + "yua_Latn", + "yue_Hani", + "yuj_Latn", + "yut_Latn", + "yuw_Latn", + "yva_Latn", + "zaa_Latn", + "zab_Latn", + "zac_Latn", + "zad_Latn", + "zae_Latn", + "zai_Latn", + "zam_Latn", + "zao_Latn", + "zar_Latn", + "zas_Latn", + "zat_Latn", + "zav_Latn", + "zaw_Latn", + "zdj_Latn", + "zea_Latn", + "zgh_Tfng", + "zia_Latn", + "ziw_Latn", + "zne_Latn", + "zom_Latn", + "zos_Latn", + "zpa_Latn", + "zpc_Latn", + "zpg_Latn", + "zpi_Latn", + "zpl_Latn", + "zpm_Latn", + "zpo_Latn", + "zpt_Latn", + "zpu_Latn", + "zpv_Latn", + "zpz_Latn", + "zsm_Latn", + "zsr_Latn", + "ztq_Latn", + "zty_Latn", + "zul_Latn", + "zyb_Latn", + "zyp_Latn" + ] +} \ No newline at end of file diff --git a/millid.py b/millid.py new file mode 100644 index 0000000000000000000000000000000000000000..b4fe2bea09865f32e9351eecd7f58d597de7270f --- /dev/null +++ b/millid.py @@ -0,0 +1,1529 @@ +# /// script +# requires-python = ">=3.10" +# dependencies = [ +# "torch>=2.4", +# "numpy", +# "pandas", +# "pyarrow", +# "huggingface_hub>=0.30", +# "safetensors", +# "fasttext-wheel", +# "wandb", +# "tyro>=0.8", +# ] +# /// +"""MillID: MultiLingual Language IDentifier. + +A byte-level, encoder-only transformer that names the language of a passage of text, over +the label set of baobabtech/millid-dataset (1,000+ language-script labels). + +One file, three uses: + + # train on Hugging Face Jobs, evaluate against GlotLID, push to the Hub + hf jobs uv run --flavor h200 --timeout 4h --secrets HF_TOKEN \\ + millid/millid.py train --dataset baobabtech/millid-dataset --push-to baobabtech/millid + + # evaluate a trained model + python millid.py evaluate --model baobabtech/millid --dataset baobabtech/millid-dataset + + # tune hyperparameters with a Weights & Biases sweep (agents run as Jobs too) + wandb sweep millid/sweep.yaml # prints ENTITY/PROJECT/SWEEP_ID + hf jobs uv run --flavor h200 --secrets HF_TOKEN --secrets WANDB_API_KEY \\ + millid/millid.py sweep-agent --sweep-id ENTITY/PROJECT/SWEEP_ID --count 6 + + # use it + from millid import MillID + model = MillID.from_pretrained("baobabtech/millid") + model.predict(["Lave men ou ak savon."], k=3) # [[("hat_Latn", 0.98), ...]] + +One universal encoding +---------------------- +Text: Unicode NFKC, whitespace collapsed, then UTF-8 bytes. Every script in every language is the +same 256 symbols, so there is no tokenizer to train, no vocabulary to outgrow and no unknown +token; a script the model has never seen is still bytes it can read. + +Labels: ISO 639-3 plus ISO 15924 script (`eng_Latn`, `amh_Ethi`), the dataset's labels.json +fixing label i to labels[i]. A model trained with extra sources keeps those ids and appends its +own labels after them. + +Architecture (ARCHITECTURE.md has the full design) +------------ + UTF-8 bytes, each embedded as byte + script + byte-in-character + hashed char 2/3/4-grams + -> depthwise convolution stem -> strided convolution (2 bytes per token) + -> N pre-norm blocks: RMSNorm, attention with RoPE, RMSNorm, SwiGLU + -> masked mean pooling -> language head (label + language + script vectors) + +Presets: tiny ~2M and small ~12M for trials, medium ~114M (default), large ~190M. + +The model is two parts, and the split is deliberate. `MillIDTextEncoder` turns bytes into one +d_model vector; `LanguageHead` turns a vector into a language. MillID v2 adds images: an image +encoder producing vectors in the same d_model space, fused with the text vector (or used alone +for a scan with no text layer) before the same head. Checkpoint keys are `text.*` and `head.*` +from v1 on, so v1 weights load into v2 unchanged. + +Configuration is CleanRL-style: each command is a typed dataclass (`TrainArgs`, ...) whose +fields are the flags and whose field docstrings are the help, parsed by tyro. `python millid.py +train --help` lists every setting; the resolved settings are saved with each run, in +config.json and in W&B. + +Tracking: with WANDB_API_KEY set (or --wandb-project), every run logs its hyperparameters, +training loss, learning rate, gradient norm and throughput, the validation curve, and the +final per-set metrics and per-language tables to Weights & Biases. +""" + +from __future__ import annotations + +import json +import math +import os +import random +import shutil +import sys +import time +import unicodedata +import zlib +from dataclasses import asdict, dataclass, field +from functools import lru_cache +from pathlib import Path +from typing import Literal + +import numpy as np +import torch +import torch.nn as nn +import torch.nn.functional as F + +# --- the universal text encoding --------------------------------------------------------- +# +# A passage becomes four aligned sequences, one entry per UTF-8 byte: +# +# ids the byte, shifted by OFFSET; CLS first +# script the Unicode script of the character the byte belongs to +# charpos 1 a one-byte character, 2 the first byte of a longer one, 3 a continuation byte +# ngrams hashed character n-grams of 2, 3 and 4 characters ending at the byte's character +# +# Bytes make every language the same 256 symbols. The other three tell the model what bytes +# alone hide: which writing system it is reading, where characters begin, and the character +# n-grams that fastText and GlotLID identify languages by. + +PAD, CLS, EOS = 0, 1, 2 +OFFSET = 3 # byte b is token b + OFFSET +VOCAB_SIZE = 256 + OFFSET +SCRIPT_BUCKETS = 512 +SCRIPT_COMMON = 1 # digits, punctuation, symbols, spaces: shared by every script +NGRAM_ORDERS = (2, 3, 4) + + +def normalize(text: str) -> str: + """NFKC folds what PDF text layers and keyboards differ on (ligatures, full-width forms, + Arabic presentation forms) without changing the language of anything. Runs of whitespace + become one space.""" + return " ".join(unicodedata.normalize("NFKC", str(text)).split()) + + +@lru_cache(maxsize=1 << 16) +def char_script(ch: str) -> int: + """The script of a letter or mark, as an id: the first word of its Unicode name (LATIN, + ETHIOPIC, DEVANAGARI, CJK, HANGUL, ADLAM...), hashed. Python has no Unicode script property; + the name's first word is the same grouping for letters and marks, and hashing keeps the ids + stable when a newer Unicode adds scripts.""" + if unicodedata.category(ch)[0] not in "LM": + return SCRIPT_COMMON + word = unicodedata.name(ch, "").split(" ", 1)[0] + if not word: + return SCRIPT_COMMON + return 2 + zlib.crc32(word.encode()) % (SCRIPT_BUCKETS - 2) + + +_SCRIPT_TABLE_SIZE = 0x40000 # planes 0 to 3, every script in use; beyond, char_script per character +_script_table: np.ndarray | None = None + + +def script_table() -> np.ndarray: + """char_script for every code point below 0x40000, built once per process (about a second). + Built before the DataLoader forks, the workers share it.""" + global _script_table + if _script_table is None: + uncached = char_script.__wrapped__ + _script_table = np.fromiter((uncached(chr(c)) for c in range(_SCRIPT_TABLE_SIZE)), dtype=np.int64, count=_SCRIPT_TABLE_SIZE) + return _script_table + + +# The n-gram hash: a polynomial over lowercased code points, read from the character back, +# then splitmix64, so neighbouring n-grams land in unrelated buckets. Before the passage every +# position holds _START, which no code point equals, so a word at the start of a passage has +# n-grams of its own. numpy's uint64 arithmetic wraps, which is the modulus. +_START = 0x110000 +_PRIME = np.uint64(0x100000001B3) +_MIX1, _MIX2 = np.uint64(0xBF58476D1CE4E5B9), np.uint64(0x94D049BB133111EB) +_ORDER_SEED = {n: np.uint64((0x9E3779B97F4A7C15 * n) & 0xFFFFFFFFFFFFFFFF) for n in NGRAM_ORDERS} + + +def _splitmix(x: np.ndarray) -> np.ndarray: + x = (x ^ (x >> np.uint64(30))) * _MIX1 + x = (x ^ (x >> np.uint64(27))) * _MIX2 + return x ^ (x >> np.uint64(31)) + + +def _codepoints(text: str) -> np.ndarray: + # "replace": a lone surrogate (broken PDF text) becomes "?", one code point for one + return np.frombuffer(text.encode("utf-32-le", "replace"), dtype=np.uint32) + + +_UTF8_LEAD = np.array([0, 0x00, 0xC0, 0xE0, 0xF0], dtype=np.int64) # by sequence length + + +def encode_batch( + texts: list[str], max_len: int = 256, ngram_buckets: int = 32768, rng: random.Random | None = None, pad_to: int | None = None +) -> dict[str, torch.Tensor]: + """Passages as the model's input: the four per-byte sequences, CLS first, padded to the + longest (or to pad_to, for the fixed shapes torch.compile wants), and the mask. A passage + longer than max_len bytes is cut to a window of whole characters: its start at inference, + a random place in training. + + The whole batch is one string, and every step one numpy operation over it, because the + training data workers run this for every batch: per passage it would be dozens of small + array operations, whose overhead is most of the cost.""" + texts = [normalize(t) for t in texts] + b, budget = len(texts), max_len - 1 + joined = "".join(texts) + cp = _codepoints(joined) + low = joined.lower() # lower() may lengthen a character; then keep the first of its lowercase + low = _codepoints(low) if len(low) == len(joined) else _codepoints("".join(ch.lower()[0] for ch in joined)) + lens = np.fromiter(map(len, texts), dtype=np.int64, count=b) + first = np.cumsum(lens) - lens # each passage's first character in cp + after = first + lens + sizes = (1 + (cp >= 0x80) + (cp >= 0x800) + (cp >= 0x10000)).astype(np.int64) # UTF-8 bytes per character + ends = np.concatenate([[0], np.cumsum(sizes)]) # ends[k]: the bytes before character k + + # Each passage's window, characters lo..hi-1 of cp. + lo = first.copy() + if rng is not None: + long = np.flatnonzero(ends[after] - ends[first] > budget) + if len(long): + last = np.searchsorted(ends, ends[after[long]] - budget, side="left") # the first start that fits the rest + u = np.array([rng.random() for _ in long]) + lo[long] += (u * (last - first[long])).astype(np.int64) # every start before `last` fills the window + hi = np.minimum(np.searchsorted(ends, ends[lo] + budget, side="right") - 1, after) + w = hi - lo + at = np.repeat(lo - (np.cumsum(w) - w), w) + np.arange(w.sum()) # every window character, in order + c = cp[at].astype(np.int64) + + inside = c < _SCRIPT_TABLE_SIZE + script = script_table()[np.where(inside, c, 0)] + for k in np.flatnonzero(~inside): + script[k] = char_script(chr(c[k])) + + # n-grams: the characters from this one back, _START before the start of its passage + into = at - np.repeat(first, w) + grams = np.empty((len(at), len(NGRAM_ORDERS)), dtype=np.int64) + h = np.zeros(len(at), dtype=np.uint64) + for n in range(1, max(NGRAM_ORDERS) + 1): + h = h * _PRIME + np.where(into >= n - 1, low[np.maximum(at - (n - 1), 0)], _START).astype(np.uint64) + if n in _ORDER_SEED: + grams[:, NGRAM_ORDERS.index(n)] = (_splitmix(h ^ _ORDER_SEED[n]) % np.uint64(ngram_buckets - 1)).astype(np.int64) + 1 + + # UTF-8, from the code points: byte k of an s-byte character + s = sizes[at] + cb, sb = np.repeat(c, s), np.repeat(s, s) + k = np.arange(len(cb)) - np.repeat(np.cumsum(s) - s, s) + shifted = cb >> (6 * (sb - 1 - k)) + raw = np.where(k == 0, shifted | _UTF8_LEAD[sb], (shifted & 0x3F) | 0x80) + charpos = np.where(sb == 1, 1, np.where(k == 0, 2, 3)) + + nb = ends[hi] - ends[lo] # bytes per passage + row = np.repeat(np.arange(b), nb) + col = 1 + np.arange(len(cb)) - np.repeat(np.cumsum(nb) - nb, nb) + width = max(1 + int(nb.max(initial=0)), pad_to or 0) + out = {name: np.zeros((b, width), dtype=np.int64) for name in ("ids", "script", "charpos")} + out["ngrams"] = np.zeros((b, width, len(NGRAM_ORDERS)), dtype=np.int64) + out["ids"][:, 0], out["script"][:, 0], out["charpos"][:, 0] = CLS, SCRIPT_COMMON, 1 + out["ids"][row, col] = raw + OFFSET + out["script"][row, col] = np.repeat(script, s) + out["charpos"][row, col] = charpos + out["ngrams"][row, col] = np.repeat(grams, s, axis=0) + out = {name: torch.from_numpy(v) for name, v in out.items()} + out["mask"] = out["ids"] != PAD + return out + + +@dataclass +class Encoded: + """One passage as four aligned arrays, one entry per byte, CLS first.""" + + ids: np.ndarray # [m] + script: np.ndarray # [m] + charpos: np.ndarray # [m] + ngrams: np.ndarray # [m, len(NGRAM_ORDERS)] + + +def encode(text: str, max_len: int = 256, ngram_buckets: int = 32768, rng: random.Random | None = None) -> Encoded: + """One passage, unpadded: encode_batch of one.""" + x = encode_batch([text], max_len, ngram_buckets, rng) + m = int(x["mask"][0].sum()) + return Encoded(*(x[name][0, :m].numpy() for name in ("ids", "script", "charpos", "ngrams"))) + + +def collate(items: list[Encoded]) -> dict[str, torch.Tensor]: + n, g = max(len(e.ids) for e in items), len(NGRAM_ORDERS) + ids = np.zeros((len(items), n), dtype=np.int64) + script = np.zeros_like(ids) + charpos = np.zeros_like(ids) + ngrams = np.zeros((len(items), n, g), dtype=np.int64) + for i, e in enumerate(items): + m = len(e.ids) + ids[i, :m], script[i, :m], charpos[i, :m], ngrams[i, :m] = e.ids, e.script, e.charpos, e.ngrams + out = {k: torch.from_numpy(v) for k, v in (("ids", ids), ("script", script), ("charpos", charpos), ("ngrams", ngrams))} + out["mask"] = out["ids"] != PAD + return out + + +# --- the universal label encoding -------------------------------------------------------- + + +@dataclass +class Labels: + labels: list[str] + aliases: dict[str, str] = field(default_factory=dict) + dropped: list[str] = field(default_factory=list) + + def __post_init__(self) -> None: + self.index = {lab: i for i, lab in enumerate(self.labels)} + + def __len__(self) -> int: + return len(self.labels) + + def canonical(self, label: str) -> str | None: + if label in self.dropped: + return None + return self.aliases.get(label, label) + + def extend(self, more) -> Labels: + """The same ids, with new labels appended after them.""" + new = sorted({lab for lab in more if lab not in self.index}) + return Labels(self.labels + new, self.aliases, self.dropped) + + @classmethod + def load(cls, path: Path) -> Labels: + d = json.loads(Path(path).read_text(encoding="utf-8")) + return cls(d["labels"], d.get("aliases", {}), d.get("dropped", [])) + + def save(self, path: Path, trained: set[str] | None = None) -> None: + d = { + "scheme": "ISO 639-3 language + '_' + ISO 15924 script, e.g. eng_Latn, amh_Ethi", + "text_encoding": "Unicode NFKC, whitespace collapsed, then UTF-8 bytes", + "labels": self.labels, + "aliases": self.aliases, + "dropped": self.dropped, + } + if trained is not None: + d["trained"] = sorted(trained) + Path(path).write_text(json.dumps(d, indent=1, ensure_ascii=False), encoding="utf-8") + + +# --- the model --------------------------------------------------------------------------- + + +@dataclass +class MillIDConfig: + num_labels: int = 0 + max_len: int = 256 + d_model: int = 768 + n_layers: int = 12 + n_heads: int = 12 + dropout: float = 0.1 + conv_kernel: int = 5 + downsample: int = 2 + ngram_buckets: int = 32768 + script_buckets: int = SCRIPT_BUCKETS + rope_theta: float = 10_000.0 + vocab_size: int = VOCAB_SIZE + modalities: tuple[str, ...] = ("text",) + model_type: str = "millid-byte-encoder" + + @property + def d_ff(self) -> int: + """SwiGLU width: 8/3 d, rounded to 64, the same parameters as a 4d GELU layer.""" + return max(64, round(8 * self.d_model / 3 / 64) * 64) + + +PRESETS = { + "tiny": dict(d_model=192, n_layers=3, n_heads=3, downsample=1, ngram_buckets=4096), + "small": dict(d_model=384, n_layers=6, n_heads=6, downsample=2, ngram_buckets=16384), + "medium": dict(d_model=768, n_layers=12, n_heads=12, downsample=2, ngram_buckets=32768), + "large": dict(d_model=1024, n_layers=12, n_heads=16, downsample=2, ngram_buckets=32768), +} + + +def rope_tables(n: int, head_dim: int, theta: float) -> tuple[torch.Tensor, torch.Tensor]: + inv = 1.0 / (theta ** (torch.arange(0, head_dim, 2).float() / head_dim)) + angles = torch.outer(torch.arange(n).float(), inv) + return angles.cos(), angles.sin() + + +def apply_rope(x: torch.Tensor, cos: torch.Tensor, sin: torch.Tensor) -> torch.Tensor: + """Rotate each pair of features by its position's angle (x: batch, heads, length, head_dim).""" + c = cos[: x.size(2)].to(x.dtype)[None, None] + s = sin[: x.size(2)].to(x.dtype)[None, None] + x1, x2 = x[..., 0::2], x[..., 1::2] + return torch.stack((x1 * c - x2 * s, x1 * s + x2 * c), dim=-1).flatten(-2) + + +class Attention(nn.Module): + def __init__(self, cfg: MillIDConfig): + super().__init__() + self.h = cfg.n_heads + self.hd = cfg.d_model // cfg.n_heads + self.qkv = nn.Linear(cfg.d_model, 3 * cfg.d_model, bias=False) + self.out = nn.Linear(cfg.d_model, cfg.d_model, bias=False) + self.p = cfg.dropout + + def forward(self, x, cos, sin, key_mask): + b, n, _ = x.shape + q, k, v = self.qkv(x).view(b, n, 3, self.h, self.hd).permute(2, 0, 3, 1, 4) + q, k = apply_rope(q, cos, sin), apply_rope(k, cos, sin) + y = F.scaled_dot_product_attention( + q, k, v, attn_mask=key_mask[:, None, None, :], dropout_p=self.p if self.training else 0.0 + ) + return self.out(y.transpose(1, 2).reshape(b, n, -1)) + + +class SwiGLU(nn.Module): + def __init__(self, cfg: MillIDConfig): + super().__init__() + self.w1 = nn.Linear(cfg.d_model, cfg.d_ff, bias=False) + self.w3 = nn.Linear(cfg.d_model, cfg.d_ff, bias=False) + self.w2 = nn.Linear(cfg.d_ff, cfg.d_model, bias=False) + self.drop = nn.Dropout(cfg.dropout) + + def forward(self, x): + return self.w2(self.drop(F.silu(self.w1(x)) * self.w3(x))) + + +class Block(nn.Module): + """Pre-norm: RMSNorm, attention with RoPE, residual; RMSNorm, SwiGLU, residual.""" + + def __init__(self, cfg: MillIDConfig): + super().__init__() + self.norm1 = nn.RMSNorm(cfg.d_model) + self.attn = Attention(cfg) + self.norm2 = nn.RMSNorm(cfg.d_model) + self.ffn = SwiGLU(cfg) + self.drop = nn.Dropout(cfg.dropout) + + def forward(self, x, cos, sin, key_mask): + x = x + self.drop(self.attn(self.norm1(x), cos, sin, key_mask)) + return x + self.drop(self.ffn(self.norm2(x))) + + +class MillIDTextEncoder(nn.Module): + """A passage's four byte sequences to one d_model vector: the representation a future image + branch is fused with.""" + + def __init__(self, cfg: MillIDConfig): + super().__init__() + d = cfg.d_model + self.byte_emb = nn.Embedding(cfg.vocab_size, d, padding_idx=PAD) + self.script_emb = nn.Embedding(cfg.script_buckets, d, padding_idx=PAD) + self.charpos_emb = nn.Embedding(4, d, padding_idx=PAD) + self.ngram_emb = nn.Embedding(cfg.ngram_buckets, d, padding_idx=PAD) + # Depthwise over each feature, then mixed: n-grams of conv_kernel bytes, per position. + self.stem = nn.Sequential( + nn.Conv1d(d, d, cfg.conv_kernel, padding=cfg.conv_kernel // 2, groups=d), + nn.GELU(), + nn.Conv1d(d, d, 1), + ) + # Then every `downsample` bytes become one token: the transformer reads half as many. + self.r = cfg.downsample + self.down = nn.Conv1d(d, d, self.r, stride=self.r) if self.r > 1 else None + self.blocks = nn.ModuleList(Block(cfg) for _ in range(cfg.n_layers)) + self.norm = nn.RMSNorm(d) + cos, sin = rope_tables(cfg.max_len // self.r + 2, d // cfg.n_heads, cfg.rope_theta) + self.register_buffer("cos", cos, persistent=False) + self.register_buffer("sin", sin, persistent=False) + + def tokens(self, batch: dict[str, torch.Tensor]) -> tuple[torch.Tensor, torch.Tensor]: + """Every token's vector after the last layer, and which tokens are real.""" + mask = batch["mask"] + x = ( + self.byte_emb(batch["ids"]) + + self.script_emb(batch["script"]) + + self.charpos_emb(batch["charpos"]) + + self.ngram_emb(batch["ngrams"]).sum(2) + ) + m = mask.unsqueeze(-1).to(x.dtype) + x = (x + self.stem((x * m).transpose(1, 2)).transpose(1, 2)) * m + if self.down is not None: + pad = (-x.size(1)) % self.r + if pad: + x, mask = F.pad(x, (0, 0, 0, pad)), F.pad(mask, (0, pad)) + x = self.down(x.transpose(1, 2)).transpose(1, 2) + mask = mask.view(mask.size(0), -1, self.r).any(-1) + for block in self.blocks: + x = block(x, self.cos, self.sin, mask) + return self.norm(x), mask + + def forward(self, batch: dict[str, torch.Tensor]) -> torch.Tensor: + x, mask = self.tokens(batch) + m = mask.unsqueeze(-1).to(x.dtype) + return (x * m).sum(1) / m.sum(1).clamp(min=1.0) + + +class LanguageHead(nn.Module): + """A vector to a score per language, shared by every modality. + + Each language's vector is built from its parts: its own, its language's (shared by + `srp_Cyrl` and `srp_Latn`) and its script's (shared by every Ethiopic-script language). A + language with little data borrows from what it shares, and `language_vectors()` are the + learned language embeddings themselves. + """ + + def __init__(self, cfg: MillIDConfig, labels: list[str]): + super().__init__() + codes = sorted({lab.split("_", 1)[0] for lab in labels}) + scripts = sorted({lab.split("_", 1)[1] if "_" in lab else "" for lab in labels}) + code_id = {c: i for i, c in enumerate(codes)} + script_id = {sc: i for i, sc in enumerate(scripts)} + self.register_buffer("code_of", torch.tensor([code_id[lab.split("_", 1)[0]] for lab in labels])) + self.register_buffer( + "script_of", torch.tensor([script_id[lab.split("_", 1)[1] if "_" in lab else ""] for lab in labels]) + ) + d = cfg.d_model + self.label_emb = nn.Embedding(len(labels), d) + self.code_emb = nn.Embedding(len(codes), d) + self.script_emb = nn.Embedding(len(scripts), d) + self.bias = nn.Parameter(torch.zeros(len(labels))) + self.drop = nn.Dropout(cfg.dropout) + + def language_vectors(self) -> torch.Tensor: + return self.label_emb.weight + self.code_emb(self.code_of) + self.script_emb(self.script_of) + + def forward(self, z: torch.Tensor) -> torch.Tensor: + return F.linear(self.drop(z), self.language_vectors(), self.bias) + + +class MillIDEncoder(nn.Module): + def __init__(self, cfg: MillIDConfig, labels: list[str]): + super().__init__() + self.cfg = cfg + self.text = MillIDTextEncoder(cfg) + self.head = LanguageHead(cfg, labels) + self.apply(self._init) + # Each residual branch's last projection starts small, so a deep stack starts close to + # the identity (GPT-2's scaling). + for block in self.text.blocks: + for w in (block.attn.out.weight, block.ffn.w2.weight): + nn.init.normal_(w, std=0.02 / math.sqrt(2 * cfg.n_layers)) + + @staticmethod + def _init(m: nn.Module) -> None: + if isinstance(m, nn.Linear): + nn.init.normal_(m.weight, std=0.02) + if m.bias is not None: + nn.init.zeros_(m.bias) + elif isinstance(m, nn.Embedding): + nn.init.normal_(m.weight, std=0.02) + if m.padding_idx is not None: + with torch.no_grad(): + m.weight[m.padding_idx].zero_() + + def embed(self, batch: dict[str, torch.Tensor]) -> torch.Tensor: + """The passage as one vector, before the head: for similarity, clustering, fusion.""" + return self.text(batch) + + def forward(self, batch: dict[str, torch.Tensor]) -> torch.Tensor: + return self.head(self.text(batch)) + + +class MillID: + """A trained model, ready to answer: ranked (label, probability) per text.""" + + def __init__(self, model: MillIDEncoder, labels: Labels, trained: set[str] | None = None, device: str | None = None): + self.device = device or ("cuda" if torch.cuda.is_available() else "cpu") + self.model = model.to(self.device).eval() + self.labels = labels + # Logits of labels the model never saw a passage of are not answers. + self.trained = trained or set(labels.labels) + keep = torch.tensor([lab in self.trained for lab in labels.labels], device=self.device) + self.bias = torch.where(keep, 0.0, float("-inf")) + + @classmethod + def from_pretrained(cls, path_or_repo: str, device: str | None = None) -> MillID: + from safetensors.torch import load_file + + path = Path(path_or_repo) + if not path.exists(): + from huggingface_hub import snapshot_download + + path = Path(snapshot_download(path_or_repo, allow_patterns=["config.json", "labels.json", "model.safetensors"])) + cfg = MillIDConfig(**json.loads((path / "config.json").read_text())["model"]) + meta = json.loads((path / "labels.json").read_text(encoding="utf-8")) + labels = Labels(meta["labels"], meta.get("aliases", {}), meta.get("dropped", [])) + model = MillIDEncoder(cfg, labels.labels) + model.load_state_dict(load_file(str(path / "model.safetensors"))) + return cls(model, labels, set(meta.get("trained", meta["labels"])), device) + + def batch(self, texts: list[str]) -> dict[str, torch.Tensor]: + cfg = self.model.cfg + b = encode_batch(texts, cfg.max_len, cfg.ngram_buckets) + return {k: v.to(self.device) for k, v in b.items()} + + @torch.no_grad() + def predict(self, texts: list[str], k: int = 5, batch_size: int = 512) -> list[list[tuple[str, float]]]: + out = [] + for i in range(0, len(texts), batch_size): + with torch.autocast(self.device, dtype=torch.bfloat16, enabled=self.device == "cuda"): + logits = self.model(self.batch(texts[i : i + batch_size])).float() + probs = F.softmax(logits + self.bias, dim=-1) + p, idx = probs.topk(k, dim=-1) + for pr, ix in zip(p.tolist(), idx.tolist(), strict=True): + out.append([(self.labels.labels[j], v) for j, v in zip(ix, pr, strict=True)]) + return out + + @torch.no_grad() + def embed(self, texts: list[str]) -> torch.Tensor: + """Passage vectors, B x d_model.""" + return self.model.embed(self.batch(texts)).float().cpu() + + +# --- metrics (the same definitions as scripts/metrics.py, tested there) ----------------- + + +def per_language(true: list[str], pred: list[str]): + import pandas as pd + + t, p = pd.Series(list(true)), pd.Series(list(pred)) + n = len(t) + out = pd.DataFrame({"support": t.value_counts()}) + out["tp"] = t[t.values == p.values].value_counts().reindex(out.index, fill_value=0) + out["fp"] = p.value_counts().reindex(out.index, fill_value=0) - out["tp"] + out["fn"] = out["support"] - out["tp"] + out["tn"] = n - out["tp"] - out["fp"] - out["fn"] + with np.errstate(divide="ignore", invalid="ignore"): + out["precision"] = np.where(out["tp"] + out["fp"] > 0, out["tp"] / (out["tp"] + out["fp"]), 0.0) + out["recall"] = out["tp"] / out["support"] + pr = out["precision"] + out["recall"] + out["f1"] = np.where(pr > 0, 2 * out["precision"] * out["recall"] / pr, 0.0) + out["specificity"] = out["tn"] / (out["tn"] + out["fp"]) + out["fp_per_million"] = out["fp"] / (n - out["support"]) * 1e6 + out["sensitivity"] = out["recall"] + out.index.name = "label" + return out.sort_index() + + +def summarize(table, true: list[str], ranked: list[list[str]]) -> dict: + n = max(1, len(true)) + s = {f"top{k}_accuracy": sum(t in r[:k] for t, r in zip(true, ranked, strict=True)) / n for k in (1, 3, 5)} + w = table["support"] / table["support"].sum() + s.update( + passages=int(table["support"].sum()), + languages=int(len(table)), + macro_precision=float(table["precision"].mean()), + macro_recall=float(table["recall"].mean()), + macro_f1=float(table["f1"].mean()), + macro_specificity=float(table["specificity"].mean()), + weighted_f1=float((table["f1"] * w).sum()), + median_f1=float(table["f1"].median()), + languages_f1_at_least_0_9=int((table["f1"] >= 0.9).sum()), + languages_f1_below_0_5=int((table["f1"] < 0.5).sum()), + mean_fp_per_million=float(table["fp_per_million"].mean()), + ) + s["micro_f1"] = s["top1_accuracy"] + return s + + +# --- data -------------------------------------------------------------------------------- + + +def load_dataset_dir(dataset: str) -> Path: + """A local build directory, or the dataset repo downloaded (parquet and labels.json only).""" + if Path(dataset).exists(): + return Path(dataset) + from huggingface_hub import snapshot_download + + return Path(snapshot_download(dataset, repo_type="dataset", allow_patterns=["data/*", "udhr/*", "labels.json", "stats.json"])) + + +def read_split(root: Path, name: str): + import pandas as pd + + if name == "udhr": + return pd.read_parquet(root / "udhr" / "test.parquet") + return pd.read_parquet(root / "data" / f"{name}.parquet") + + +class Sampler: + """Training passages, drawn so that small languages are seen often enough to learn. + + A language is drawn with probability proportional to n^alpha, n being its passage count: + alpha 1 is the data as it is, alpha 0 every language equally; 0.3 in between. Then a + passage of it is drawn, and sometimes cut short, because a short snippet is where + language identification is hardest and what a document pipeline sees in table cells. + """ + + def __init__(self, texts: list[str], label_ids: np.ndarray, alpha: float, short_p: float, seed: int): + self.texts = texts + self.rng = random.Random(seed) + self.np_rng = np.random.default_rng(seed) + order = np.argsort(label_ids, kind="stable") + self.by_label = np.split(order, np.flatnonzero(np.diff(label_ids[order])) + 1) + self.label_of = np.array([label_ids[g[0]] for g in self.by_label]) + sizes = np.array([len(g) for g in self.by_label], dtype=float) + p = sizes**alpha + self.p = p / p.sum() + self.short_p = short_p + + def draw(self, n: int) -> tuple[list[str], np.ndarray]: + groups = self.np_rng.choice(len(self.by_label), size=n, p=self.p) + texts, labels = [], [] + for g in groups: + idx = self.by_label[g][self.rng.randrange(len(self.by_label[g]))] + texts.append(self._maybe_short(self.texts[idx])) + labels.append(self.label_of[g]) + return texts, np.array(labels) + + def _maybe_short(self, text: str) -> str: + if self.rng.random() >= self.short_p or len(text) <= 40: + return text + n = self.rng.randint(20, 80) + start = self.rng.randrange(0, max(1, len(text) - n)) + if " " in text: # start and end on word boundaries where the script has them + left = text.rfind(" ", 0, start) + 1 + right = text.find(" ", left + n) + return text[left : right if right > 0 else len(text)] + return text[start : start + n] + + +# --- tracking ---------------------------------------------------------------------------- + + +class Tracker: + """Weights & Biases when there is a key or a project, and nothing otherwise, so the same run + works locally without an account. Inside a sweep agent, the agent's run is used.""" + + def __init__(self, args, config: dict, enabled: bool = True): + self.run = None + self.wandb = None + if not enabled or args.no_wandb or not (args.wandb_project or os.environ.get("WANDB_API_KEY")): + return + import wandb + + self.wandb = wandb + clean = asdict(args) + if wandb.run is not None: + self.run = wandb.run + self.run.config.update({**config}, allow_val_change=True) + self.owned = False + else: + self.run = wandb.init( + project=args.wandb_project or "millid", + entity=args.wandb_entity, + name=args.wandb_run_name, + tags=args.wandb_tags or None, + config={**clean, **config}, + job_type="train", + ) + self.owned = True + self.run.define_metric("train/*", step_metric="step") + self.run.define_metric("val/*", step_metric="step") + + def log(self, data: dict, step: int) -> None: + if self.run: + self.run.log({"step": step, **data}) + + def summary(self, data: dict) -> None: + if self.run: + self.run.summary.update(data) + + def table(self, key: str, frame) -> None: + if self.run: + self.run.log({key: self.wandb.Table(dataframe=frame.reset_index())}) + + def finish(self) -> None: + if self.run and self.owned: + self.run.finish() + + +# --- training ---------------------------------------------------------------------------- + + +class TrainStream(torch.utils.data.IterableDataset): + """Endless training batches, encoded in DataLoader workers so the GPU never waits for + Python. Each worker draws with its own seed.""" + + def __init__(self, texts, label_ids, args, cfg: MillIDConfig, batch_size: int, rank: int = 0, pad_to: int | None = None): + self.texts, self.label_ids = texts, label_ids + self.args, self.cfg = args, cfg + self.batch_size, self.rank, self.pad_to = batch_size, rank, pad_to + + def __iter__(self): + info = torch.utils.data.get_worker_info() + # every worker of every GPU's process draws its own passages + seed = self.args.seed * 1000 + self.rank * 100 + (info.id if info else 0) + sampler = Sampler(self.texts, self.label_ids, self.args.alpha, self.args.short_p, seed) + rng = random.Random(seed) + while True: + texts, y = sampler.draw(self.batch_size) + batch = encode_batch(texts, self.cfg.max_len, self.cfg.ngram_buckets, rng, pad_to=self.pad_to) + batch["y"] = torch.from_numpy(y) + yield batch + + + + +def stratified(frame, per_label: int, seed: int = 7): + return frame.sample(frac=1, random_state=seed).groupby("label").head(per_label) + + +def evaluate_frame(model: MillID, frame, batch_size: int = 1024) -> tuple[dict, object, list]: + ranked = model.predict(frame["text"].tolist(), k=5, batch_size=batch_size) + pred = [r[0][0] for r in ranked] + table = per_language(frame["label"].tolist(), pred) + return summarize(table, frame["label"].tolist(), [[lab for lab, _ in r] for r in ranked]), table, ranked + + +def _free_port() -> int: + import socket + + with socket.socket() as s: + s.bind(("127.0.0.1", 0)) + return s.getsockname()[1] + + +def train(args: TrainArgs) -> None: + """Train on every GPU the machine has (or args.gpus of them): one process per GPU, the batch + split between them and the gradients averaged (DistributedDataParallel). Without CUDA, + args.gpus > 1 starts that many CPU processes, which is how the distributed path is tested.""" + if torch.cuda.is_available(): + n = torch.cuda.device_count() + world = n if args.gpus <= 0 else min(args.gpus, n) + else: + world = max(1, args.gpus) + if world == 1: + _train(0, 1, 0, args) + return + if args.batch_size % world: + sys.exit(f"batch size {args.batch_size} does not split over {world} processes") + load_dataset_dir(args.dataset) # download once, before the processes start + import torch.multiprocessing as mp + + mp.spawn(_train, args=(world, _free_port(), args), nprocs=world, join=True) + + +def _train(rank: int, world: int, port: int, args: TrainArgs) -> None: + import pandas as pd + from safetensors.torch import save_file + + cuda = torch.cuda.is_available() + distributed = world > 1 + if distributed: + import torch.distributed as dist + + os.environ["MASTER_ADDR"], os.environ["MASTER_PORT"] = "127.0.0.1", str(port) + if cuda: + torch.cuda.set_device(rank) + dist.init_process_group("nccl" if cuda else "gloo", rank=rank, world_size=world) + main = rank == 0 + say = print if main else (lambda *a, **k: None) + torch.manual_seed(args.seed) + if args.threads: + torch.set_num_threads(args.threads) + device = f"cuda:{rank}" if cuda else "cpu" + device_type = "cuda" if cuda else "cpu" + root = load_dataset_dir(args.dataset) + labels = Labels.load(root / "labels.json") + tr = read_split(root, "train") + va = read_split(root, "validation") + if args.commercial_only: + tr = tr[~tr["license"].str.contains("NC", na=False)] + va = va[~va["license"].str.contains("NC", na=False)] + if args.extra: + extra = pd.concat([pd.read_parquet(p, columns=["text", "label"]) for p in args.extra], ignore_index=True) + extra["label"] = extra["label"].map(labels.canonical) + extra = extra.dropna(subset=["label"]) + evals = set(va["text"].map(normalize)) | set(read_split(root, "test")["text"].map(normalize)) | set(read_split(root, "udhr")["text"].map(normalize)) + extra = extra[~extra["text"].map(normalize).isin(evals)] + labels = labels.extend(extra["label"].unique()) + tr = pd.concat([tr[["text", "label"]], extra], ignore_index=True) + say(f"extra training passages: {len(extra):,}", flush=True) + trained = set(tr["label"]) + label_ids = tr["label"].map(labels.index).to_numpy() + say(f"{device_type} x{world}; train {len(tr):,} passages, {len(trained)} labels; validation {len(va):,}; vocabulary {len(labels)}", flush=True) + + cfg = MillIDConfig(num_labels=len(labels), max_len=args.max_len, dropout=args.dropout, **PRESETS[args.preset]) + net = MillIDEncoder(cfg, labels.labels).to(device) + model = net + if distributed: + from torch.nn.parallel import DistributedDataParallel + + model = DistributedDataParallel(net, device_ids=[rank] if cuda else None) + step_net = torch.compile(model) if args.compile and cuda else model + params = sum(p.numel() for p in net.parameters()) + say(f"MillID {args.preset}: {params / 1e6:.1f}M parameters, {cfg}", flush=True) + tracker = Tracker( + args, + {"model": asdict(cfg), "parameters": params, "train_passages": int(len(tr)), "gpus": world, + "trained_labels": len(trained), "vocabulary": len(labels), "validation_passages": int(len(va))}, + enabled=main, + ) # fmt: skip + + decay = [p for n, p in net.named_parameters() if p.dim() >= 2 and "emb" not in n] + no_decay = [p for n, p in net.named_parameters() if p.dim() < 2 or "emb" in n] + opt = torch.optim.AdamW( + [{"params": decay, "weight_decay": args.weight_decay}, {"params": no_decay, "weight_decay": 0.0}], + lr=args.lr, betas=(0.9, 0.98), eps=1e-8, fused=cuda, + ) # fmt: skip + + def lr_at(step: int) -> float: + if step < args.warmup: + return args.lr * step / args.warmup + progress = (step - args.warmup) / max(1, args.steps - args.warmup) + return args.lr * (0.05 + 0.95 * 0.5 * (1 + math.cos(math.pi * progress))) + + workers = args.workers + if workers < 0: + workers = 0 if os.name == "nt" else max(0, min(12, ((os.cpu_count() or 2) - 2) // world)) + script_table() # once, before the workers fork, so they share it + say(f"{workers} data workers per process, {args.batch_size // world} passages per process per step", flush=True) + pad_to = cfg.max_len if args.compile and cuda else None # fixed shapes: compiled once + loader = torch.utils.data.DataLoader( + TrainStream(tr["text"].tolist(), label_ids, args, cfg, args.batch_size // world, rank, pad_to), + batch_size=None, + num_workers=workers, + pin_memory=cuda, + prefetch_factor=4 if workers else None, + persistent_workers=workers > 0, + ) + stream = iter(loader) + va_small = stratified(va, args.eval_per_label) + out = Path(args.output_dir) + out.mkdir(parents=True, exist_ok=True) + log = open(out / "training_log.jsonl", "w", encoding="utf-8") if main else None + best, best_step, started, seen = -1.0, 0, time.monotonic(), 0 + use_bf16 = cuda and torch.cuda.is_bf16_supported() + + for step in range(1, args.steps + 1): + net.train() + batch = next(stream) + y = batch.pop("y").to(device, non_blocking=True) + batch = {k: v.to(device, non_blocking=True) for k, v in batch.items()} + for g in opt.param_groups: + g["lr"] = lr_at(step) + with torch.autocast(device_type, dtype=torch.bfloat16, enabled=use_bf16): + logits = step_net(batch) + loss = F.cross_entropy(logits.float(), y, label_smoothing=args.label_smoothing) + opt.zero_grad(set_to_none=True) + loss.backward() + grad_norm = torch.nn.utils.clip_grad_norm_(net.parameters(), 1.0) + opt.step() + seen += args.batch_size + + if step % args.log_every == 0 and main: + rate = seen / (time.monotonic() - started) + print(f"step {step}/{args.steps} loss {loss.item():.4f} lr {lr_at(step):.2e} {rate:,.0f} passages/s", flush=True) + tracker.log( + {"train/loss": loss.item(), "train/lr": lr_at(step), "train/grad_norm": float(grad_norm), + "train/passages_per_s": rate, "train/epochs": seen / len(tr)}, + step, + ) # fmt: skip + if step % args.eval_every == 0 or step == args.steps: + # The first process evaluates and saves; the others wait for its verdict. + stop = False + if main: + s, _, _ = evaluate_frame(MillID(net, labels, trained, device), va_small) + entry = {"step": step, "loss": round(loss.item(), 5), **{k: round(s[k], 5) for k in ("macro_f1", "top1_accuracy", "top3_accuracy")}} + log.write(json.dumps(entry) + "\n") + log.flush() + print(f" validation @ {step}: macro F1 {s['macro_f1']:.4f} top-1 {s['top1_accuracy']:.4f}", flush=True) + if s["macro_f1"] > best: + best, best_step = s["macro_f1"], step + save_file({k: v.detach().cpu().contiguous() for k, v in net.state_dict().items()}, str(out / "model.safetensors")) + elif step - best_step >= args.patience: + print(f"no gain on validation for {args.patience} steps: stopping at {step}", flush=True) + stop = True + tracker.log( + {f"val/{k}": s[k] for k in ("macro_f1", "top1_accuracy", "top3_accuracy", "macro_precision", "macro_recall")} + | {"val/best_macro_f1": best}, + step, + ) + if distributed: + flag = torch.tensor([int(stop)], device=device) + dist.broadcast(flag, 0) + stop = bool(flag.item()) + if stop: + break + if distributed: + dist.destroy_process_group() + if not main: + return + log.close() + tracker.summary({"best_step": best_step, "val/best_macro_f1": best}) + + labels.save(out / "labels.json", trained) + config = { + "model": asdict(cfg), + "training": asdict(args), + "best_step": best_step, + "parameters": params, + "gpus": world, + "train_passages": int(len(tr)), + "trained_labels": len(trained), + "seconds": round(time.monotonic() - started), + } + (out / "config.json").write_text(json.dumps(config, indent=2, default=str), encoding="utf-8") + shutil.copy(__file__, out / "millid.py") + doc = Path(__file__).with_name("ARCHITECTURE.md") + if doc.exists(): # beside the script locally; a Job ships only the script + shutil.copy(doc, out / "ARCHITECTURE.md") + print(f"best validation macro F1 {best:.4f} at step {best_step}", flush=True) + + if args.final_eval == "none": + tracker.finish() + return + model = MillID.from_pretrained(str(out)) + sets = ("validation",) if args.final_eval == "validation" else ("validation", "test", "udhr") + names = json.loads((root / "labels.json").read_text(encoding="utf-8")).get("names", {}) + compare = [ext for ext, on in (("glotlid", args.compare_glotlid), ("fasttext", args.compare_fasttext)) if on] + results, boards = evaluate_all(model, root, out / "reports", compare, sets, names) + tracker.summary( + {f"eval/{set_name}/{m}/{k}": v for set_name, by in results.items() for m, sm in by.items() + for k, v in sm.items() if isinstance(v, (int, float))} + ) # fmt: skip + for set_name, by in results.items(): + rows = [{"model": m, **{k: v for k, v in sm.items() if isinstance(v, (int, float))}} for m, sm in by.items()] + tracker.table(f"leaderboard/{set_name}/models", pd.DataFrame(rows).set_index("model")) + for set_name, board in boards.items(): + tracker.table(f"leaderboard/{set_name}/languages", board.round(4)) + if "winner" in board: + tracker.summary({f"eval/{set_name}/languages_{w.lower()}": int((board["winner"] == w).sum()) for w in ("MillID", "GlotLID", "tie")}) + write_card(out, config, results, args, boards) + tracker.finish() + if args.push_to: + from huggingface_hub import HfApi + + api = HfApi() + api.create_repo(args.push_to, private=not args.public, exist_ok=True) + api.upload_folder(repo_id=args.push_to, folder_path=str(out), commit_message=f"MillID {args.preset}, step {best_step}") + print(f"pushed https://huggingface.co/{args.push_to}", flush=True) + + +# --- evaluation against GlotLID and fastText --------------------------------------------- +# +# Both are fastText models: GlotLID (cis-lmu, 2,000+ labels) and Meta's NLLB language identifier +# (218 labels), published as facebook/fasttext-language-identification. Both write labels as +# ISO 639-3 + script; their answers are mapped onto MillID's spelling of the same language +# before scoring, so that a right answer spelled differently is not counted wrong. + +#: name: (Hub repo, file, environment variable for a copy on disk, display name, GB in memory) +EXTERNAL = { + "glotlid": ("cis-lmu/glotlid", "model.bin", "GLOTLID_PATH", "GlotLID", 1.8), + "fasttext": ("facebook/fasttext-language-identification", "model.bin", "FASTTEXT_LID_PATH", "fastText (Meta, NLLB)", 1.3), +} +#: Spellings MillID's aliases do not cover: a macrolanguage for its one member in MillID +#: (Estonian, Akan as Twi, Guarani as Paraguayan Guarani, Kikongo as Koongo). +EXTERNAL_ALIASES = {"est_Latn": "ekk_Latn", "aka_Latn": "twi_Latn", "grn_Latn": "gug_Latn", "kon_Latn": "kng_Latn"} + +_lid = None +_lid_aliases: dict[str, str] = {} + + +def to_millid_label(label: str, aliases: dict[str, str]) -> str: + """An external model's label in MillID's spelling: Simplified and Traditional Han are both + Hani, then MillID's aliases, then EXTERNAL_ALIASES.""" + code, _, script = label.partition("_") + if script in ("Hans", "Hant"): + label = f"{code}_Hani" + label = aliases.get(label, label) + return EXTERNAL_ALIASES.get(label, label) + + +def _lid_init(path: str, aliases: dict[str, str]) -> None: + global _lid, _lid_aliases + import fasttext + + _lid, _lid_aliases = fasttext.load_model(path), aliases + + +def _lid_chunk(texts: list[str]) -> list[list[tuple[str, float]]]: + labels, probs = _lid.f.multilinePredict([normalize(t) for t in texts], 50, 0.0, "strict") + out = [] + for ls, ps in zip(labels, probs, strict=True): + seen, pairs = set(), [] + for lab, p in zip(ls, ps, strict=True): + lab = to_millid_label(lab.removeprefix("__label__"), _lid_aliases) + if lab not in seen: # two of its labels can be one of MillID's: keep the better + seen.add(lab) + pairs.append((lab, float(p))) + out.append(pairs) + return out + + +def _lid_labels() -> list[str]: + return sorted({to_millid_label(lab.removeprefix("__label__"), _lid_aliases) for lab in _lid.get_labels()}) + + +def _cpu_workers(gb_each: float) -> int: + """Processes the machine has cores and memory for, at most 8.""" + cpus = os.cpu_count() or 2 + try: + ram = os.sysconf("SC_PAGE_SIZE") * os.sysconf("SC_PHYS_PAGES") / 2**30 + except (ValueError, OSError, AttributeError): + ram = 16.0 + return max(1, min(8, cpus - 2, int(ram // (gb_each * 2)))) + + +class FastTextLID: + """A fastText language identifier's 50 best answers per passage, in MillID's label + spelling, computed in parallel processes (fastText holds the GIL, and each process loads the + model once). Both views come from the same answers: as it is, and restricted to MillID's + labels.""" + + def __init__(self, name: str = "glotlid", aliases: dict[str, str] | None = None, workers: int | None = None): + from huggingface_hub import hf_hub_download + + repo, filename, env, self.display, gb = EXTERNAL[name] + self.name, self.aliases = name, aliases or {} + # A copy already on disk, rather than a gigabyte or two from the Hub again. + self.path = os.environ.get(env) or hf_hub_download(repo, filename) + self.workers = workers or _cpu_workers(gb_each=gb) + self._labels: set[str] | None = None + + def labels(self) -> set[str]: + """Every label it can answer, in MillID's spelling.""" + if self._labels is None: + _lid_init(self.path, self.aliases) + self._labels = set(_lid_labels()) + return self._labels + + def rank(self, texts: list[str], chunk: int = 10_000) -> list[list[tuple[str, float]]]: + parts = [texts[i : i + chunk] for i in range(0, len(texts), chunk)] + if self.workers <= 1 or len(parts) == 1: + _lid_init(self.path, self.aliases) + return [r for part in parts for r in _lid_chunk(part)] + from concurrent.futures import ProcessPoolExecutor + + with ProcessPoolExecutor(self.workers, initializer=_lid_init, initargs=(self.path, self.aliases)) as pool: + return [r for result in pool.map(_lid_chunk, parts) for r in result] + + @staticmethod + def view(ranked, allowed: set[str] | None = None, k: int = 5) -> list[list[tuple[str, float]]]: + out = [] + for pairs in ranked: + if allowed is not None: + pairs = [(lab, p) for lab, p in pairs if lab in allowed] + out.append(pairs[:k] or [("unk", 0.0)]) + return out + + +GlotLID = FastTextLID # the name earlier code and reports use + + +def leaderboard(tables: dict, names: dict[str, str]): + """One row per language: MillID against each external model, as it is and restricted to + MillID's labels. `delta` is MillID's F1 minus restricted GlotLID's, `delta_fasttext` minus + restricted fastText's: the like-for-like comparisons.""" + import pandas as pd + + m = tables["millid"] + out = pd.DataFrame({"language": [names.get(lab, lab) for lab in m.index], "support": m["support"]}, index=m.index) + for model, t in tables.items(): + for col in ("f1", "precision", "recall"): + out[f"{model}_{col}"] = t[col].reindex(m.index) + for ext, suffix, winner in (("glotlid", "", "GlotLID"), ("fasttext", "_fasttext", "fastText")): + if f"{ext}@millid" in tables: + d = out["millid_f1"] - out[f"{ext}@millid_f1"] + out[f"delta{suffix}"] = d + out[f"winner{suffix}"] = np.where(d > 0.01, "MillID", np.where(d < -0.01, winner, "tie")) + out.index.name = "label" + return out.sort_values("support", ascending=False) + + +def _score(name: str, frame, rankings: dict, out: Path, names: dict) -> tuple[dict, object]: + d = out / name + d.mkdir(parents=True, exist_ok=True) + results, tables = {}, {} + for mname, ranked in rankings.items(): + pred = [r[0][0] for r in ranked] + table = per_language(frame["label"].tolist(), pred) + sm = summarize(table, frame["label"].tolist(), [[lab for lab, _ in r] for r in ranked]) + if "size" in frame: + f = frame.assign(pred=pred) + sm["top1_by_size"] = {k: float((g["label"] == g["pred"]).mean()) for k, g in f.groupby("size")} + table.round(6).to_csv(d / f"{mname}_per_language.csv") + (d / f"{mname}_summary.json").write_text(json.dumps(sm, indent=2), encoding="utf-8") + results[mname], tables[mname] = sm, table + print(f"{name:24} {mname:16} top-1 {sm['top1_accuracy']:.4f} top-3 {sm['top3_accuracy']:.4f} macro F1 {sm['macro_f1']:.4f}", flush=True) + board = None + if len(tables) > 1: + board = leaderboard(tables, names) + board.round(4).to_csv(d / "leaderboard.csv") + return results, board + + +def evaluate_all( + model: MillID, root: Path, out: Path, compare=False, which=("validation", "test", "udhr"), names=None, + lids: dict[str, FastTextLID] | None = None, cache: dict | None = None, +) -> tuple[dict, dict]: # fmt: skip + """MillID on validation, test and UDHR, and the external models in `compare` (True means + GlotLID alone) on test and UDHR, each as it is and restricted to MillID's labels. Writes + per-language tables, summaries and a leaderboard per set under out//. Returns the + summaries and the leaderboards. + + fastText knows 218 labels, so on sets of 1,600 it is mostly scored on languages it cannot + answer. `-common` scores every model on the passages whose language all of them know: + the head-to-head on equal terms. + + An external model's ranking of a set does not depend on the MillID it is compared with: + pass the same `lids` and `cache` to evaluate several models and each set is read once.""" + names = names or {} + compare = ("glotlid",) if compare is True else tuple(compare or ()) + lids = {} if lids is None else lids + cache = {} if cache is None else cache + for ext in compare: + if ext not in lids: + lids[ext] = FastTextLID(ext, model.labels.aliases) + frames = {} + if "validation" in which: + frames["validation"] = read_split(root, "validation") + if "test" in which: + frames["test"] = read_split(root, "test") + if "udhr" in which: + u = read_split(root, "udhr").reset_index(drop=True) + frames["udhr"] = u[u["label"].isin(model.trained)] + frames["udhr-all"] = u + common = set(model.trained) + if len(compare) > 1: + for ext in compare: + common &= lids[ext].labels() + + results, boards = {}, {} + for name, frame in frames.items(): + texts = frame["text"].tolist() + rankings = {"millid": model.predict(texts, k=5, batch_size=1024)} + if name != "validation": + for ext in compare: + if name in ("udhr", "udhr-all"): + if (ext, "udhr") not in cache: + cache[ext, "udhr"] = lids[ext].rank(frames["udhr-all"]["text"].tolist()) + full = cache[ext, "udhr"] + ranked = [full[i] for i in frame.index] + else: + if (ext, name) not in cache: + cache[ext, name] = lids[ext].rank(texts) + ranked = cache[ext, name] + rankings[ext] = FastTextLID.view(ranked) + rankings[f"{ext}@millid"] = FastTextLID.view(ranked, model.trained) + results[name], board = _score(name, frame, rankings, out, names) + if board is not None: + boards[name] = board + if len(compare) > 1 and name in ("test", "udhr"): + keep = frame["label"].isin(common).to_numpy() + sub = {m: [r for r, k in zip(ranked, keep, strict=True) if k] for m, ranked in rankings.items()} + results[f"{name}-common"], board = _score(f"{name}-common", frame[keep], sub, out, names) + boards[f"{name}-common"] = board + (out / "summary.json").write_text(json.dumps(results, indent=2), encoding="utf-8") + return results, boards + + +def _board_md(board, set_name: str) -> str: + ext = [(name, col, w) for name, col, w in (("GlotLID", "glotlid", "winner"), ("fastText", "fasttext", "winner_fasttext")) if w in board] + if not ext: + return "" + counts = "; ".join( + f"against {name} restricted to MillID's labels, MillID is better on **{(board[w] == 'MillID').sum()}** languages, " + f"worse on **{(board[w] == name).sum()}** and within 0.01 on {(board[w] == 'tie').sum()}" + for name, _, w in ext + ) + key = "delta" if "delta" in board else "delta_fasttext" + + def table(frame) -> str: + head = "| Label | Language | Passages | MillID F1 | " + " | ".join(f"{n} F1 | {n} F1, restricted" for n, _, _ in ext) + " |" + lines = [head, "|---|---|---|---|" + "---|---|" * len(ext)] + for lab, r in frame.iterrows(): + cells = " | ".join(f"{r[f'{c}_f1']:.3f} | {r[f'{c}@millid_f1']:.3f}" for _, c, _ in ext) + lines.append(f"| `{lab}` | {r['language']} | {int(r['support'])} | {r['millid_f1']:.3f} | {cells} |") + return "\n".join(lines) + + return f"""### Leaderboard: {set_name} + +MillID's F1 against the others', language by language: {counts}. The full table, with precision and recall, is +`reports/{set_name}/leaderboard.csv`. + +The 20 languages with the most passages: + +{table(board.head(20))} + +Where MillID gains most over {ext[0][0]}: + +{table(board.sort_values(key, ascending=False).head(15))} + +Where MillID loses most to {ext[0][0]}: + +{table(board.sort_values(key).head(15))} +""" + + +def write_card(out: Path, config: dict, results: dict, args, boards: dict | None = None) -> None: + boards = boards or {} + rows = ["| Set | Model | Top-1 | Top-3 | Top-5 | Macro P | Macro R | Macro F1 | Median F1 | Languages |", "|---|---|---|---|---|---|---|---|---|---|"] + for set_name, by_model in results.items(): + for mname, sm in by_model.items(): + rows.append( + f"| {set_name} | {mname} | {sm['top1_accuracy']:.4f} | {sm['top3_accuracy']:.4f} | {sm['top5_accuracy']:.4f} | " + f"{sm['macro_precision']:.4f} | {sm['macro_recall']:.4f} | {sm['macro_f1']:.4f} | {sm['median_f1']:.4f} | {sm['languages']} |" + ) + size_rows = ["| Set | Model | short | sentence | paragraph |", "|---|---|---|---|---|"] + for set_name, by_model in results.items(): + for mname, sm in by_model.items(): + b = sm.get("top1_by_size") or {} + if b: + size_rows.append(f"| {set_name} | {mname} | " + " | ".join(f"{b.get(k, float('nan')):.4f}" for k in ("short", "sentence", "paragraph")) + " |") + m = config["model"] + repo = args.push_to or "baobabtech/millid" + card = f"""--- +library_name: pytorch +pipeline_tag: text-classification +tags: +- language-identification +datasets: +- {args.dataset} +--- + +# MillID {args.preset}: MultiLingual Language IDentifier + +A byte-level, encoder-only transformer that names the language of a passage: **{config['trained_labels']} language-script +labels** (ISO 639-3 + script, e.g. `eng_Latn`, `amh_Ethi`). {config['parameters'] / 1e6:.1f}M parameters, trained from +scratch on [{args.dataset}](https://huggingface.co/datasets/{args.dataset}). + +```python +from millid import MillID # millid.py, in this repository + +model = MillID.from_pretrained("{repo}") +model.predict(["Lave men ou ak savon anvan ou manje."], k=3) +``` + +## Architecture + +UTF-8 bytes (after Unicode NFKC), each embedded as byte + Unicode script + byte-in-character + hashed character +2-, 3- and 4-grams ({m['ngram_buckets']:,} buckets) -> depthwise convolution stem (kernel {m['conv_kernel']}) -> strided +convolution, {m['downsample']} bytes per token -> {m['n_layers']} pre-norm blocks (RMSNorm, attention with RoPE, +{m['n_heads']} heads, SwiGLU; d={m['d_model']}) -> masked mean pooling -> language head, each language's vector the sum of +its own, its language's and its script's. Up to {m['max_len']} bytes per passage. See `ARCHITECTURE.md`. + +## Evaluation against GlotLID and fastText + +`validation` chose the checkpoint; `test` is split by document from training; `udhr` is the Universal Declaration +of Human Rights, labelled by its translators, over the languages MillID knows, and `udhr-all` over all of them. +`glotlid` is [GlotLID](https://huggingface.co/cis-lmu/glotlid) as it is; `glotlid@millid` is GlotLID restricted to +MillID's labels, the like-for-like comparison. GlotLID's own labels came from training on data that includes UDHR +and labelled FinePDFs and FineWeb-2, so its scores on `udhr` and on those sources are optimistic. `fasttext` is +Meta's [fastText language identifier](https://huggingface.co/facebook/fasttext-language-identification) (NLLB, +218 labels), its answers mapped onto MillID's spelling (Simplified and Traditional Han as `Hani`, `pes`/`prs` as +`fas`, `est` as `ekk`). It cannot answer most of the 1,600 languages here, so `test-common` and `udhr-common` +score every model on the passages whose language all of them know: the head-to-head on equal terms. + +{chr(10).join(rows)} + +Top-1 accuracy by passage length: + +{chr(10).join(size_rows)} + +{chr(10).join(_board_md(boards[s], s) for s in ('test', 'udhr', 'test-common') if s in boards)} +Per-language precision, recall (sensitivity), F1 and specificity for every model are in `reports//`. + +## Training + +{config['train_passages']:,} passages, best validation macro F1 at step {config['best_step']}, {config['seconds'] / 3600:.1f} hours. +Languages sampled in proportion to n^{args.alpha}; {int(args.short_p * 100)}% of passages cut to a 20 to 80 character +snippet; batch {args.batch_size}, AdamW at {args.lr}, cosine schedule, label smoothing {args.label_smoothing}. +""" + (out / "README.md").write_text(card, encoding="utf-8") + + +# --- command line ------------------------------------------------------------------------ + + +@dataclass +class TrainArgs: + """Train MillID, evaluate it against GlotLID, and optionally push it to the Hub.""" + + dataset: str = "baobabtech/millid-dataset" + """Hub dataset id, or a local build directory with data/, udhr/ and labels.json""" + preset: Literal["tiny", "small", "medium", "large"] = "medium" + """model size: tiny ~2M and small ~12M for trials, medium ~114M, large ~190M parameters""" + max_len: int = 256 + """bytes per passage, [CLS] included; a longer passage is cut to a window""" + steps: int = 60_000 + """optimiser steps""" + batch_size: int = 512 + """passages per step""" + lr: float = 3e-4 + """peak learning rate, after warm-up""" + warmup: int = 2_000 + """steps of linear warm-up, then cosine decay to 5% of the peak""" + weight_decay: float = 0.01 + """AdamW weight decay, on weight matrices only""" + dropout: float = 0.1 + """dropout in the encoder and before the head""" + label_smoothing: float = 0.1 + """cross-entropy label smoothing""" + alpha: float = 0.3 + """language sampling: a language is drawn in proportion to n^alpha (1: as the data is, 0: uniform)""" + short_p: float = 0.25 + """share of training passages cut to a 20 to 80 character snippet""" + eval_every: int = 2_000 + """steps between validation passes, which choose the checkpoint""" + eval_per_label: int = 20 + """validation passages per language at each pass""" + patience: int = 12_000 + """stop after this many steps without a better validation macro F1""" + commercial_only: bool = False + """leave out rows licensed for non-commercial use only""" + extra: list[str] = field(default_factory=list) + """more training parquet files (text, label): trained on, never evaluated on""" + compare_glotlid: bool = False + """score GlotLID too, as it is and restricted to MillID's labels""" + compare_fasttext: bool = False + """score Meta's fastText language identifier (NLLB, 218 labels) too""" + final_eval: Literal["all", "validation", "none"] = "all" + """which sets to score after training""" + output_dir: str = "millid-out" + """where the model, its card and reports are written""" + push_to: str | None = None + """Hub model repo to push to, e.g. baobabtech/millid""" + public: bool = False + """make the pushed repo public; private otherwise""" + seed: int = 7 + """random seed""" + log_every: int = 100 + """steps between training-loss lines and W&B points""" + threads: int = 0 + """CPU threads for PyTorch; 0 leaves PyTorch's default""" + workers: int = -1 + """DataLoader workers per training process; -1 picks from the cores available, 0 encodes in the training process""" + compile: bool = False + """torch.compile the model for training (GPU only); batches are then padded to max_len, so it compiles once""" + gpus: int = 0 + """GPUs to train on, one process each, the batch split between them; 0 uses every GPU the machine has""" + wandb_project: str | None = os.environ.get("WANDB_PROJECT") + """Weights & Biases project; with WANDB_API_KEY set, 'millid' when not given""" + wandb_entity: str | None = os.environ.get("WANDB_ENTITY") + """Weights & Biases team or user""" + wandb_run_name: str | None = None + """run name in Weights & Biases""" + wandb_tags: list[str] = field(default_factory=list) + """run tags in Weights & Biases""" + no_wandb: bool = False + """never log to Weights & Biases, even with a key""" + + +@dataclass +class EvaluateArgs: + """Evaluate trained models on validation, test and UDHR, for instance again after the + dataset's evaluation splits were corrected.""" + + model: list[str] + """model directories or Hub repos; GlotLID and fastText read each set once for all of them""" + dataset: str = "baobabtech/millid-dataset" + """Hub dataset id or local build directory""" + compare_glotlid: bool = False + """score GlotLID too""" + compare_fasttext: bool = False + """score Meta's fastText language identifier (NLLB, 218 labels) too""" + output_dir: str = "millid-eval" + """where the reports are written, one directory per model""" + push: bool = False + """push each Hub model's new reports and model card back to its repo""" + + +@dataclass +class SweepArgs: + """Run Weights & Biases sweep trials in this process.""" + + sweep_id: str + """ENTITY/PROJECT/SWEEP_ID, from `wandb sweep millid/sweep.yaml`""" + count: int = 4 + """trials this agent runs""" + dataset: str = "baobabtech/millid-dataset" + """used unless the sweep sets it""" + + +@dataclass +class PredictArgs: + """The language of each text.""" + + model: str + """model directory or Hub repo""" + texts: list[str] = field(default_factory=list) + """texts to identify""" + k: int = 3 + """answers per text""" + + +def evaluate_models(args: EvaluateArgs) -> None: + from types import SimpleNamespace + + from huggingface_hub import HfApi, snapshot_download + + root = load_dataset_dir(args.dataset) + names = json.loads((root / "labels.json").read_text(encoding="utf-8")).get("names", {}) + compare = [ext for ext, on in (("glotlid", args.compare_glotlid), ("fasttext", args.compare_fasttext)) if on] + lids: dict = {} + cache: dict = {} + for ref in args.model: + local = Path(ref).exists() + src = Path(ref) if local else Path(snapshot_download(ref, allow_patterns=["*.json", "*.safetensors"])) + out = Path(args.output_dir) / ref.replace("/", "__") + print(f"== {ref}", flush=True) + model = MillID.from_pretrained(str(src)) + results, boards = evaluate_all(model, root, out / "reports", compare, names=names, lids=lids, cache=cache) + config = json.loads((src / "config.json").read_text(encoding="utf-8")) + training = SimpleNamespace(**config["training"]) + write_card(out, config, results, training, boards) + if args.push and not local: + HfApi().upload_folder(repo_id=ref, folder_path=str(out), commit_message=f"Evaluated again on {args.dataset}") + print(f"pushed https://huggingface.co/{ref}", flush=True) + + +def sweep_agent(args: SweepArgs) -> None: + """Each trial takes its settings from the sweep and the TrainArgs defaults for the rest, + and reports val/best_macro_f1. No pushing, no GlotLID, validation only: a sweep chooses + settings, and the chosen ones are then trained in full.""" + import wandb + + def trial() -> None: + run = wandb.init() + a = TrainArgs(dataset=args.dataset) + for key, value in dict(run.config).items(): + name = key.replace("-", "_") + if hasattr(a, name): + setattr(a, name, value) + a.push_to, a.compare_glotlid, a.final_eval = None, False, "validation" + a.output_dir = f"sweep/{run.id}" + train(a) + run.finish() + + wandb.agent(args.sweep_id, function=trial, count=args.count) + + +def main(argv: list[str] | None = None) -> None: + import tyro + + args = tyro.extras.subcommand_cli_from_dict( + {"train": TrainArgs, "evaluate": EvaluateArgs, "sweep-agent": SweepArgs, "predict": PredictArgs}, + args=argv, + prog="millid", + ) + if isinstance(args, TrainArgs): + train(args) + elif isinstance(args, EvaluateArgs): + evaluate_models(args) + elif isinstance(args, SweepArgs): + sweep_agent(args) + else: + for text, answers in zip(args.texts, MillID.from_pretrained(args.model).predict(args.texts, args.k), strict=True): + print(text, "->", answers) + + +if __name__ == "__main__": + os.environ.setdefault("TOKENIZERS_PARALLELISM", "false") + main(sys.argv[1:]) diff --git a/model.safetensors b/model.safetensors new file mode 100644 index 0000000000000000000000000000000000000000..2265e5c8649a66b407d4b7d23a72213bf1ee8ca9 --- /dev/null +++ b/model.safetensors @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8bb663d8c513daf3e4f95d5af02169c7f500ad7868ae3a9820baadc2abbedc8a +size 11738164 diff --git a/reports/summary.json b/reports/summary.json new file mode 100644 index 0000000000000000000000000000000000000000..de02010580c6ba0369cef800f26063c7aea304cc --- /dev/null +++ b/reports/summary.json @@ -0,0 +1,511 @@ +{ + "validation": { + "millid": { + "top1_accuracy": 0.9577820504464577, + "top3_accuracy": 0.9888874405266245, + "top5_accuracy": 0.9932746203480415, + "passages": 245488, + "languages": 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0.9763301701317398, + "passages": 64597, + "languages": 213, + "macro_precision": 0.9353710554982398, + "macro_recall": 0.9200755454154029, + "macro_f1": 0.9173068426975766, + "macro_specificity": 0.9996942142238651, + "weighted_f1": 0.9361359929041825, + "median_f1": 0.9680365296803652, + "languages_f1_at_least_0_9": 166, + "languages_f1_below_0_5": 7, + "mean_fp_per_million": 305.78577613496856, + "micro_f1": 0.9351982290199236, + "top1_by_size": { + "paragraph": 0.9655103268498095, + "sentence": 0.958146778275258, + "short": 0.9124871606749817 + } +} \ No newline at end of file diff --git a/reports/test-common/fasttext_per_language.csv b/reports/test-common/fasttext_per_language.csv new file mode 100644 index 0000000000000000000000000000000000000000..97d3003ceb940cf9dba398ae3bf65543be5da1f7 --- /dev/null +++ b/reports/test-common/fasttext_per_language.csv @@ -0,0 +1,214 @@ +label,support,tp,fp,fn,tn,precision,recall,f1,specificity,fp_per_million,sensitivity 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0.9996959024393602, + "weighted_f1": 0.9352000319739436, + "median_f1": 0.9680365296803652, + "languages_f1_at_least_0_9": 165, + "languages_f1_below_0_5": 8, + "mean_fp_per_million": 304.0975606397608, + "micro_f1": 0.9338668978435531, + "top1_by_size": { + "paragraph": 0.9651092841387607, + "sentence": 0.9562487833365778, + "short": 0.9112252384446075 + } +} \ No newline at end of file diff --git a/reports/test-common/glotlid@millid_per_language.csv b/reports/test-common/glotlid@millid_per_language.csv new file mode 100644 index 0000000000000000000000000000000000000000..52c15740b61dcf2fcab047a6407d9ed52916afb5 --- /dev/null +++ b/reports/test-common/glotlid@millid_per_language.csv @@ -0,0 +1,214 @@ +label,support,tp,fp,fn,tn,precision,recall,f1,specificity,fp_per_million,sensitivity +abk_Cyrl,285,285,0,0,64312,1.0,1.0,1.0,1.0,0.0,1.0 +ace_Latn,113,113,0,0,64484,1.0,1.0,1.0,1.0,0.0,1.0 +ady_Cyrl,135,135,0,0,64462,1.0,1.0,1.0,1.0,0.0,1.0 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"top1_by_size": { + "paragraph": 0.9948867054341287, + "sentence": 0.9885146972941405, + "short": 0.9609097578870139 + } +} \ No newline at end of file diff --git a/reports/test-common/glotlid_per_language.csv b/reports/test-common/glotlid_per_language.csv new file mode 100644 index 0000000000000000000000000000000000000000..9fcc7f9f754e848192ae72a0c603d2ec593ca0b2 --- /dev/null +++ b/reports/test-common/glotlid_per_language.csv @@ -0,0 +1,214 @@ +label,support,tp,fp,fn,tn,precision,recall,f1,specificity,fp_per_million,sensitivity +abk_Cyrl,285,285,0,0,64312,1.0,1.0,1.0,1.0,0.0,1.0 +ace_Latn,113,113,0,0,64484,1.0,1.0,1.0,1.0,0.0,1.0 +ady_Cyrl,135,135,0,0,64462,1.0,1.0,1.0,1.0,0.0,1.0 +afr_Latn,569,555,3,14,64025,0.994624,0.975395,0.984916,0.999953,46.854501,0.975395 +als_Latn,213,213,0,0,64384,1.0,1.0,1.0,1.0,0.0,1.0 +alt_Cyrl,208,208,0,0,64389,1.0,1.0,1.0,1.0,0.0,1.0 +amh_Ethi,458,458,0,0,64139,1.0,1.0,1.0,1.0,0.0,1.0 +arb_Arab,745,593,0,152,63852,1.0,0.795973,0.886398,1.0,0.0,0.795973 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b/reports/test-common/glotlid_summary.json @@ -0,0 +1,22 @@ +{ + "top1_accuracy": 0.9738223137297398, + "top3_accuracy": 0.9924609501989257, + "top5_accuracy": 0.9946437141043701, + "passages": 64597, + "languages": 213, + "macro_precision": 0.9924377815827973, + "macro_recall": 0.9770740040297234, + "macro_f1": 0.9835053354686013, + "macro_specificity": 0.9999660547959016, + "weighted_f1": 0.9823407826125089, + "median_f1": 0.9982788296041308, + "languages_f1_at_least_0_9": 201, + "languages_f1_below_0_5": 0, + "mean_fp_per_million": 33.94520409829502, + "micro_f1": 0.9738223137297398, + "top1_by_size": { + "paragraph": 0.9946861840786043, + "sentence": 0.9876386996301343, + "short": 0.9593837123991196 + } +} \ No newline at end of file diff --git a/reports/test-common/leaderboard.csv b/reports/test-common/leaderboard.csv new file mode 100644 index 0000000000000000000000000000000000000000..0b6a9f471b4b975598809268d0cba53b596ee425 --- /dev/null +++ b/reports/test-common/leaderboard.csv @@ -0,0 +1,214 @@ +label,language,support,millid_f1,millid_precision,millid_recall,glotlid_f1,glotlid_precision,glotlid_recall,glotlid@millid_f1,glotlid@millid_precision,glotlid@millid_recall,fasttext_f1,fasttext_precision,fasttext_recall,fasttext@millid_f1,fasttext@millid_precision,fasttext@millid_recall,delta,winner,delta_fasttext,winner_fasttext +fra_Latn,French,1652,0.943,0.9946,0.8965,0.9548,1.0,0.9134,0.9548,1.0,0.9134,0.9632,0.9929,0.9352,0.9632,0.9929,0.9352,-0.0117,GlotLID,-0.0202,fastText +eng_Latn,English,1444,0.9324,0.9439,0.9211,0.876,0.9681,0.7999,0.8768,0.9682,0.8012,0.8574,0.8833,0.8331,0.8571,0.8803,0.8352,0.0555,MillID,0.0752,MillID +spa_Latn,Spanish,1136,0.937,0.9817,0.8961,0.9583,0.999,0.9208,0.9583,0.999,0.9208,0.9407,0.9763,0.9076,0.9407,0.9763,0.9076,-0.0214,GlotLID,-0.0037,tie +tam_Taml,Tamil,754,0.9973,1.0,0.9947,1.0,1.0,1.0,1.0,1.0,1.0,0.9973,1.0,0.9947,0.9973,1.0,0.9947,-0.0027,tie,0.0,tie +arb_Arab,Arabic (Modern 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+kas_Deva,Kashmiri,47,0.557,0.6875,0.4681,0.7027,0.963,0.5532,0.7027,0.963,0.5532,0.5867,0.7857,0.4681,0.5867,0.7857,0.4681,-0.1457,GlotLID,-0.0297,fastText +cjk_Latn,Chokwe,24,0.8571,1.0,0.75,1.0,1.0,1.0,1.0,1.0,1.0,0.807,0.697,0.9583,0.807,0.697,0.9583,-0.1429,GlotLID,0.0501,MillID diff --git a/reports/test-common/millid_per_language.csv b/reports/test-common/millid_per_language.csv new file mode 100644 index 0000000000000000000000000000000000000000..19cea28975b100fd30f08253405d366b03695d52 --- /dev/null +++ b/reports/test-common/millid_per_language.csv @@ -0,0 +1,214 @@ +label,support,tp,fp,fn,tn,precision,recall,f1,specificity,fp_per_million,sensitivity +abk_Cyrl,285,283,0,2,64312,1.0,0.992982,0.996479,1.0,0.0,0.992982 +ace_Latn,113,109,1,4,64483,0.990909,0.964602,0.977578,0.999984,15.507723,0.964602 +ady_Cyrl,135,134,0,1,64462,1.0,0.992593,0.996283,1.0,0.0,0.992593 +afr_Latn,569,548,11,21,64017,0.980322,0.963093,0.971631,0.999828,171.799838,0.963093 +als_Latn,213,203,0,10,64384,1.0,0.953052,0.975962,1.0,0.0,0.953052 +alt_Cyrl,208,195,1,13,64388,0.994898,0.9375,0.965347,0.999984,15.530603,0.9375 +amh_Ethi,458,448,5,10,64134,0.988962,0.978166,0.983535,0.999922,77.95569,0.978166 +arb_Arab,745,575,0,170,63852,1.0,0.771812,0.871212,1.0,0.0,0.771812 +arb_Latn,163,146,1,17,64433,0.993197,0.895706,0.941935,0.999984,15.519757,0.895706 +arn_Latn,250,247,1,3,64346,0.995968,0.988,0.991968,0.999984,15.54074,0.988 +asm_Beng,467,464,0,3,64130,1.0,0.993576,0.996778,1.0,0.0,0.993576 +ast_Latn,244,215,9,29,64344,0.959821,0.881148,0.918803,0.99986,139.85362,0.881148 +awa_Deva,91,79,6,12,64500,0.929412,0.868132,0.897727,0.999907,93.014603,0.868132 +ayr_Latn,309,303,1,6,64287,0.996711,0.980583,0.988581,0.999984,15.555002,0.980583 +azb_Arab,369,347,8,22,64220,0.977465,0.940379,0.958564,0.999875,124.556268,0.940379 +azj_Latn,187,181,4,6,64406,0.978378,0.967914,0.973118,0.999938,62.102158,0.967914 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"mean_fp_per_million": 104.75634397647721, + "micro_f1": 0.9395947180209607, + "top1_by_size": { + "paragraph": 0.9725285742931622, + "sentence": 0.9684640840957758, + "short": 0.9125458547322084 + } +} \ No newline at end of file diff --git a/reports/test/fasttext@millid_per_language.csv b/reports/test/fasttext@millid_per_language.csv new file mode 100644 index 0000000000000000000000000000000000000000..e1e5909af639eccc8e3df1cb501079b7bc2d8234 --- /dev/null +++ b/reports/test/fasttext@millid_per_language.csv @@ -0,0 +1,1622 @@ +label,support,tp,fp,fn,tn,precision,recall,f1,specificity,fp_per_million,sensitivity +aai_Latn,142,0,0,142,240099,0.0,0.0,0.0,1.0,0.0,0.0 +aak_Latn,132,0,0,132,240109,0.0,0.0,0.0,1.0,0.0,0.0 +aau_Latn,214,0,0,214,240027,0.0,0.0,0.0,1.0,0.0,0.0 +aaz_Latn,98,0,0,98,240143,0.0,0.0,0.0,1.0,0.0,0.0 +aba_Latn,176,0,0,176,240065,0.0,0.0,0.0,1.0,0.0,0.0 +abk_Cyrl,285,285,139,0,239817,0.67217,1.0,0.803949,0.999421,579.272867,1.0 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a/reports/test/fasttext@millid_summary.json b/reports/test/fasttext@millid_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..ecd493d4563e2b3c8854177bd29148853b76d4d6 --- /dev/null +++ b/reports/test/fasttext@millid_summary.json @@ -0,0 +1,22 @@ +{ + "top1_accuracy": 0.2514599922577745, + "top3_accuracy": 0.2610753368492472, + "top5_accuracy": 0.2625197197813862, + "passages": 240241, + "languages": 1621, + "macro_precision": 0.05205991842533006, + "macro_recall": 0.12089826722608317, + "macro_f1": 0.06593662879256669, + "macro_specificity": 0.9995376539627219, + "weighted_f1": 0.1498625447047829, + "median_f1": 0.0, + "languages_f1_at_least_0_9": 26, + "languages_f1_below_0_5": 1517, + "mean_fp_per_million": 462.34603727812436, + "micro_f1": 0.2514599922577745, + "top1_by_size": { + "paragraph": 0.19587104647615172, + "sentence": 0.25056634510143305, + "short": 0.27637730884784273 + } +} \ No newline at end of file diff --git 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b/reports/test/glotlid@millid_summary.json @@ -0,0 +1,22 @@ +{ + "top1_accuracy": 0.978292631149554, + "top3_accuracy": 0.9977897194900122, + "top5_accuracy": 0.9984557173837938, + "passages": 240241, + "languages": 1621, + "macro_precision": 0.9778492893480586, + "macro_recall": 0.9764998669631992, + "macro_f1": 0.9754780061637239, + "macro_specificity": 0.9999866076235475, + "weighted_f1": 0.9778914257911913, + "median_f1": 1.0, + "languages_f1_at_least_0_9": 1490, + "languages_f1_below_0_5": 5, + "mean_fp_per_million": 13.392376452534537, + "micro_f1": 0.978292631149554, + "top1_by_size": { + "paragraph": 0.9911725821214279, + "sentence": 0.98578410161122, + "short": 0.967431690103287 + } +} \ No newline at end of file diff --git a/reports/test/glotlid_per_language.csv b/reports/test/glotlid_per_language.csv new file mode 100644 index 0000000000000000000000000000000000000000..40da1e9863d4f3cd6866bcdb5f7d676877991b44 --- /dev/null +++ b/reports/test/glotlid_per_language.csv @@ -0,0 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+ztq_Latn,187,187,0,0,240054,1.0,1.0,1.0,1.0,0.0,1.0 +zty_Latn,177,177,0,0,240064,1.0,1.0,1.0,1.0,0.0,1.0 +zul_Latn,594,500,22,94,239625,0.957854,0.841751,0.896057,0.999908,91.801692,0.841751 +zyb_Latn,153,153,1,0,240087,0.993506,1.0,0.996743,0.999996,4.165139,1.0 +zyp_Latn,178,178,0,0,240063,1.0,1.0,1.0,1.0,0.0,1.0 diff --git a/reports/test/glotlid_summary.json b/reports/test/glotlid_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..49c7973e15e4a0b779d940baa8a2910ba15bec37 --- /dev/null +++ b/reports/test/glotlid_summary.json @@ -0,0 +1,22 @@ +{ + "top1_accuracy": 0.977614145795264, + "top3_accuracy": 0.9977189572137978, + "top5_accuracy": 0.9983766301339072, + "passages": 240241, + "languages": 1621, + "macro_precision": 0.9782517709855841, + "macro_recall": 0.9751782136320077, + "macro_f1": 0.9748179587217549, + "macro_specificity": 0.9999867952157099, + "weighted_f1": 0.9776092036050326, + "median_f1": 1.0, + "languages_f1_at_least_0_9": 1488, + "languages_f1_below_0_5": 6, + "mean_fp_per_million": 13.204784290051938, + "micro_f1": 0.977614145795264, + "top1_by_size": { + "paragraph": 0.9910708837587715, + "sentence": 0.9852877542189529, + "short": 0.9663739311301133 + } +} \ No newline at end of file diff --git a/reports/test/leaderboard.csv b/reports/test/leaderboard.csv new file mode 100644 index 0000000000000000000000000000000000000000..3cab626ee633ef1bd4245d6d77cf05cea6651893 --- /dev/null +++ b/reports/test/leaderboard.csv @@ -0,0 +1,1622 @@ +label,language,support,millid_f1,millid_precision,millid_recall,glotlid_f1,glotlid_precision,glotlid_recall,glotlid@millid_f1,glotlid@millid_precision,glotlid@millid_recall,fasttext_f1,fasttext_precision,fasttext_recall,fasttext@millid_f1,fasttext@millid_precision,fasttext@millid_recall,delta,winner,delta_fasttext,winner_fasttext +fra_Latn,French,1652,0.9294,0.9648,0.8965,0.928,0.9431,0.9134,0.928,0.9431,0.9134,0.8083,0.7117,0.9352,0.8083,0.7117,0.9352,0.0014,tie,0.1211,MillID 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Kurdish,400,0.9337,0.9179,0.95,0.9534,0.913,0.9975,0.9534,0.913,0.9975,0.0,0.0,0.0,0.0,0.0,0.0,-0.0197,GlotLID,0.9337,MillID +fas_Arab,Persian,396,0.8903,0.8699,0.9116,0.9266,0.8851,0.9722,0.9266,0.8851,0.9722,0.3536,0.2158,0.9773,0.3536,0.2158,0.9773,-0.0363,GlotLID,0.5367,MillID +fat_Latn,Fanti,396,0.9798,0.9774,0.9823,0.9823,0.9823,0.9823,0.9836,0.9824,0.9848,0.0,0.0,0.0,0.0,0.0,0.0,-0.0038,tie,0.9798,MillID +tet_Latn,Tetum,395,0.9283,0.957,0.9013,0.8842,1.0,0.7924,0.8873,1.0,0.7975,0.0,0.0,0.0,0.0,0.0,0.0,0.041,MillID,0.9283,MillID +ell_Grek,Greek,394,0.866,0.9176,0.8198,0.9368,0.8831,0.9975,0.9368,0.8831,0.9975,0.4875,0.3286,0.9442,0.4875,0.3286,0.9442,-0.0709,GlotLID,0.3784,MillID +hin_Deva,Hindi,392,0.7627,0.7433,0.7832,0.8149,0.8524,0.7806,0.8149,0.8524,0.7806,0.4424,0.2916,0.9158,0.4424,0.2916,0.9158,-0.0522,GlotLID,0.3203,MillID +lus_Latn,Mizo,391,0.9705,0.9742,0.9668,0.9836,0.9678,1.0,0.9836,0.9678,1.0,0.2346,0.1333,0.9795,0.2335,0.1326,0.9795,-0.0132,GlotLID,0.7369,MillID 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Dinka,350,0.9914,0.9971,0.9857,1.0,1.0,1.0,1.0,1.0,1.0,0.1945,0.1078,0.9943,0.1935,0.1072,0.9943,-0.0086,tie,0.7979,MillID +cha_Latn,Chamorro,348,0.9942,0.9971,0.9914,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0058,tie,0.9942,MillID +tzh_Latn,Tzeltal,347,0.9899,0.9885,0.9914,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0101,GlotLID,0.9899,MillID +lua_Latn,Luba-Lulua,346,0.9665,0.9736,0.9595,0.9971,0.9943,1.0,0.9971,0.9943,1.0,0.524,0.362,0.948,0.524,0.362,0.948,-0.0306,GlotLID,0.4426,MillID +dzo_Tibt,Dzongkha,346,0.9061,0.9522,0.8642,0.9239,0.8586,1.0,0.9239,0.8586,1.0,0.5651,0.5788,0.552,0.5651,0.5788,0.552,-0.0178,GlotLID,0.341,MillID +che_Cyrl,Chechen,345,0.9735,0.9881,0.9594,1.0,1.0,1.0,1.0,1.0,1.0,0.5833,0.4152,0.9797,0.5833,0.4152,0.9797,-0.0265,GlotLID,0.3903,MillID +kca_Cyrl,Khanty,345,0.9871,0.9773,0.9971,0.9986,0.9971,1.0,0.9986,0.9971,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0115,GlotLID,0.9871,MillID 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+cat_Latn,Catalan,318,0.9408,0.9321,0.9497,0.9815,0.9636,1.0,0.9815,0.9636,1.0,0.4783,0.3193,0.9528,0.4783,0.3193,0.9528,-0.0407,GlotLID,0.4625,MillID +grc_Grek,Ancient Greek,317,0.9596,0.9834,0.9369,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0404,GlotLID,0.9596,MillID +mur_Latn,Murle,312,0.9855,0.9903,0.9808,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0145,GlotLID,0.9855,MillID +brh_Arab,Brahui,311,0.9372,0.9387,0.9357,0.9394,0.9859,0.8971,0.9394,0.9859,0.8971,0.0,0.0,0.0,0.0,0.0,0.0,-0.0022,tie,0.9372,MillID +ike_Cans,Eastern Canadian Inuktitut,310,0.9968,0.9968,0.9968,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0032,tie,0.9968,MillID +quc_Latn,Kʼicheʼ,310,0.9904,0.9872,0.9935,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0096,tie,0.9904,MillID +ayr_Latn,Central Aymara,309,0.9822,0.9838,0.9806,1.0,1.0,1.0,1.0,1.0,1.0,0.553,0.3892,0.9547,0.553,0.3892,0.9547,-0.0178,GlotLID,0.4292,MillID +ars_Arab,Najdi Arabic,309,0.7128,0.7658,0.6667,0.7635,0.7986,0.7314,0.7622,0.7958,0.7314,0.0,0.0,0.0,0.0,0.0,0.0,-0.0494,GlotLID,0.7128,MillID +ewe_Latn,Ewe,308,0.9822,0.9806,0.9838,0.9984,0.9968,1.0,0.9984,0.9968,1.0,0.5445,0.3778,0.974,0.544,0.3774,0.974,-0.0162,GlotLID,0.4382,MillID +yor_Latn,Yoruba,308,0.9854,0.987,0.9838,0.9968,0.9935,1.0,0.9968,0.9935,1.0,0.2292,0.1296,0.9903,0.2292,0.1296,0.9903,-0.0114,GlotLID,0.7562,MillID +roh_Latn,Romansh,307,0.9663,0.9525,0.9805,1.0,1.0,1.0,1.0,1.0,1.0,0.6608,0.4975,0.9837,0.6601,0.4967,0.9837,-0.0337,GlotLID,0.3062,MillID +csb_Latn,Kashubian,307,0.9868,0.9967,0.9772,0.9984,0.9968,1.0,0.9984,0.9968,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0115,GlotLID,0.9868,MillID +dgr_Latn,Dogrib,305,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +wln_Latn,Walloon,305,0.9643,0.955,0.9738,0.9967,0.9935,1.0,0.9967,0.9935,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0324,GlotLID,0.9643,MillID +mni_Beng,Manipuri,304,0.9501,0.9964,0.9079,1.0,1.0,1.0,1.0,1.0,1.0,0.9386,0.9752,0.9046,0.9386,0.9752,0.9046,-0.0499,GlotLID,0.0115,MillID +srn_Latn,Sranan Tongo,303,0.9652,0.97,0.9604,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0348,GlotLID,0.9652,MillID +lad_Latn,Ladino,302,0.9309,0.9485,0.9139,0.9983,0.9967,1.0,0.9983,0.9967,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0675,GlotLID,0.9309,MillID +tpi_Latn,Tok Pisin,302,0.9901,0.9901,0.9901,0.9983,0.9967,1.0,0.9983,0.9967,1.0,0.78,0.6477,0.9801,0.7739,0.6393,0.9801,-0.0083,tie,0.2162,MillID +rue_Cyrl,Rusyn,301,0.9465,0.9241,0.9701,0.9789,0.9586,1.0,0.9789,0.9586,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0323,GlotLID,0.9465,MillID +hnj_Latn,Hmong Njua,300,0.99,0.9933,0.9867,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.01,GlotLID,0.99,MillID +ksw_Mymr,S'gaw Karen,299,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +gil_Latn,Gilbertese,298,0.9883,0.9866,0.9899,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0117,GlotLID,0.9883,MillID +lvs_Latn,Standard Latvian,298,0.9586,0.9858,0.9329,0.995,0.99,1.0,0.995,0.99,1.0,0.5211,0.3615,0.9329,0.5211,0.3615,0.9329,-0.0364,GlotLID,0.4375,MillID +ton_Latn,Tongan,298,0.9933,0.9933,0.9933,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0067,tie,0.9933,MillID +koo_Latn,Konzo,297,0.9715,0.9667,0.9764,0.9882,0.9932,0.9832,0.9882,0.9932,0.9832,0.0,0.0,0.0,0.0,0.0,0.0,-0.0166,GlotLID,0.9715,MillID +nds_Latn,Low German,296,0.9631,0.9567,0.9696,0.9966,0.9933,1.0,0.9966,0.9933,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0335,GlotLID,0.9631,MillID +xal_Cyrl,Kalmyk,295,0.9709,0.9793,0.9627,0.9983,0.9966,1.0,0.9983,0.9966,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0274,GlotLID,0.9709,MillID +tzo_Latn,Tzotzil,294,0.9777,0.9862,0.9694,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0223,GlotLID,0.9777,MillID +epo_Latn,Esperanto,294,0.9677,0.9661,0.9694,0.9983,1.0,0.9966,0.9983,1.0,0.9966,0.2329,0.1319,0.9966,0.2327,0.1317,0.9966,-0.0306,GlotLID,0.735,MillID +chk_Latn,Chuukese,294,0.9897,0.9966,0.983,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0103,GlotLID,0.9897,MillID +nmf_Latn,Tangkhul Naga (India),294,0.9949,0.9966,0.9932,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0051,tie,0.9949,MillID +kiu_Latn,Kirmanjki,293,0.7869,0.8991,0.6997,0.847,0.8848,0.8123,0.847,0.8848,0.8123,0.0,0.0,0.0,0.0,0.0,0.0,-0.06,GlotLID,0.7869,MillID +smn_Latn,Inari Sami,293,0.9932,0.9932,0.9932,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0068,tie,0.9932,MillID +knc_Latn,Central Kanuri,293,0.9649,0.9928,0.9386,0.9517,1.0,0.9078,0.9517,1.0,0.9078,0.2244,0.1268,0.9761,0.2242,0.1267,0.9761,0.0132,MillID,0.7407,MillID +tcz_Latn,Thado Chin,291,0.9795,0.9761,0.9828,0.9915,0.9831,1.0,0.9898,0.9798,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0103,GlotLID,0.9795,MillID +mlt_Latn,Maltese,291,0.9847,0.9764,0.9931,0.9932,0.9864,1.0,0.9932,0.9864,1.0,0.723,0.5867,0.9416,0.723,0.5867,0.9416,-0.0085,tie,0.2617,MillID +run_Latn,Rundi,291,0.8771,0.8712,0.8832,0.9782,0.9572,1.0,0.9782,0.9572,1.0,0.3836,0.2536,0.7869,0.3836,0.2536,0.7869,-0.101,GlotLID,0.4935,MillID +mhr_Cyrl,Eastern Mari,291,0.9665,0.9928,0.9416,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0335,GlotLID,0.9665,MillID +cor_Latn,Cornish,290,0.981,0.9827,0.9793,0.9983,0.9966,1.0,0.9983,0.9966,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0173,GlotLID,0.981,MillID +bho_Deva,Bhojpuri,290,0.938,0.9121,0.9655,0.9881,0.9764,1.0,0.9881,0.9764,1.0,0.6915,0.5921,0.831,0.6915,0.5921,0.831,-0.0501,GlotLID,0.2465,MillID +bak_Cyrl,Bashkir,289,0.9825,0.9929,0.9723,1.0,1.0,1.0,1.0,1.0,1.0,0.706,0.5477,0.9931,0.706,0.5477,0.9931,-0.0175,GlotLID,0.2765,MillID +kmr_Latn,Northern Kurdish,289,0.9183,0.87,0.9723,0.9554,0.9146,1.0,0.9554,0.9146,1.0,0.4033,0.2526,1.0,0.4022,0.2517,1.0,-0.0371,GlotLID,0.5161,MillID +bul_Cyrl,Bulgarian,289,0.957,0.9521,0.9619,0.9966,0.9931,1.0,0.9966,0.9931,1.0,0.7856,0.6544,0.9827,0.7856,0.6544,0.9827,-0.0396,GlotLID,0.1714,MillID +cmn_Hani,Chinese (Mandarin),288,0.8687,0.8431,0.8958,0.8983,0.8177,0.9965,0.8955,0.813,0.9965,0.3375,0.3455,0.3299,0.3375,0.3455,0.3299,-0.0268,GlotLID,0.5312,MillID +fro_Latn,Old French,287,0.9258,0.9391,0.9129,0.8973,0.9874,0.8223,0.8973,0.9874,0.8223,0.0,0.0,0.0,0.0,0.0,0.0,0.0285,MillID,0.9258,MillID +bam_Latn,Bambara,287,0.9456,0.9236,0.9686,0.9983,0.9965,1.0,0.9983,0.9965,1.0,0.1234,0.0661,0.9303,0.1229,0.0658,0.9303,-0.0527,GlotLID,0.8227,MillID +cnh_Latn,Hakha Chin,286,0.9706,0.959,0.9825,0.9931,0.9862,1.0,0.9931,0.9862,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0224,GlotLID,0.9706,MillID +kqn_Latn,Kaonde,286,0.9539,0.9676,0.9406,0.9752,0.9892,0.9615,0.977,0.9892,0.965,0.0,0.0,0.0,0.0,0.0,0.0,-0.0231,GlotLID,0.9539,MillID +abk_Cyrl,Abkhazian,285,0.993,0.993,0.993,1.0,1.0,1.0,1.0,1.0,1.0,0.8039,0.6722,1.0,0.8039,0.6722,1.0,-0.007,tie,0.189,MillID +wal_Latn,Wolaytta,284,0.9789,0.9789,0.9789,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0211,GlotLID,0.9789,MillID +iba_Latn,Iban,283,0.9712,0.989,0.9541,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0288,GlotLID,0.9712,MillID +ikt_Latn,Western Canadian Inuktitut,283,0.9929,0.9964,0.9894,0.8902,1.0,0.8021,0.8885,0.9956,0.8021,0.0,0.0,0.0,0.0,0.0,0.0,0.1045,MillID,0.9929,MillID +uzs_Arab,Southern Uzbek,283,0.9441,0.9632,0.9258,0.9742,0.9497,1.0,0.9742,0.9497,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.03,GlotLID,0.9441,MillID +hmr_Latn,Hmar,283,0.9717,0.9717,0.9717,0.9052,1.0,0.8269,0.9178,1.0,0.8481,0.0,0.0,0.0,0.0,0.0,0.0,0.0539,MillID,0.9717,MillID +lat_Latn,Latin,282,0.9623,0.9745,0.9504,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0377,GlotLID,0.9623,MillID +mni_Latn,Manipuri,280,0.9929,0.9929,0.9929,0.9929,0.9859,1.0,0.9929,0.9859,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0001,tie,0.9929,MillID +lgg_Latn,Lugbara,279,0.9874,0.9928,0.9821,0.9911,0.9893,0.9928,0.9929,0.9893,0.9964,0.0,0.0,0.0,0.0,0.0,0.0,-0.0055,tie,0.9874,MillID +nyn_Latn,Nyankole,279,0.9288,0.9223,0.9355,0.9982,1.0,0.9964,0.9964,0.9964,0.9964,0.0,0.0,0.0,0.0,0.0,0.0,-0.0676,GlotLID,0.9288,MillID +bxr_Cyrl,Russia Buriat,277,0.9638,0.9673,0.9603,0.9928,0.9858,1.0,0.9911,0.9823,1.0,0.6777,0.5493,0.8845,0.6777,0.5493,0.8845,-0.0273,GlotLID,0.286,MillID +bre_Latn,Breton,277,0.9783,0.9783,0.9783,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0217,GlotLID,0.9783,MillID +lmo_Latn,Lombard,276,0.8946,0.9132,0.8768,0.9718,0.9452,1.0,0.9718,0.9452,1.0,0.1338,0.0722,0.913,0.1337,0.0721,0.913,-0.0772,GlotLID,0.761,MillID +isl_Latn,Icelandic,276,0.9348,0.9617,0.9094,0.9468,0.899,1.0,0.9468,0.899,1.0,0.6301,0.46,1.0,0.6301,0.46,1.0,-0.012,GlotLID,0.3047,MillID +lld_Latn,Ladin,275,0.9553,0.9401,0.9709,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0447,GlotLID,0.9553,MillID +kwn_Latn,Kwangali,275,0.9707,0.9779,0.9636,0.9964,0.9928,1.0,0.9964,0.9928,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0257,GlotLID,0.9707,MillID +naq_Latn,Nama,274,0.9982,1.0,0.9964,0.9964,0.9928,1.0,0.9964,0.9928,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0018,tie,0.9982,MillID +tyv_Cyrl,Tuvinian,273,0.958,0.9562,0.9597,0.9909,0.982,1.0,0.9909,0.982,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.033,GlotLID,0.958,MillID +swc_Latn,Swahili (Congo - Kinshasa),273,0.7478,0.7211,0.7766,0.7689,0.8704,0.6886,0.7673,0.8664,0.6886,0.0,0.0,0.0,0.0,0.0,0.0,-0.0196,GlotLID,0.7478,MillID +npi_Deva,Nepali,273,0.9578,0.9596,0.956,0.989,0.989,0.989,0.9909,0.9891,0.9927,0.6336,0.4677,0.9817,0.6336,0.4677,0.9817,-0.0331,GlotLID,0.3242,MillID +kam_Latn,Kamba,272,0.9777,0.9887,0.9669,0.9716,1.0,0.9449,0.9736,1.0,0.9485,0.5856,0.4759,0.761,0.5856,0.4759,0.761,0.0041,tie,0.3921,MillID +quy_Latn,Ayacucho Quechua,271,0.9013,0.9098,0.893,0.8427,0.8262,0.8598,0.8495,0.8258,0.8745,0.1207,0.0644,0.9668,0.1207,0.0644,0.9668,0.0518,MillID,0.7806,MillID +ido_Latn,Ido,270,0.9499,0.9517,0.9481,0.9982,0.9963,1.0,0.9982,0.9963,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0482,GlotLID,0.9499,MillID +srp_Cyrl,Serbian,269,0.9686,0.9632,0.974,0.989,0.9782,1.0,0.989,0.9782,1.0,0.7504,0.6045,0.9888,0.7504,0.6045,0.9888,-0.0204,GlotLID,0.2182,MillID +hsb_Latn,Upper Sorbian,269,0.9665,0.9665,0.9665,0.9926,0.9853,1.0,0.9926,0.9853,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0261,GlotLID,0.9665,MillID +loz_Latn,Lozi,268,0.9554,0.9519,0.959,0.9888,0.9852,0.9925,0.9888,0.9852,0.9925,0.0,0.0,0.0,0.0,0.0,0.0,-0.0335,GlotLID,0.9554,MillID +efi_Latn,Efik,268,0.9944,0.9926,0.9963,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0056,tie,0.9944,MillID +snd_Deva,Sindhi,267,0.9704,0.9597,0.9813,0.9981,0.9963,1.0,0.9981,0.9963,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0278,GlotLID,0.9704,MillID +hil_Latn,Hiligaynon,266,0.9457,0.976,0.9173,0.9944,0.9888,1.0,0.9944,0.9888,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0487,GlotLID,0.9457,MillID +rmy_Latn,Vlax Romani,265,0.9437,0.972,0.917,0.9944,0.9888,1.0,0.9944,0.9888,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0507,GlotLID,0.9437,MillID +kor_Hang,Korean,265,0.9962,0.9925,1.0,0.9907,0.9815,1.0,0.9907,0.9815,1.0,0.4331,0.2767,0.9962,0.4328,0.2764,0.9962,0.0056,tie,0.5635,MillID +pau_Latn,Palauan,265,0.9925,0.9851,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0075,tie,0.9925,MillID +nob_Latn,Norwegian Bokmål,265,0.8132,0.79,0.8377,0.9559,0.9319,0.9811,0.9541,0.9286,0.9811,0.7928,0.7026,0.9094,0.7928,0.7026,0.9094,-0.1409,GlotLID,0.0204,MillID +tum_Latn,Tumbuka,265,0.9645,0.9556,0.9736,0.9962,0.9962,0.9962,0.9962,0.9962,0.9962,0.5405,0.3746,0.9698,0.5405,0.3746,0.9698,-0.0317,GlotLID,0.424,MillID +kan_Latn,Kannada,264,0.9418,0.9331,0.9508,0.9449,0.9836,0.9091,0.9449,0.9836,0.9091,0.0,0.0,0.0,0.0,0.0,0.0,-0.003,tie,0.9418,MillID +yut_Latn,Yopno,262,0.9981,0.9962,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0019,tie,0.9981,MillID +nya_Latn,Nyanja,262,0.9338,0.9251,0.9427,0.9786,0.996,0.9618,0.9767,0.9921,0.9618,0.2843,0.1695,0.8817,0.2843,0.1695,0.8817,-0.0429,GlotLID,0.6495,MillID +khk_Cyrl,Halh Mongolian,262,0.9737,0.9593,0.9885,0.9981,0.9962,1.0,0.9981,0.9962,1.0,0.6596,0.5051,0.9504,0.6596,0.5051,0.9504,-0.0244,GlotLID,0.3141,MillID +zat_Latn,Tabaa Zapotec,261,0.9981,1.0,0.9962,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0019,tie,0.9981,MillID +sah_Cyrl,Yakut,260,0.9731,0.9731,0.9731,0.9774,0.9559,1.0,0.9774,0.9559,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0044,tie,0.9731,MillID +zom_Latn,Zou,260,0.81,0.7584,0.8692,0.865,0.9579,0.7885,0.8843,0.9554,0.8231,0.0,0.0,0.0,0.0,0.0,0.0,-0.0743,GlotLID,0.81,MillID +nld_Latn,Dutch,259,0.9252,0.9438,0.9073,0.9719,0.9453,1.0,0.9719,0.9453,1.0,0.4476,0.2914,0.9653,0.4472,0.291,0.9653,-0.0467,GlotLID,0.478,MillID +nyy_Latn,Nyakyusa-Ngonde,259,0.9675,0.9583,0.9768,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0325,GlotLID,0.9675,MillID +hch_Latn,Huichol,259,0.9961,1.0,0.9923,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0039,tie,0.9961,MillID +ltg_Latn,Latgalian,259,0.9529,0.9301,0.9768,0.9981,0.9962,1.0,0.9981,0.9962,1.0,0.4209,0.2703,0.9498,0.4209,0.2703,0.9498,-0.0452,GlotLID,0.532,MillID +top_Latn,Papantla Totonac,259,0.9884,0.9884,0.9884,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0116,GlotLID,0.9884,MillID +bis_Latn,Bislama,257,0.9785,0.9843,0.9728,1.0,1.0,1.0,1.0,1.0,1.0,0.6279,0.47,0.9455,0.6175,0.4585,0.9455,-0.0215,GlotLID,0.3609,MillID +urd_Arab,Urdu,257,0.9435,0.9453,0.9416,0.9312,0.8712,1.0,0.9312,0.8712,1.0,0.3924,0.2441,1.0,0.3924,0.2441,1.0,0.0123,MillID,0.5511,MillID +ibo_Latn,Igbo,257,0.975,0.9621,0.9883,0.9981,0.9961,1.0,0.9981,0.9961,1.0,0.3115,0.1849,0.9883,0.3113,0.1847,0.9883,-0.023,GlotLID,0.6638,MillID +nde_Latn,North Ndebele,256,0.8163,0.7229,0.9375,0.8904,0.8025,1.0,0.8904,0.8025,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0741,GlotLID,0.8163,MillID +njo_Latn,Ao Naga,256,0.9902,0.996,0.9844,0.9981,0.9961,1.0,0.9981,0.9961,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0079,tie,0.9902,MillID +mic_Latn,Mi'kmaw,255,0.9961,1.0,0.9922,0.9961,0.9922,1.0,0.9961,0.9922,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0,tie,0.9961,MillID +acr_Latn,Achi,255,0.9704,0.9762,0.9647,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0296,GlotLID,0.9704,MillID +doi_Deva,Dogri,254,0.9686,0.9648,0.9724,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0314,GlotLID,0.9686,MillID +eus_Latn,Basque,254,0.9648,0.9574,0.9724,0.9864,0.9732,1.0,0.9864,0.9732,1.0,0.6793,0.5175,0.9882,0.6793,0.5175,0.9882,-0.0216,GlotLID,0.2855,MillID +pol_Latn,Polish,254,0.9435,0.9344,0.9528,0.9825,0.9693,0.9961,0.9825,0.9693,0.9961,0.2996,0.1763,0.9961,0.2996,0.1763,0.9961,-0.0391,GlotLID,0.6439,MillID +uig_Cyrl,Uyghur,253,0.9901,0.9882,0.9921,0.998,0.9961,1.0,0.998,0.9961,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0079,tie,0.9901,MillID +anp_Deva,Angika,252,0.5752,0.6377,0.5238,0.6038,0.5,0.7619,0.6028,0.4987,0.7619,0.0,0.0,0.0,0.0,0.0,0.0,-0.0277,GlotLID,0.5752,MillID +ile_Latn,Interlingue,252,0.9381,0.9438,0.9325,0.998,0.996,1.0,0.998,0.996,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0599,GlotLID,0.9381,MillID +ilo_Latn,Iloko,252,0.9861,0.9842,0.9881,1.0,1.0,1.0,1.0,1.0,1.0,0.5288,0.3666,0.9484,0.5288,0.3666,0.9484,-0.0139,GlotLID,0.4574,MillID +guc_Latn,Wayuu,252,0.996,0.9921,1.0,1.0,1.0,1.0,0.998,0.996,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.002,tie,0.996,MillID +ltz_Latn,Luxembourgish,251,0.9703,0.9646,0.9761,1.0,1.0,1.0,1.0,1.0,1.0,0.4758,0.3122,1.0,0.4745,0.311,1.0,-0.0297,GlotLID,0.4958,MillID +pcm_Latn,Nigerian Pidgin,251,0.7642,0.7801,0.749,0.805,0.8398,0.7729,0.8228,0.8417,0.8048,0.3758,0.4286,0.3347,0.3859,0.4026,0.3705,-0.0586,GlotLID,0.3783,MillID +arn_Latn,Mapuche,250,0.99,0.992,0.988,1.0,1.0,1.0,1.0,1.0,1.0,0.55,0.3915,0.924,0.5493,0.3909,0.924,-0.01,GlotLID,0.4406,MillID +mfe_Latn,Morisyen,250,0.9317,0.9657,0.9,0.9843,0.969,1.0,0.9823,0.9653,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0506,GlotLID,0.9317,MillID +dyi_Latn,Djimini Senoufo,249,0.9859,0.9879,0.9839,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0141,GlotLID,0.9859,MillID +plt_Latn,Malagasy (Plateau),248,0.9457,0.9438,0.9476,0.9502,0.9051,1.0,0.9502,0.9051,1.0,0.5738,0.4057,0.9798,0.5738,0.4057,0.9798,-0.0045,tie,0.3719,MillID +bbc_Latn,Batak Toba,247,0.9228,0.9526,0.8947,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0772,GlotLID,0.9228,MillID +sme_Latn,Northern Sami,246,0.9695,0.9714,0.9675,0.9939,0.988,1.0,0.9939,0.988,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0245,GlotLID,0.9695,MillID +lij_Latn,Ligurian,245,0.9221,0.9522,0.8939,0.9919,0.9839,1.0,0.9919,0.9839,1.0,0.296,0.1831,0.7714,0.2937,0.1814,0.7714,-0.0698,GlotLID,0.6284,MillID +olo_Latn,Livvi,245,0.931,0.9008,0.9633,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.069,GlotLID,0.931,MillID +bum_Latn,Bulu,245,0.9839,0.9721,0.9959,0.9919,0.9839,1.0,0.9919,0.9839,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.008,tie,0.9839,MillID +cuk_Latn,San Blas Kuna,245,0.9938,1.0,0.9878,0.998,0.9959,1.0,0.998,0.9959,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0041,tie,0.9938,MillID +zsm_Latn,Standard Malay,244,0.7699,0.7652,0.7746,0.9569,0.9173,1.0,0.9569,0.9173,1.0,0.3208,0.1957,0.8893,0.3194,0.1946,0.8893,-0.187,GlotLID,0.4505,MillID +aeb_Arab,Tunisian Arabic,244,0.6911,0.6533,0.7336,0.7984,0.7857,0.8115,0.7984,0.7857,0.8115,0.0,0.0,0.0,0.0,0.0,0.0,-0.1073,GlotLID,0.6911,MillID +ast_Latn,Asturian,244,0.911,0.943,0.8811,0.9663,0.9349,1.0,0.9663,0.9349,1.0,0.2945,0.1743,0.9467,0.2945,0.1743,0.9467,-0.0553,GlotLID,0.6166,MillID +ctu_Latn,Chol,243,0.9979,0.9959,1.0,0.9979,1.0,0.9959,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0021,tie,0.9979,MillID +ach_Latn,Acoli,242,0.9551,0.9435,0.9669,0.9959,0.9918,1.0,0.9959,0.9918,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0408,GlotLID,0.9551,MillID +tah_Latn,Tahitian,242,0.9652,0.9555,0.9752,0.9979,0.9959,1.0,0.9979,0.9959,1.0,0.4258,0.2717,0.9835,0.4258,0.2717,0.9835,-0.0327,GlotLID,0.5395,MillID +dan_Latn,Danish,242,0.8874,0.9318,0.8471,0.9499,0.9222,0.9793,0.9499,0.9222,0.9793,0.8156,0.7143,0.9504,0.8156,0.7143,0.9504,-0.0625,GlotLID,0.0718,MillID +kir_Cyrl,Kyrgyz,242,0.9537,0.9294,0.9793,0.9959,0.9918,1.0,0.9959,0.9918,1.0,0.4599,0.3001,0.9835,0.4599,0.3001,0.9835,-0.0422,GlotLID,0.4938,MillID +nia_Latn,Nias,242,0.9959,0.9959,0.9959,1.0,1.0,1.0,1.0,1.0,1.0,0.4279,0.2731,0.9876,0.4272,0.2725,0.9876,-0.0041,tie,0.5687,MillID +fry_Latn,Western Frisian,241,0.9669,0.963,0.971,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0331,GlotLID,0.9669,MillID +ava_Cyrl,Avaric,240,0.9937,1.0,0.9875,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0063,tie,0.9937,MillID +orv_Cyrl,Old Russian,239,0.9314,0.9256,0.9372,0.8,0.914,0.7113,0.8,0.914,0.7113,0.0,0.0,0.0,0.0,0.0,0.0,0.1314,MillID,0.9314,MillID +sat_Latn,Santali,239,0.9772,0.9672,0.9874,0.9938,0.9876,1.0,0.9938,0.9876,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0165,GlotLID,0.9772,MillID +san_Deva,Sanskrit,239,0.9854,0.9833,0.9874,0.9895,0.9958,0.9833,0.9895,0.9958,0.9833,0.7863,0.6647,0.9623,0.7863,0.6647,0.9623,-0.0041,tie,0.1991,MillID +div_Thaa,Divehi,238,0.9853,0.9873,0.9832,0.9695,0.9407,1.0,0.9695,0.9407,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0158,MillID,0.9853,MillID +kbd_Cyrl,Kabardian,238,0.983,0.9957,0.9706,0.9979,0.9958,1.0,0.9979,0.9958,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0149,GlotLID,0.983,MillID +sag_Latn,Sango,237,0.9894,0.9915,0.9873,1.0,1.0,1.0,1.0,1.0,1.0,0.7044,0.5529,0.9705,0.7044,0.5529,0.9705,-0.0106,GlotLID,0.285,MillID +fao_Latn,Faroese,237,0.975,0.963,0.9873,1.0,1.0,1.0,1.0,1.0,1.0,0.3171,0.3178,0.3165,0.3171,0.3178,0.3165,-0.025,GlotLID,0.6579,MillID +ojb_Cans,Northwestern Ojibwa,237,0.9896,0.9793,1.0,0.9979,0.9958,1.0,0.9979,0.9958,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0083,tie,0.9896,MillID +rmn_Latn,Balkan Romani,236,0.9465,0.92,0.9746,0.9958,0.9916,1.0,0.9958,0.9916,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0493,GlotLID,0.9465,MillID +her_Latn,Herero,235,0.9747,0.9665,0.983,0.9957,1.0,0.9915,0.9957,1.0,0.9915,0.0,0.0,0.0,0.0,0.0,0.0,-0.021,GlotLID,0.9747,MillID +srp_Latn,Serbian,235,0.8217,0.84,0.8043,0.8101,1.0,0.6809,0.8101,1.0,0.6809,0.0,0.0,0.0,0.0,0.0,0.0,0.0116,MillID,0.8217,MillID +mww_Latn,Hmong Daw,235,0.9915,0.9873,0.9957,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0085,tie,0.9915,MillID +ina_Latn,Interlingua,234,0.9414,0.9221,0.9615,0.9894,0.9791,1.0,0.9894,0.9791,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.048,GlotLID,0.9414,MillID +mai_Deva,Maithili,234,0.9035,0.9279,0.8803,0.9811,0.963,1.0,0.9811,0.963,1.0,0.6454,0.488,0.953,0.6454,0.488,0.953,-0.0776,GlotLID,0.2581,MillID +aii_Syrc,Assyrian Neo-Aramaic,234,0.9979,0.9957,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0021,tie,0.9979,MillID +mam_Latn,Mam,233,0.9826,0.9956,0.97,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0174,GlotLID,0.9826,MillID +lwg_Latn,Wanga,233,0.9378,0.9724,0.9056,0.9744,0.9702,0.9785,0.9723,0.9661,0.9785,0.0,0.0,0.0,0.0,0.0,0.0,-0.0345,GlotLID,0.9378,MillID +hyw_Armn,Western Armenian,233,0.9847,1.0,0.97,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0153,GlotLID,0.9847,MillID +guz_Latn,Gusii,232,0.9871,0.9829,0.9914,0.9978,0.9957,1.0,0.9978,0.9957,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0107,GlotLID,0.9871,MillID +toi_Latn,Tonga (Zambia),232,0.9407,0.9596,0.9224,0.9893,0.983,0.9957,0.9893,0.983,0.9957,0.0,0.0,0.0,0.0,0.0,0.0,-0.0486,GlotLID,0.9407,MillID +sin_Sinh,Sinhala,232,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.9978,1.0,0.9957,0.9978,1.0,0.9957,0.0,tie,0.0022,tie +pan_Latn,Punjabi,232,0.9163,0.8902,0.944,0.8833,0.9415,0.8319,0.8909,0.9423,0.8448,0.0,0.0,0.0,0.0,0.0,0.0,0.0254,MillID,0.9163,MillID +esu_Latn,Central Yupik,232,0.9935,0.9914,0.9957,0.9978,0.9957,1.0,0.9978,0.9957,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0043,tie,0.9935,MillID +nba_Latn,Nyemba,231,0.9935,0.9914,0.9957,0.9893,0.9788,1.0,0.9893,0.9788,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0042,tie,0.9935,MillID +bcl_Latn,Central Bikol,231,0.9677,0.9615,0.974,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0323,GlotLID,0.9677,MillID +yss_Latn,Yessan-Mayo,231,0.9957,0.9914,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0043,tie,0.9957,MillID +lac_Latn,Lacandon,230,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +arz_Arab,Egyptian Arabic,229,0.6988,0.6468,0.7598,0.6504,0.7389,0.5808,0.6504,0.7389,0.5808,0.0,0.0,0.0,0.0,0.0,0.0,0.0484,MillID,0.6988,MillID +gug_Latn,Paraguayan Guaraní,228,0.9643,0.9818,0.9474,0.9956,0.9913,1.0,0.9956,0.9913,1.0,0.1238,0.0665,0.886,0.1237,0.0665,0.886,-0.0313,GlotLID,0.8405,MillID +dar_Cyrl,Dargwa,227,0.9978,0.9956,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0022,tie,0.9978,MillID +tuk_Latn,Turkmen,227,0.9777,0.991,0.9648,0.9978,0.9956,1.0,0.9978,0.9956,1.0,0.8249,0.7204,0.9648,0.8249,0.7204,0.9648,-0.0201,GlotLID,0.1528,MillID +kij_Latn,Kilivila,226,0.9868,0.9783,0.9956,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0132,GlotLID,0.9868,MillID +cap_Latn,Chipaya,226,0.9956,1.0,0.9912,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0044,tie,0.9956,MillID +teo_Latn,Teso,225,0.9867,0.9867,0.9867,0.9933,1.0,0.9867,0.9933,1.0,0.9867,0.0,0.0,0.0,0.0,0.0,0.0,-0.0066,tie,0.9867,MillID +crk_Latn,Plains Cree,225,0.9474,0.9764,0.92,0.974,0.9494,1.0,0.974,0.9494,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0267,GlotLID,0.9474,MillID +dig_Latn,Digo,224,0.9641,0.9685,0.9598,0.9956,0.9912,1.0,0.9956,0.9912,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0314,GlotLID,0.9641,MillID +gla_Latn,Scottish Gaelic,223,0.9821,0.9778,0.9865,0.9955,0.9911,1.0,0.9955,0.9911,1.0,0.777,0.6486,0.9686,0.777,0.6486,0.9686,-0.0134,GlotLID,0.2052,MillID +rmn_Cyrl,Balkan Romani,223,0.9644,0.9559,0.9731,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0356,GlotLID,0.9644,MillID +pfl_Latn,Palatine German,222,0.8929,0.885,0.9009,0.9845,0.9694,1.0,0.9845,0.9694,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0916,GlotLID,0.8929,MillID +enq_Latn,Enga,222,0.9933,0.991,0.9955,0.9978,0.9955,1.0,0.9978,0.9955,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0045,tie,0.9933,MillID +bem_Latn,Bemba,222,0.943,0.9188,0.9685,0.9796,0.9863,0.973,0.9774,0.9818,0.973,0.1987,0.1107,0.973,0.1987,0.1107,0.973,-0.0344,GlotLID,0.7443,MillID +hix_Latn,Hixkaryána,222,0.9978,0.9955,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0022,tie,0.9978,MillID +gom_Latn,Goan Konkani,221,0.9663,0.9598,0.9729,0.9609,0.9247,1.0,0.9609,0.9247,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0054,tie,0.9663,MillID +fur_Latn,Friulian,221,0.9395,0.9665,0.914,0.9955,0.991,1.0,0.9955,0.991,1.0,0.4548,0.3058,0.8869,0.446,0.2979,0.8869,-0.056,GlotLID,0.4936,MillID +acu_Latn,Achuar-Shiwiar,220,0.9795,0.9817,0.9773,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0205,GlotLID,0.9795,MillID +cos_Latn,Corsican,220,0.9471,0.9581,0.9364,0.9932,0.9865,1.0,0.9932,0.9865,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0461,GlotLID,0.9471,MillID +pnb_Arab,Western Panjabi,220,0.9462,0.9336,0.9591,0.9544,0.9129,1.0,0.9544,0.9129,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0083,tie,0.9462,MillID +ssg_Latn,Seimat,220,0.9863,0.9908,0.9818,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0137,GlotLID,0.9863,MillID +kyc_Latn,Kyaka,219,0.9955,0.991,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0045,tie,0.9955,MillID +nog_Cyrl,Nogai,219,0.977,0.986,0.968,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.023,GlotLID,0.977,MillID +lbe_Cyrl,Lak,219,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +crs_Latn,Seselwa Creole French,218,0.9541,0.9541,0.9541,0.9909,0.982,1.0,0.9909,0.982,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0368,GlotLID,0.9541,MillID +sgs_Latn,Samogitian,218,0.9708,0.9515,0.9908,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0292,GlotLID,0.9708,MillID +mdf_Cyrl,Moksha,217,0.9361,0.9276,0.9447,0.9931,0.9864,1.0,0.9931,0.9864,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0571,GlotLID,0.9361,MillID +kac_Latn,Kachin,216,0.9908,0.9862,0.9954,1.0,1.0,1.0,1.0,1.0,1.0,0.7536,0.6134,0.9769,0.7536,0.6134,0.9769,-0.0092,tie,0.2372,MillID +lin_Latn,Lingala,215,0.9721,0.9721,0.9721,0.9953,0.9953,0.9953,0.9953,0.9953,0.9953,0.4953,0.3307,0.986,0.4953,0.3307,0.986,-0.0233,GlotLID,0.4768,MillID +yka_Latn,Yakan,215,0.9837,0.986,0.9814,0.9977,0.9954,1.0,0.9977,0.9954,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.014,GlotLID,0.9837,MillID +glg_Latn,Galician,215,0.9431,0.9241,0.9628,0.962,0.9267,1.0,0.962,0.9267,1.0,0.448,0.2902,0.9814,0.448,0.2902,0.9814,-0.0189,GlotLID,0.4951,MillID +nca_Latn,Iyo,215,0.9977,1.0,0.9953,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0023,tie,0.9977,MillID +kyu_Kali,Western Kayah,215,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +haw_Latn,Hawaiian,214,0.9838,0.9726,0.9953,0.9977,0.9953,1.0,0.9977,0.9953,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0138,GlotLID,0.9838,MillID +aau_Latn,Abau,214,0.9977,0.9953,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0023,tie,0.9977,MillID +wol_Latn,Wolof,214,0.9621,0.976,0.9486,0.993,0.9862,1.0,0.993,0.9862,1.0,0.0702,0.0364,0.9533,0.07,0.0363,0.9579,-0.031,GlotLID,0.8921,MillID +uzn_Cyrl,Northern Uzbek,213,0.9859,0.9859,0.9859,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0141,GlotLID,0.9859,MillID +apu_Latn,Apurinã,213,0.9953,1.0,0.9906,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0047,tie,0.9953,MillID +als_Latn,Albanian (Tosk),213,0.9333,0.9144,0.9531,0.9083,0.832,1.0,0.9083,0.832,1.0,0.3455,0.2096,0.9812,0.3455,0.2096,0.9812,0.025,MillID,0.5879,MillID +mbb_Latn,Western Bukidnon Manobo,212,0.9906,0.9906,0.9906,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0094,tie,0.9906,MillID +quf_Latn,Lambayeque Quechua,211,0.9881,0.9905,0.9858,0.9976,0.9953,1.0,0.9976,0.9953,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0095,tie,0.9881,MillID +buk_Latn,Bugawac,211,0.9953,0.9906,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0047,tie,0.9953,MillID +ubu_Latn,Umbu-Ungu,211,0.9905,0.9952,0.9858,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0095,tie,0.9905,MillID +jae_Latn,Yabem,211,0.9928,1.0,0.9858,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0072,tie,0.9928,MillID +sco_Latn,Scots,210,0.9043,0.9087,0.9,0.9567,0.917,1.0,0.9567,0.917,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0524,GlotLID,0.9043,MillID +kin_Latn,Kinyarwanda,210,0.8411,0.8257,0.8571,0.9807,0.9951,0.9667,0.9807,0.9951,0.9667,0.5102,0.3478,0.9571,0.5102,0.3478,0.9571,-0.1396,GlotLID,0.331,MillID +yap_Latn,Yapese,210,0.9905,0.9858,0.9952,0.9976,0.9953,1.0,0.9976,0.9953,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0071,tie,0.9905,MillID +ppo_Latn,Folopa,210,0.9781,1.0,0.9571,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0219,GlotLID,0.9781,MillID +mbl_Latn,Maxakalí,210,0.9976,1.0,0.9952,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0024,tie,0.9976,MillID +rng_Latn,Ronga,209,0.9531,0.9847,0.9234,0.9858,0.9721,1.0,0.9858,0.9721,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0328,GlotLID,0.9531,MillID +mbs_Latn,Sarangani Manobo,209,0.9976,0.9952,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0024,tie,0.9976,MillID +gsw_Latn,Swiss German,208,0.8916,0.8937,0.8894,0.9498,0.9043,1.0,0.9476,0.9004,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.056,GlotLID,0.8916,MillID +alt_Cyrl,Southern Altai,208,0.9606,0.9848,0.9375,0.9928,0.9858,1.0,0.9928,0.9858,1.0,0.6513,0.5434,0.8125,0.6513,0.5434,0.8125,-0.0322,GlotLID,0.3093,MillID +tkl_Latn,Tokelau,208,0.9881,0.981,0.9952,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0119,GlotLID,0.9881,MillID +guh_Latn,Guahibo,207,0.9779,0.995,0.9614,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0221,GlotLID,0.9779,MillID +byx_Latn,Qaqet,206,0.9927,0.9951,0.9903,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0073,tie,0.9927,MillID +bvd_Latn,Baeggu,206,0.9976,1.0,0.9951,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0024,tie,0.9976,MillID +quz_Latn,Cusco Quechua,205,0.8322,0.8073,0.8585,0.752,0.809,0.7024,0.7487,0.7892,0.7122,0.0,0.0,0.0,0.0,0.0,0.0,0.0834,MillID,0.8322,MillID +yuj_Latn,Karkar-Yuri,205,0.9951,1.0,0.9902,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0049,tie,0.9951,MillID +kea_Latn,Kabuverdianu,205,0.9216,0.8981,0.9463,0.9976,0.9951,1.0,0.9976,0.9951,1.0,0.3985,0.2681,0.7756,0.3965,0.2663,0.7756,-0.076,GlotLID,0.5251,MillID +mpx_Latn,Misima-Panaeati,205,0.988,0.9762,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.012,GlotLID,0.988,MillID +niu_Latn,Niuean,204,0.9828,0.9852,0.9804,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0172,GlotLID,0.9828,MillID +urd_Latn,Urdu,204,0.6913,0.7486,0.6422,0.7812,0.7511,0.8137,0.7822,0.7489,0.8186,0.0,0.0,0.0,0.0,0.0,0.0,-0.0909,GlotLID,0.6913,MillID +gle_Latn,Irish,203,0.9751,0.9849,0.9655,1.0,1.0,1.0,1.0,1.0,1.0,0.9318,0.8919,0.9754,0.9318,0.8919,0.9754,-0.0249,GlotLID,0.0434,MillID +naf_Latn,Nabak,203,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +heb_Hebr,Hebrew,203,0.9657,0.961,0.9704,0.9927,0.9854,1.0,0.9927,0.9854,1.0,0.6394,0.4699,1.0,0.6394,0.4699,1.0,-0.027,GlotLID,0.3263,MillID +crm_Cans,Moose Cree,203,0.985,1.0,0.9704,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.015,GlotLID,0.985,MillID +mcd_Latn,Sharanahua,203,0.9926,1.0,0.9852,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0074,tie,0.9926,MillID +dgc_Latn,Casiguran Dumagat Agta,203,0.9878,0.9806,0.9951,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0122,GlotLID,0.9878,MillID +ban_Latn,Balinese,202,0.9671,0.9896,0.9455,1.0,1.0,1.0,1.0,1.0,1.0,0.2087,0.1184,0.8812,0.2084,0.1182,0.8812,-0.0329,GlotLID,0.7587,MillID +mxv_Latn,Metlatónoc Mixtec,202,0.9426,0.912,0.9752,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0574,GlotLID,0.9426,MillID +ksd_Latn,Kuanua,202,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +tbo_Latn,Tawala,202,0.9975,1.0,0.995,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0025,tie,0.9975,MillID +cab_Latn,Garifuna,201,0.995,0.995,0.995,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.005,tie,0.995,MillID +kyg_Latn,Keyagana,201,0.995,0.995,0.995,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.005,tie,0.995,MillID +kjs_Latn,East Kewa,201,0.9723,0.9847,0.9602,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0277,GlotLID,0.9723,MillID +tat_Cyrl,Tatar,201,0.9703,0.9655,0.9751,0.9901,0.9805,1.0,0.9901,0.9805,1.0,0.2981,0.1753,0.995,0.2981,0.1753,0.995,-0.0199,GlotLID,0.6722,MillID +nus_Latn,Nuer,199,0.9925,0.99,0.995,1.0,1.0,1.0,1.0,1.0,1.0,0.2453,0.1402,0.9799,0.2451,0.1401,0.9799,-0.0075,tie,0.7474,MillID +krl_Latn,Karelian,199,0.9364,0.9485,0.9246,0.995,0.99,1.0,0.995,0.99,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0586,GlotLID,0.9364,MillID +pcd_Latn,Picard,199,0.9254,0.9163,0.9347,0.9827,0.966,1.0,0.9827,0.966,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0573,GlotLID,0.9254,MillID +tel_Latn,Telugu,199,0.9238,0.9038,0.9447,0.9368,0.9834,0.8945,0.9396,0.9835,0.8995,0.0,0.0,0.0,0.0,0.0,0.0,-0.0158,GlotLID,0.9238,MillID +tiv_Latn,Tiv,199,0.9719,0.9896,0.9548,0.99,0.9803,1.0,0.99,0.9803,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0182,GlotLID,0.9719,MillID +bos_Latn,Bosnian,198,0.6491,0.6796,0.6212,0.9021,0.8216,1.0,0.9021,0.8216,1.0,0.1812,0.1007,0.899,0.1812,0.1007,0.899,-0.253,GlotLID,0.4679,MillID +hne_Deva,Chhattisgarhi,198,0.9146,0.91,0.9192,0.9826,0.9659,1.0,0.9826,0.9659,1.0,0.5959,0.4508,0.8788,0.5949,0.4496,0.8788,-0.0681,GlotLID,0.3197,MillID +nsn_Latn,Nehan,198,0.9924,0.9899,0.9949,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0076,tie,0.9924,MillID +eml_Latn,eml,198,0.9333,0.913,0.9545,0.9875,0.9754,1.0,0.9875,0.9754,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0542,GlotLID,0.9333,MillID +uig_Latn,Uyghur,197,0.9771,0.9796,0.9746,0.9801,0.961,1.0,0.9801,0.961,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.003,tie,0.9771,MillID +wnc_Latn,Wantoat,197,0.9847,0.9897,0.9797,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0153,GlotLID,0.9847,MillID +pis_Latn,Pijin,197,0.9453,0.9268,0.9645,0.9752,0.9517,1.0,0.9752,0.9517,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.03,GlotLID,0.9453,MillID +ang_Latn,Old English,197,0.9822,0.9847,0.9797,0.9975,0.9949,1.0,0.9975,0.9949,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0153,GlotLID,0.9822,MillID +ctd_Latn,Tedim Chin,196,0.774,0.8671,0.699,0.9159,0.8448,1.0,0.9095,0.834,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.1355,GlotLID,0.774,MillID +jam_Latn,Jamaican Creole English,196,0.7911,0.7008,0.9082,0.8806,0.8592,0.9031,0.8806,0.8592,0.9031,0.0,0.0,0.0,0.0,0.0,0.0,-0.0895,GlotLID,0.7911,MillID +lim_Latn,Limburgish,196,0.866,0.875,0.8571,0.9975,0.9949,1.0,0.9975,0.9949,1.0,0.2315,0.1321,0.9337,0.2312,0.1319,0.9337,-0.1315,GlotLID,0.6348,MillID +tab_Cyrl,Tabassaran,196,0.9871,0.9948,0.9796,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0129,GlotLID,0.9871,MillID +moh_Latn,Mohawk,195,0.9923,0.9948,0.9897,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0077,tie,0.9923,MillID +zne_Latn,Zande (individual language),195,0.9847,0.9797,0.9897,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0153,GlotLID,0.9847,MillID +yue_Hani,Cantonese,194,0.8586,0.8723,0.8454,0.8933,0.9815,0.8196,0.8964,0.9816,0.8247,0.0595,0.0307,0.9691,0.0595,0.0307,0.9691,-0.0377,GlotLID,0.7992,MillID +byr_Latn,Baruya,194,0.9974,0.9949,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0026,tie,0.9974,MillID +arg_Latn,Aragonese,194,0.891,0.8246,0.9691,0.9898,0.9798,1.0,0.9898,0.9798,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0988,GlotLID,0.891,MillID +ubr_Latn,Ubir,194,0.9948,0.9948,0.9948,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0052,tie,0.9948,MillID +kik_Latn,Kikuyu,193,0.9845,0.9845,0.9845,1.0,1.0,1.0,1.0,1.0,1.0,0.4905,0.3679,0.7358,0.4905,0.3679,0.7358,-0.0155,GlotLID,0.494,MillID +war_Latn,Waray,193,0.9412,0.9724,0.9119,0.9948,0.9897,1.0,0.9948,0.9897,1.0,0.3946,0.2522,0.9067,0.3937,0.2514,0.9067,-0.0537,GlotLID,0.5475,MillID +bci_Latn,Baoulé,193,0.9793,0.9793,0.9793,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0207,GlotLID,0.9793,MillID +syc_Syrc,Classical Syriac,193,0.9895,1.0,0.9793,0.9674,0.9369,1.0,0.9674,0.9369,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0221,MillID,0.9895,MillID +sid_Latn,Sidamo,193,0.9632,0.9786,0.9482,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0368,GlotLID,0.9632,MillID +zea_Latn,Zeelandic,192,0.8772,0.8454,0.9115,0.9922,0.9846,1.0,0.9922,0.9846,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.1151,GlotLID,0.8772,MillID +ary_Arab,Moroccan Arabic,192,0.6067,0.5336,0.7031,0.5701,0.524,0.625,0.5701,0.524,0.625,0.0,0.0,0.0,0.0,0.0,0.0,0.0367,MillID,0.6067,MillID +mux_Latn,Bo-Ung,191,0.9974,1.0,0.9948,0.9974,0.9948,1.0,0.9974,0.9948,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0,tie,0.9974,MillID +gnn_Latn,Gumatj,191,0.9896,0.9795,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0104,GlotLID,0.9896,MillID +ndc_Latn,Ndau,191,0.933,0.9188,0.9476,0.9974,0.9948,1.0,0.9974,0.9948,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0644,GlotLID,0.933,MillID +kha_Latn,Khasi,191,0.9845,0.9744,0.9948,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0155,GlotLID,0.9845,MillID +qvz_Latn,Northern Pastaza Quichua,191,0.9895,0.9947,0.9843,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0105,GlotLID,0.9895,MillID +tzj_Latn,Tz'utujil,190,0.9922,0.9845,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0078,tie,0.9922,MillID +tar_Latn,Central Tarahumara,190,0.9948,0.9896,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0052,tie,0.9948,MillID +caq_Latn,Car Nicobarese,189,0.9947,1.0,0.9894,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0053,tie,0.9947,MillID +cym_Latn,Welsh,189,0.9814,0.984,0.9788,1.0,1.0,1.0,1.0,1.0,1.0,0.5068,0.342,0.9788,0.5062,0.3413,0.9788,-0.0186,GlotLID,0.4753,MillID +hbo_Hebr,Ancient Hebrew,189,0.9686,0.9585,0.9788,0.9844,0.9692,1.0,0.9844,0.9692,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0158,GlotLID,0.9686,MillID +tgp_Latn,Tangoa,189,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +crh_Latn,Crimean Tatar,189,0.9635,0.9487,0.9788,0.945,0.8957,1.0,0.945,0.8957,1.0,0.3533,0.2161,0.9683,0.3533,0.2161,0.9683,0.0185,MillID,0.6103,MillID +yrb_Latn,Yareba,188,0.9947,0.9947,0.9947,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0053,tie,0.9947,MillID +knj_Latn,Western Kanjobal,188,0.9894,0.9842,0.9947,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0106,GlotLID,0.9894,MillID +sps_Latn,Saposa,187,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +djk_Latn,Eastern Maroon Creole,187,0.9524,0.9424,0.9626,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0476,GlotLID,0.9524,MillID +ztq_Latn,Quioquitani-Quierí Zapotec,187,0.9838,0.9945,0.9733,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0162,GlotLID,0.9838,MillID +azj_Latn,North Azerbaijani,187,0.9705,0.9731,0.9679,0.992,0.9842,1.0,0.992,0.9842,1.0,0.2507,0.1436,0.984,0.2507,0.1436,0.984,-0.0215,GlotLID,0.7198,MillID +dsb_Latn,Lower Sorbian,187,0.9493,0.9468,0.9519,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0507,GlotLID,0.9493,MillID +kmo_Latn,Kwoma,187,0.9892,1.0,0.9786,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0108,GlotLID,0.9892,MillID +khm_Khmr,Khmer,187,0.9791,0.959,1.0,0.9894,0.9791,1.0,0.9894,0.9791,1.0,0.9421,0.8905,1.0,0.9421,0.8905,1.0,-0.0104,GlotLID,0.037,MillID +tll_Latn,Tetela,186,0.9677,0.9677,0.9677,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0323,GlotLID,0.9677,MillID +trp_Latn,Kok Borok,186,0.992,0.9893,0.9946,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.008,tie,0.992,MillID +wrk_Latn,Garrwa,185,0.9946,0.9893,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0054,tie,0.9946,MillID +rmn_Grek,Balkan Romani,185,0.7256,0.6367,0.8432,0.8127,0.9846,0.6919,0.8127,0.9846,0.6919,0.0,0.0,0.0,0.0,0.0,0.0,-0.0871,GlotLID,0.7256,MillID +tsc_Latn,Tswa,184,0.9053,0.8776,0.9348,0.943,0.901,0.9891,0.9457,0.9015,0.9946,0.0,0.0,0.0,0.0,0.0,0.0,-0.0405,GlotLID,0.9053,MillID +sgc_Latn,Kipsigis,184,0.9973,1.0,0.9946,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0027,tie,0.9973,MillID +rop_Latn,Kriol,184,0.9866,0.9735,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0134,GlotLID,0.9866,MillID +nzi_Latn,Nzima,184,0.9863,0.9945,0.9783,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0137,GlotLID,0.9863,MillID +miq_Latn,Mískito,184,0.9945,1.0,0.9891,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0055,tie,0.9945,MillID +gdr_Latn,Wipi,184,0.9945,1.0,0.9891,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0055,tie,0.9945,MillID +dnj_Latn,Dan,184,0.9946,0.9946,0.9946,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0054,tie,0.9946,MillID +ium_Latn,Iu Mien,184,0.9973,0.9946,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0027,tie,0.9973,MillID +mad_Latn,Madurese,183,0.9728,0.9676,0.9781,0.9919,0.9839,1.0,0.9892,0.9786,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0164,GlotLID,0.9728,MillID +wos_Latn,Hanga Hundi,183,0.989,1.0,0.9781,0.9973,0.9946,1.0,0.9973,0.9946,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0083,tie,0.989,MillID +ces_Latn,Czech,183,0.8989,0.8756,0.9235,1.0,1.0,1.0,1.0,1.0,1.0,0.4321,0.2756,1.0,0.4321,0.2756,1.0,-0.1011,GlotLID,0.4668,MillID +kek_Latn,Kekchí,183,0.989,1.0,0.9781,0.9973,0.9946,1.0,0.9973,0.9946,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0083,tie,0.989,MillID +kaa_Latn,Kara-Kalpak,182,0.9644,0.9617,0.967,0.8589,1.0,0.7527,0.8625,1.0,0.7582,0.0,0.0,0.0,0.0,0.0,0.0,0.1019,MillID,0.9644,MillID +myw_Latn,Muyuw,182,0.989,0.989,0.989,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.011,GlotLID,0.989,MillID +bin_Latn,Bini,182,0.9863,0.9836,0.989,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0137,GlotLID,0.9863,MillID +agr_Latn,Aguaruna,182,0.989,0.989,0.989,0.9973,0.9945,1.0,0.9973,0.9945,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0082,tie,0.989,MillID +kwj_Latn,Kwanga,182,0.989,0.989,0.989,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.011,GlotLID,0.989,MillID +kaa_Cyrl,Kara-Kalpak,181,0.9731,0.9476,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0269,GlotLID,0.9731,MillID +avu_Latn,Avokaya,181,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +bsn_Latn,Barasana-Eduria,181,0.9889,0.9944,0.9834,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0111,GlotLID,0.9889,MillID +cok_Latn,Santa Teresa Cora,181,0.9972,0.9945,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0028,tie,0.9972,MillID +rug_Latn,Roviana,181,0.9945,0.9891,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0055,tie,0.9945,MillID +ngu_Latn,Guerrero Nahuatl,181,0.9545,0.9825,0.9282,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0455,GlotLID,0.9545,MillID +car_Latn,Carib,181,0.9888,1.0,0.9779,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0112,GlotLID,0.9888,MillID +pnt_Grek,Pontic,181,0.9434,0.9211,0.9669,0.9972,0.9945,1.0,0.9972,0.9945,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0538,GlotLID,0.9434,MillID +nan_Latn,Min Nan Chinese,180,0.9832,0.9888,0.9778,0.9972,0.9945,1.0,0.9972,0.9945,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.014,GlotLID,0.9832,MillID +bdh_Latn,Baka (South Sudan),180,0.9945,0.989,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0055,tie,0.9945,MillID +mal_Latn,Malayalam,180,0.9638,0.9665,0.9611,0.9972,0.9945,1.0,0.9972,0.9945,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0334,GlotLID,0.9638,MillID +non_Latn,Old Norse,180,0.8324,0.8675,0.8,0.8862,0.9931,0.8,0.893,0.9932,0.8111,0.0,0.0,0.0,0.0,0.0,0.0,-0.0606,GlotLID,0.8324,MillID +gub_Latn,Guajajára,180,0.9916,0.9944,0.9889,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0084,tie,0.9916,MillID +fon_Latn,Fon,180,0.9752,0.9672,0.9833,1.0,1.0,1.0,1.0,1.0,1.0,0.2011,0.113,0.9111,0.201,0.1129,0.9111,-0.0248,GlotLID,0.7742,MillID +qub_Latn,Huallaga Huánuco Quechua,180,0.9402,0.9649,0.9167,0.9551,0.9659,0.9444,0.9497,0.9551,0.9444,0.0,0.0,0.0,0.0,0.0,0.0,-0.0095,tie,0.9402,MillID +pdt_Latn,Plautdietsch,180,0.9748,0.9831,0.9667,0.9972,0.9945,1.0,0.9972,0.9945,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0224,GlotLID,0.9748,MillID +pjt_Latn,Pitjantjatjara,179,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +iws_Latn,Sepik Iwam,178,0.9972,0.9944,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0028,tie,0.9972,MillID +mna_Latn,Mbula,178,0.9944,1.0,0.9888,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0056,tie,0.9944,MillID +pon_Latn,Pohnpeian,178,0.9804,0.9777,0.9831,0.9972,0.9944,1.0,0.9972,0.9944,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0168,GlotLID,0.9804,MillID +hye_Armn,Armenian,178,0.9807,0.9622,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.5934,0.4304,0.9551,0.5934,0.4304,0.9551,-0.0193,GlotLID,0.3873,MillID +sms_Latn,Skolt Sami,178,0.9972,0.9944,1.0,0.9972,0.9944,1.0,0.9944,0.9889,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0028,tie,0.9972,MillID +kde_Latn,Makonde,178,0.9582,0.9503,0.9663,0.9972,0.9944,1.0,0.9972,0.9944,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.039,GlotLID,0.9582,MillID +zyp_Latn,Zyphe Chin,178,0.9944,0.9889,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0056,tie,0.9944,MillID +for_Latn,Fore,178,0.9944,1.0,0.9888,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0056,tie,0.9944,MillID +kpe_Latn,Kpelle,177,0.9859,0.9831,0.9887,0.9972,0.9944,1.0,0.9972,0.9944,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0113,GlotLID,0.9859,MillID +mpm_Latn,Yosondúa Mixtec,177,0.9943,1.0,0.9887,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0057,tie,0.9943,MillID +gmh_Latn,Middle High German,177,0.9218,0.9116,0.9322,0.7864,0.9831,0.6554,0.7864,0.9831,0.6554,0.0,0.0,0.0,0.0,0.0,0.0,0.1353,MillID,0.9218,MillID +zty_Latn,Yatee Zapotec,177,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +ogo_Latn,Khana,177,0.9886,1.0,0.9774,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0114,GlotLID,0.9886,MillID +rwo_Latn,Rawa,177,0.9944,0.9944,0.9944,0.9972,0.9944,1.0,0.9972,0.9944,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0028,tie,0.9944,MillID +jra_Latn,Jarai,177,0.9831,0.9777,0.9887,0.9944,0.9888,1.0,0.9944,0.9888,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0112,GlotLID,0.9831,MillID +bjr_Latn,Binumarien,176,0.9944,0.9888,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0056,tie,0.9944,MillID +aba_Latn,Abé,176,0.9915,0.9943,0.9886,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0085,tie,0.9915,MillID +dua_Latn,Duala,176,0.9591,0.988,0.9318,0.9944,0.9888,1.0,0.9944,0.9888,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0353,GlotLID,0.9591,MillID +bno_Latn,Bantoanon,176,0.9915,0.9832,1.0,0.9972,0.9944,1.0,0.9972,0.9944,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0056,tie,0.9915,MillID +gai_Latn,Borei,175,0.9943,0.9943,0.9943,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0057,tie,0.9943,MillID +ngl_Latn,Lomwe,175,0.9294,0.9576,0.9029,0.9972,0.9943,1.0,0.9972,0.9943,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0677,GlotLID,0.9294,MillID +qvw_Latn,Huaylla Wanca Quechua,175,0.9972,0.9943,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0028,tie,0.9972,MillID +caf_Latn,Southern Carrier,174,0.9609,0.9348,0.9885,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0391,GlotLID,0.9609,MillID +pms_Latn,Piedmontese,174,0.9483,0.9483,0.9483,0.9971,0.9943,1.0,0.9971,0.9943,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0489,GlotLID,0.9483,MillID +rtm_Latn,Rotuman,174,0.9886,0.983,0.9943,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0114,GlotLID,0.9886,MillID +shn_Mymr,Shan,174,1.0,1.0,1.0,0.9943,0.9886,1.0,0.9943,0.9886,1.0,0.9548,0.9389,0.9713,0.9548,0.9389,0.9713,0.0057,tie,0.0452,MillID +abn_Latn,Abua,174,0.9971,0.9943,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0029,tie,0.9971,MillID +zpa_Latn,Lachiguiri Zapotec,174,0.9914,0.9942,0.9885,0.9971,0.9943,1.0,0.9971,0.9943,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0058,tie,0.9914,MillID +ruf_Latn,Luguru,173,0.9598,0.9543,0.9653,0.9971,0.9943,1.0,0.9971,0.9943,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0373,GlotLID,0.9598,MillID +dga_Latn,Southern Dagaare,173,0.9742,0.9659,0.9827,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0258,GlotLID,0.9742,MillID +sus_Latn,Susu,173,0.9738,0.9824,0.9653,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0262,GlotLID,0.9738,MillID +yml_Latn,Iamalele,173,0.9971,0.9943,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0029,tie,0.9971,MillID +ami_Latn,Amis,173,0.9828,0.9771,0.9884,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0172,GlotLID,0.9828,MillID +bcc_Arab,Southern Balochi,173,0.8338,0.7887,0.8844,0.8272,0.8874,0.7746,0.8272,0.8874,0.7746,0.0,0.0,0.0,0.0,0.0,0.0,0.0066,tie,0.8338,MillID +ifu_Latn,Mayoyao Ifugao,173,0.9913,0.9942,0.9884,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0087,tie,0.9913,MillID +cak_Latn,Kaqchikel,173,0.9649,0.9763,0.9538,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0351,GlotLID,0.9649,MillID +dah_Latn,Gwahatike,172,0.9942,0.9885,1.0,0.9971,0.9942,1.0,0.9971,0.9942,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0029,tie,0.9942,MillID +amp_Latn,Alamblak,172,0.9825,0.9882,0.9767,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0175,GlotLID,0.9825,MillID +nap_Latn,Neapolitan,172,0.739,0.7456,0.7326,0.8424,0.9424,0.7616,0.8424,0.9424,0.7616,0.0,0.0,0.0,0.0,0.0,0.0,-0.1034,GlotLID,0.739,MillID +scn_Latn,Sicilian,172,0.9573,0.9385,0.9767,0.9857,0.9718,1.0,0.9829,0.9663,1.0,0.1747,0.0957,0.9942,0.1746,0.0957,0.9942,-0.0256,GlotLID,0.7827,MillID +smk_Latn,Bolinao,172,0.9884,0.9828,0.9942,0.9942,0.9885,1.0,0.9942,0.9885,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0058,tie,0.9884,MillID +zos_Latn,Francisco León Zoque,171,0.9971,1.0,0.9942,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0029,tie,0.9971,MillID +bjp_Latn,Fanamaket,171,0.9971,1.0,0.9942,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0029,tie,0.9971,MillID +tsg_Latn,Tausug,170,0.9882,0.9882,0.9882,0.9971,0.9942,1.0,0.9971,0.9942,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0088,tie,0.9882,MillID +bud_Latn,Ntcham,170,0.9884,0.977,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0116,GlotLID,0.9884,MillID +mti_Latn,Maiwa (Papua New Guinea),170,0.9796,0.9711,0.9882,0.9971,0.9942,1.0,0.9971,0.9942,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0175,GlotLID,0.9796,MillID +tam_Latn,Tamil,170,0.9681,0.9543,0.9824,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0319,GlotLID,0.9681,MillID +gom_Deva,Goan Konkani,170,0.948,0.9318,0.9647,0.9742,0.9497,1.0,0.9742,0.9497,1.0,0.1789,0.0982,1.0,0.1789,0.0982,1.0,-0.0262,GlotLID,0.7691,MillID +cni_Latn,Asháninka,170,0.9827,0.9659,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0173,GlotLID,0.9827,MillID +sab_Latn,Buglere,170,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +tvk_Latn,Southeast Ambrym,170,0.9941,0.9941,0.9941,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0059,tie,0.9941,MillID +amm_Latn,Ama (Papua New Guinea),170,0.9882,0.9882,0.9882,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0118,GlotLID,0.9882,MillID +kkc_Latn,Odoodee,169,0.9941,0.9941,0.9941,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0059,tie,0.9941,MillID +bhw_Latn,Biak,169,0.9912,0.9882,0.9941,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0088,tie,0.9912,MillID +pbb_Latn,Páez,169,0.9941,0.9883,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0059,tie,0.9941,MillID +rcf_Latn,Réunion Creole French,169,0.9623,0.9432,0.9822,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0377,GlotLID,0.9623,MillID +abt_Latn,Ambulas,169,0.9882,0.9882,0.9882,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0118,GlotLID,0.9882,MillID +ksh_Latn,Colognian,169,0.904,0.9481,0.8639,0.9971,0.9941,1.0,0.9971,0.9941,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.093,GlotLID,0.904,MillID +tnp_Latn,Whitesands,169,0.997,1.0,0.9941,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.003,tie,0.997,MillID +kum_Cyrl,Kumyk,169,0.9647,0.9591,0.9704,0.9971,0.9941,1.0,0.9971,0.9941,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0323,GlotLID,0.9647,MillID +cgc_Latn,Kagayanen,169,0.9763,0.9763,0.9763,0.9941,0.9883,1.0,0.9941,0.9883,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0178,GlotLID,0.9763,MillID +rai_Latn,Ramoaaina,168,0.9882,0.9824,0.994,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0118,GlotLID,0.9882,MillID +gaa_Latn,Ga,168,0.9881,0.9881,0.9881,0.994,1.0,0.9881,0.994,1.0,0.9881,0.0,0.0,0.0,0.0,0.0,0.0,-0.0059,tie,0.9881,MillID +hrv_Latn,Croatian,168,0.6222,0.5833,0.6667,0.9438,0.8936,1.0,0.9438,0.8936,1.0,0.1783,0.0993,0.869,0.1783,0.0993,0.869,-0.3216,GlotLID,0.444,MillID +lbb_Latn,Label,168,0.985,0.9939,0.9762,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.015,GlotLID,0.985,MillID +hot_Latn,Hote,168,0.997,0.9941,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.003,tie,0.997,MillID +chu_Cyrl,Church Slavic,168,0.9202,0.9494,0.8929,0.8834,0.9114,0.8571,0.8869,0.9119,0.8631,0.0,0.0,0.0,0.0,0.0,0.0,0.0334,MillID,0.9202,MillID +aca_Latn,Achagua,168,0.9941,0.9882,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0059,tie,0.9941,MillID +xsr_Deva,Sherpa,167,0.991,0.9881,0.994,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.009,tie,0.991,MillID +lhu_Latn,Lahu,167,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +awb_Latn,Awa (Papua New Guinea),167,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +rup_Latn,Aromanian,166,0.9515,0.9573,0.9458,0.997,0.994,1.0,0.997,0.994,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0455,GlotLID,0.9515,MillID +fuf_Latn,Pular,166,0.9235,0.9023,0.9458,0.9326,0.8737,1.0,0.9326,0.8737,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0091,tie,0.9235,MillID +kgf_Latn,Kube,166,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +viv_Latn,Iduna,166,0.9909,1.0,0.9819,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0091,tie,0.9909,MillID +txu_Latn,Kayapó,166,0.991,0.9822,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.009,tie,0.991,MillID +xbi_Latn,Kombio,165,0.9939,0.9939,0.9939,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0061,tie,0.9939,MillID +bew_Latn,Betawi,165,0.716,0.7296,0.703,0.6974,0.7626,0.6424,0.6974,0.7626,0.6424,0.0,0.0,0.0,0.0,0.0,0.0,0.0187,MillID,0.716,MillID +hwc_Latn,Hawai'i Creole English,165,0.9693,0.9814,0.9576,0.9851,0.9706,1.0,0.9851,0.9706,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0157,GlotLID,0.9693,MillID +kab_Latn,Kabyle,165,0.924,0.9268,0.9212,0.9851,0.9706,1.0,0.9851,0.9706,1.0,0.4596,0.3,0.9818,0.457,0.2978,0.9818,-0.0611,GlotLID,0.467,MillID +mbt_Latn,Matigsalug Manobo,165,0.9909,0.9939,0.9879,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0091,tie,0.9909,MillID +uvl_Latn,Lote,164,0.9878,0.9878,0.9878,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0122,GlotLID,0.9878,MillID +bbb_Latn,Barai,164,0.997,0.9939,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.003,tie,0.997,MillID +fuv_Latn,Nigerian Fulfulde,164,0.774,0.7211,0.8354,0.8393,0.9078,0.7805,0.8516,0.9041,0.8049,0.0455,0.0233,0.9817,0.0453,0.0232,0.9817,-0.0776,GlotLID,0.7287,MillID +pck_Latn,Paite Chin,164,0.8554,0.8452,0.8659,0.8932,0.9517,0.8415,0.9079,0.947,0.872,0.0,0.0,0.0,0.0,0.0,0.0,-0.0525,GlotLID,0.8554,MillID +rnd_Latn,Ruund,164,0.9591,0.9213,1.0,0.997,0.9939,1.0,0.997,0.9939,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0379,GlotLID,0.9591,MillID +chz_Latn,Ozumacín Chinantec,164,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +hin_Latn,Hindi,164,0.6118,0.5909,0.6341,0.6169,0.6947,0.5549,0.6169,0.6947,0.5549,0.0,0.0,0.0,0.0,0.0,0.0,-0.0052,tie,0.6118,MillID +bzj_Latn,Belize Kriol English,164,0.9726,0.9697,0.9756,0.997,0.9939,1.0,0.997,0.9939,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0243,GlotLID,0.9726,MillID +ahk_Latn,Akha,164,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +klv_Latn,Maskelynes,164,0.9908,1.0,0.9817,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0092,tie,0.9908,MillID +aia_Latn,Arosi,163,0.9938,1.0,0.9877,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0062,tie,0.9938,MillID +arb_Latn,Standard Arabic,163,0.9241,0.9542,0.8957,0.903,0.9926,0.8282,0.9103,0.9928,0.8405,0.2098,0.1217,0.7607,0.2098,0.1217,0.7607,0.0138,MillID,0.7142,MillID +sny_Latn,Saniyo-Hiyewe,163,0.9939,0.9879,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0061,tie,0.9939,MillID +lex_Latn,Luang,163,0.9908,0.9878,0.9939,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0092,tie,0.9908,MillID +seh_Latn,Sena,162,0.9592,0.9745,0.9444,0.9908,0.9818,1.0,0.9908,0.9818,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0316,GlotLID,0.9592,MillID +mbi_Latn,Ilianen Manobo,162,1.0,1.0,1.0,0.9969,0.9939,1.0,0.9969,0.9939,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0031,tie,1.0,MillID +mrw_Latn,Maranao,162,0.9847,0.9758,0.9938,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0153,GlotLID,0.9847,MillID +mri_Latn,Māori,162,0.9908,0.9877,0.9938,1.0,1.0,1.0,1.0,1.0,1.0,0.1034,0.0546,0.9815,0.1034,0.0546,0.9815,-0.0092,tie,0.8874,MillID +bhl_Latn,Bimin,162,0.9938,0.9938,0.9938,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0062,tie,0.9938,MillID +dgz_Latn,Daga,162,0.9815,0.9815,0.9815,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0185,GlotLID,0.9815,MillID +gur_Latn,Frafra,161,0.9814,0.9814,0.9814,0.9876,0.9876,0.9876,0.9876,0.9876,0.9876,0.0,0.0,0.0,0.0,0.0,0.0,-0.0062,tie,0.9814,MillID +kri_Latn,Krio,161,0.9969,0.9938,1.0,0.9969,1.0,0.9938,0.9969,1.0,0.9938,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.9969,MillID +emi_Latn,Mussau-Emira,161,0.9907,0.9877,0.9938,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0093,tie,0.9907,MillID +bqc_Latn,Boko (Benin),161,0.9753,0.9693,0.9814,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0247,GlotLID,0.9753,MillID +tif_Latn,Tifal,161,0.9843,0.9937,0.9752,0.9969,0.9938,1.0,0.9969,0.9938,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0126,GlotLID,0.9843,MillID +tat_Latn,Tatar,161,0.9969,1.0,0.9938,0.9938,0.9877,1.0,0.9938,0.9877,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0031,tie,0.9969,MillID +aby_Latn,Aneme Wake,161,0.9969,0.9938,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0031,tie,0.9969,MillID +emp_Latn,Northern Emberá,160,0.9969,0.9938,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0031,tie,0.9969,MillID +bzd_Latn,Bribri,160,0.9969,0.9938,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0031,tie,0.9969,MillID +ata_Latn,Pele-Ata,160,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +sll_Latn,Salt-Yui,160,0.9938,0.9938,0.9938,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0062,tie,0.9938,MillID +bqp_Latn,Busa,160,0.962,0.9744,0.95,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.038,GlotLID,0.962,MillID +snp_Latn,Siane,159,0.9968,1.0,0.9937,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0032,tie,0.9968,MillID +pri_Latn,Paicî,159,0.9968,1.0,0.9937,0.9842,0.9873,0.9811,0.9842,0.9873,0.9811,0.0,0.0,0.0,0.0,0.0,0.0,0.0126,MillID,0.9968,MillID +udm_Cyrl,Udmurt,159,0.9451,0.9172,0.9748,0.9907,0.9815,1.0,0.9907,0.9815,1.0,0.5157,0.4007,0.7233,0.5157,0.4007,0.7233,-0.0455,GlotLID,0.4294,MillID +xsm_Latn,Kasem,159,0.9812,0.9752,0.9874,0.9969,0.9938,1.0,0.9969,0.9938,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0156,GlotLID,0.9812,MillID +blk_Mymr,Pa'o Karen,159,0.8805,0.8805,0.8805,0.9184,1.0,0.8491,0.9184,1.0,0.8491,0.0,0.0,0.0,0.0,0.0,0.0,-0.0379,GlotLID,0.8805,MillID +bvr_Latn,Burarra,159,0.9968,1.0,0.9937,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0032,tie,0.9968,MillID +lcm_Latn,Tungag,159,0.9937,0.9937,0.9937,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0063,tie,0.9937,MillID +abz_Latn,Abui,159,0.9873,0.9936,0.9811,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0127,GlotLID,0.9873,MillID +urh_Latn,Urhobo,159,0.9905,0.9937,0.9874,0.9969,0.9938,1.0,0.9969,0.9938,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0063,tie,0.9905,MillID +kue_Latn,Kuman (Papua New Guinea),159,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +tsz_Latn,Purepecha,159,0.9843,0.9812,0.9874,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0157,GlotLID,0.9843,MillID +trv_Latn,Taroko,159,0.9907,0.9815,1.0,0.9845,0.9695,1.0,0.9845,0.9695,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0061,tie,0.9907,MillID +quh_Latn,South Bolivian Quechua,159,0.9211,0.9655,0.8805,0.8387,0.975,0.7358,0.8874,0.9701,0.8176,0.0,0.0,0.0,0.0,0.0,0.0,0.0337,MillID,0.9211,MillID +iso_Latn,Isoko,159,0.9776,0.9935,0.9623,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0224,GlotLID,0.9776,MillID +krc_Cyrl,Karachay-Balkar,159,0.9538,0.9337,0.9748,0.9969,0.9938,1.0,0.9969,0.9938,1.0,0.1766,0.0969,0.9937,0.1766,0.0969,0.9937,-0.043,GlotLID,0.7772,MillID +wrs_Latn,Waris,158,0.9937,0.9875,1.0,0.9968,0.9937,1.0,0.9968,0.9937,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0031,tie,0.9937,MillID +kmg_Latn,Kâte,158,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +khz_Latn,Keapara,158,0.9806,1.0,0.962,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0194,GlotLID,0.9806,MillID +tee_Latn,Huehuetla Tepehua,158,0.9873,0.9936,0.981,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0127,GlotLID,0.9873,MillID +jav_Latn,Javanese,158,0.9283,0.9141,0.943,0.9937,0.9875,1.0,0.9937,0.9875,1.0,0.0996,0.0524,0.9873,0.0994,0.0523,0.9873,-0.0654,GlotLID,0.829,MillID +tvl_Latn,Tuvalu,158,0.9718,0.9627,0.981,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0282,GlotLID,0.9718,MillID +agm_Latn,Angaataha,158,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +kpg_Latn,Kapingamarangi,158,0.9905,0.9936,0.9873,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0095,tie,0.9905,MillID +tzm_Tfng,Central Atlas Tamazight,157,0.6594,0.7647,0.5796,0.8156,0.6886,1.0,0.8156,0.6886,1.0,0.5688,0.3975,1.0,0.5688,0.3975,1.0,-0.1562,GlotLID,0.0906,MillID +leu_Latn,Kara (Papua New Guinea),157,0.9936,0.9936,0.9936,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0064,tie,0.9936,MillID +usa_Latn,Usarufa,157,0.9968,0.9937,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0032,tie,0.9968,MillID +mwl_Latn,Mirandese,157,0.915,0.9396,0.8917,0.9646,0.974,0.9554,0.9646,0.974,0.9554,0.0,0.0,0.0,0.0,0.0,0.0,-0.0496,GlotLID,0.915,MillID +bel_Cyrl,Belarusian,157,0.9657,0.9451,0.9873,0.9968,0.9937,1.0,0.9968,0.9937,1.0,0.5056,0.3384,1.0,0.5056,0.3384,1.0,-0.0311,GlotLID,0.4601,MillID +djr_Latn,Djambarrpuyngu,156,0.9903,1.0,0.9808,0.9968,0.9936,1.0,0.9968,0.9936,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0065,tie,0.9903,MillID +myv_Cyrl,Erzya,156,0.9226,0.9716,0.8782,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0774,GlotLID,0.9226,MillID +gdn_Latn,Umanakaina,156,0.9968,0.9936,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0032,tie,0.9968,MillID +fkv_Latn,Kven Finnish,156,0.8763,0.9161,0.8397,0.8927,0.9699,0.8269,0.8927,0.9699,0.8269,0.0,0.0,0.0,0.0,0.0,0.0,-0.0165,GlotLID,0.8763,MillID +aom_Latn,Ömie,156,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +rad_Latn,Rade,155,0.9968,0.9936,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0032,tie,0.9968,MillID +ape_Latn,Bukiyip,155,0.9968,0.9936,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0032,tie,0.9968,MillID +lew_Latn,Ledo Kaili,155,0.9968,0.9936,1.0,0.9968,0.9936,1.0,0.9968,0.9936,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.9968,MillID +mjw_Latn,Karbi,155,0.9968,0.9936,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0032,tie,0.9968,MillID +cbk_Latn,Chavacano,155,0.7913,0.6822,0.9419,0.8767,0.9343,0.8258,0.8767,0.9343,0.8258,0.0,0.0,0.0,0.0,0.0,0.0,-0.0854,GlotLID,0.7913,MillID +snd_Latn,Sindhi,155,0.8489,0.8462,0.8516,0.8151,0.8686,0.7677,0.8271,0.8714,0.7871,0.0,0.0,0.0,0.0,0.0,0.0,0.0218,MillID,0.8489,MillID +spp_Latn,Supyire Senoufo,155,0.9872,0.9809,0.9935,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0128,GlotLID,0.9872,MillID +xsi_Latn,Sio,154,0.9967,1.0,0.9935,0.9968,0.9935,1.0,0.9968,0.9935,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0,tie,0.9967,MillID +poh_Latn,Poqomchi',154,0.9968,0.9935,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0032,tie,0.9968,MillID +ann_Latn,Obolo,154,0.9869,0.9934,0.9805,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0131,GlotLID,0.9869,MillID +gcf_Latn,Guadeloupean Creole French,154,0.943,0.9198,0.9675,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.057,GlotLID,0.943,MillID +kjh_Cyrl,Khakas,154,0.9542,0.9605,0.9481,0.9872,0.9747,1.0,0.9872,0.9747,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0329,GlotLID,0.9542,MillID +tpz_Latn,Tinputz,154,0.9967,1.0,0.9935,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0033,tie,0.9967,MillID +mas_Latn,Masai,154,0.9587,0.9379,0.9805,0.9902,0.9935,0.987,0.9935,0.9935,0.9935,0.0,0.0,0.0,0.0,0.0,0.0,-0.0348,GlotLID,0.9587,MillID +sue_Latn,Suena,154,0.9902,0.9935,0.987,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0098,tie,0.9902,MillID +bjn_Latn,Banjar,153,0.9246,0.9276,0.9216,0.9839,0.9684,1.0,0.9839,0.9684,1.0,0.1525,0.0832,0.9085,0.1523,0.0831,0.9085,-0.0593,GlotLID,0.7723,MillID +zyb_Latn,Yongbei Zhuang,153,1.0,1.0,1.0,0.9967,0.9935,1.0,0.9967,0.9935,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0033,tie,1.0,MillID +und_Newa,und,153,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +kix_Latn,Khiamniungan Naga,153,0.9903,0.9808,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0097,tie,0.9903,MillID +kud_Latn,'Auhelawa,153,0.9869,0.9869,0.9869,0.9967,0.9935,1.0,0.9967,0.9935,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0098,tie,0.9869,MillID +nas_Latn,Naasioi,153,0.9935,0.9871,1.0,0.9967,0.9935,1.0,0.9967,0.9935,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0032,tie,0.9935,MillID +nuj_Latn,Nyole,153,0.929,0.9172,0.9412,0.9935,0.9935,0.9935,0.9935,0.9935,0.9935,0.0,0.0,0.0,0.0,0.0,0.0,-0.0644,GlotLID,0.929,MillID +knv_Latn,Tabo,153,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +crh_Cyrl,Crimean Tatar,153,0.9565,0.9795,0.9346,0.9967,0.9935,1.0,0.9967,0.9935,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0402,GlotLID,0.9565,MillID +nqo_Nkoo,N’Ko,152,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +ncj_Latn,Northern Puebla Nahuatl,152,0.9536,0.96,0.9474,0.987,0.9744,1.0,0.987,0.9744,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0334,GlotLID,0.9536,MillID +nwi_Latn,Southwest Tanna,152,0.9934,0.9934,0.9934,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0066,tie,0.9934,MillID +aly_Latn,Alyawarr,152,0.9934,0.9934,0.9934,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0066,tie,0.9934,MillID +oss_Cyrl,Ossetic,152,0.9739,0.9675,0.9803,1.0,1.0,1.0,1.0,1.0,1.0,0.7638,0.6179,1.0,0.7638,0.6179,1.0,-0.0261,GlotLID,0.21,MillID +atb_Latn,Zaiwa,152,0.9901,0.9934,0.9868,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0099,tie,0.9901,MillID +kbm_Latn,Iwal,152,0.9967,0.9935,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0033,tie,0.9967,MillID +knf_Latn,Mankanya,151,0.9901,0.9868,0.9934,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0099,tie,0.9901,MillID +xla_Latn,Kamula,151,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +kyz_Latn,Kayabí,151,0.99,0.9933,0.9868,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.01,tie,0.99,MillID +lmp_Latn,Limbum,151,0.9967,0.9934,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0033,tie,0.9967,MillID +gaw_Latn,Nobonob,151,0.9967,1.0,0.9934,0.9967,0.9934,1.0,0.9967,0.9934,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0,tie,0.9967,MillID +kwf_Latn,Kwara'ae,150,0.9967,0.9934,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0033,tie,0.9967,MillID +lfn_Latn,Lingua Franca Nova,150,0.9799,0.9865,0.9733,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0201,GlotLID,0.9799,MillID +ntu_Latn,Natügu,150,0.9835,0.9739,0.9933,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0165,GlotLID,0.9835,MillID +kbc_Latn,Kadiwéu,149,0.9967,0.9933,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0033,tie,0.9967,MillID +maz_Latn,Central Mazahua,149,0.9799,0.9799,0.9799,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0201,GlotLID,0.9799,MillID +gor_Latn,Gorontalo,149,0.9726,0.993,0.953,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0274,GlotLID,0.9726,MillID +nyu_Latn,Nyungwe,149,0.9671,0.9484,0.9866,0.977,0.9551,1.0,0.977,0.9551,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0099,tie,0.9671,MillID +dag_Latn,Dagbani,149,0.7669,0.8718,0.6846,0.6616,0.5304,0.8792,0.6599,0.5282,0.8792,0.0,0.0,0.0,0.0,0.0,0.0,0.107,MillID,0.7669,MillID +gmv_Ethi,Gamo,149,0.9597,0.9597,0.9597,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0403,GlotLID,0.9597,MillID +njn_Latn,Liangmai Naga,148,0.9801,0.961,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0199,GlotLID,0.9801,MillID +qvs_Latn,San Martín Quechua,148,0.9832,0.9799,0.9865,0.9737,0.9487,1.0,0.9737,0.9487,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0095,tie,0.9832,MillID +mmo_Latn,Mangga Buang,148,0.9932,0.9932,0.9932,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0068,tie,0.9932,MillID +tbz_Latn,Ditammari,148,0.9932,1.0,0.9865,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0068,tie,0.9932,MillID +kmh_Latn,Kalam,148,0.9899,0.9866,0.9932,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0101,GlotLID,0.9899,MillID +wuu_Hani,Wu Chinese,148,0.8407,0.8435,0.8378,0.9801,0.961,1.0,0.9801,0.961,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.1395,GlotLID,0.8407,MillID +aeu_Latn,Akeu,148,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +zpv_Latn,Chichicapan Zapotec,147,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +wnu_Latn,Usan,147,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +kwd_Latn,Kwaio,147,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +lub_Latn,Luba-Katanga,147,0.9565,0.9408,0.9728,0.9866,0.9735,1.0,0.9866,0.9735,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0301,GlotLID,0.9565,MillID +cnr_Latn,Serbian (Montenegro),147,0.8297,0.7614,0.9116,0.8909,0.8033,1.0,0.8909,0.8033,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0612,GlotLID,0.8297,MillID +abq_Cyrl,Abaza,147,0.9932,0.9866,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0068,tie,0.9932,MillID +ptp_Latn,Patep,147,0.9966,1.0,0.9932,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0034,tie,0.9966,MillID +nov_Latn,Novial,147,0.8763,0.9118,0.8435,0.9899,0.98,1.0,0.9899,0.98,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.1136,GlotLID,0.8763,MillID +cpy_Latn,South Ucayali Ashéninka,147,0.9797,0.9732,0.9864,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0203,GlotLID,0.9797,MillID +bef_Latn,Benabena,147,0.9966,0.9932,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0034,tie,0.9966,MillID +mns_Cyrl,Mansi,146,0.9759,0.9793,0.9726,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0241,GlotLID,0.9759,MillID +chd_Latn,Highland Oaxaca Chontal,146,0.9827,0.993,0.9726,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0173,GlotLID,0.9827,MillID +cbs_Latn,Cashinahua,146,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +tcf_Latn,Malinaltepec Me'phaa,146,0.9966,1.0,0.9932,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0034,tie,0.9966,MillID +san_Latn,Sanskrit,146,0.9614,0.9856,0.9384,0.9655,0.9722,0.9589,0.9655,0.9722,0.9589,0.0,0.0,0.0,0.0,0.0,0.0,-0.0041,tie,0.9614,MillID +bzh_Latn,Mapos Buang,146,0.9932,0.9865,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0068,tie,0.9932,MillID +bpy_Beng,Bishnupriya,146,0.9583,0.9718,0.9452,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0417,GlotLID,0.9583,MillID +fuh_Latn,Western Niger Fulfulde,146,0.8851,0.8733,0.8973,0.9154,0.8439,1.0,0.9154,0.8439,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0302,GlotLID,0.8851,MillID +csy_Latn,Siyin Chin,146,0.9441,0.9643,0.9247,0.9932,0.9865,1.0,0.9932,0.9865,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0491,GlotLID,0.9441,MillID +ptu_Latn,Bambam,146,0.9492,0.9396,0.9589,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0508,GlotLID,0.9492,MillID +kqc_Latn,Doromu-Koki,146,0.9931,1.0,0.9863,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0069,tie,0.9931,MillID +adj_Latn,Adioukrou,145,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +ada_Latn,Adangme,145,0.9829,0.973,0.9931,0.9966,0.9932,1.0,0.9966,0.9932,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0136,GlotLID,0.9829,MillID +txq_Latn,Tii,145,0.9435,0.9103,0.9793,0.9898,0.9797,1.0,0.9898,0.9797,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0462,GlotLID,0.9435,MillID +roo_Latn,Rotokas,145,0.9966,0.9932,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0034,tie,0.9966,MillID +yli_Latn,Angguruk Yali,145,0.9826,0.993,0.9724,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0174,GlotLID,0.9826,MillID +dww_Latn,Dawawa,145,0.9861,0.993,0.9793,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0139,GlotLID,0.9861,MillID +kpr_Latn,Korafe-Yegha,144,0.9931,0.9863,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0069,tie,0.9931,MillID +bgt_Latn,Bughotu,144,1.0,1.0,1.0,0.9931,0.9863,1.0,0.9931,0.9863,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0069,tie,1.0,MillID +kos_Latn,Kosraean,144,0.9861,0.9861,0.9861,0.9931,0.9863,1.0,0.9931,0.9863,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.007,tie,0.9861,MillID +bgs_Latn,Tagabawa,144,0.9965,1.0,0.9931,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0035,tie,0.9965,MillID +kto_Latn,Kuot,144,0.9896,0.9862,0.9931,0.9965,0.9931,1.0,0.9965,0.9931,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0069,tie,0.9896,MillID +pah_Latn,Tenharim,144,0.9895,0.993,0.9861,0.9965,0.9931,1.0,0.9965,0.9931,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.007,tie,0.9895,MillID +dwr_Latn,Dawro,144,0.965,0.9718,0.9583,0.9931,0.9863,1.0,0.9931,0.9863,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0281,GlotLID,0.965,MillID +men_Latn,Mende,144,0.9825,0.9929,0.9722,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0175,GlotLID,0.9825,MillID +sml_Latn,Central Sama,144,0.9691,0.9592,0.9792,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0309,GlotLID,0.9691,MillID +gvn_Latn,Kuku-Yalanji,144,0.9792,0.9792,0.9792,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0208,GlotLID,0.9792,MillID +tuo_Latn,Tucano,144,0.993,1.0,0.9861,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.007,tie,0.993,MillID +wuv_Latn,Wuvulu-Aua,144,0.993,1.0,0.9861,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.007,tie,0.993,MillID +azj_Cyrl,North Azerbaijani,144,0.96,0.9231,1.0,0.9897,0.9796,1.0,0.9897,0.9796,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0297,GlotLID,0.96,MillID +ron_Cyrl,Romanian,144,0.966,0.9467,0.9861,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.034,GlotLID,0.966,MillID +mah_Latn,Marshallese,143,0.972,0.972,0.972,0.9965,0.9931,1.0,0.9965,0.9931,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0245,GlotLID,0.972,MillID +bgr_Latn,Bawm Chin,143,0.9823,0.9929,0.972,0.9965,0.9931,1.0,0.9965,0.9931,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0142,GlotLID,0.9823,MillID +lzh_Hani,Literary Chinese,143,0.8185,0.775,0.8671,0.7289,1.0,0.5734,0.7345,1.0,0.5804,0.0,0.0,0.0,0.0,0.0,0.0,0.084,MillID,0.8185,MillID +apc_Arab,North Levantine Arabic,143,0.6373,0.6184,0.6573,0.7402,0.8468,0.6573,0.7373,0.8393,0.6573,0.0,0.0,0.0,0.0,0.0,0.0,-0.1,GlotLID,0.6373,MillID +wer_Latn,Weri,143,0.9895,0.9861,0.993,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0105,GlotLID,0.9895,MillID +swp_Latn,Suau,143,0.9823,0.9929,0.972,0.9965,0.9931,1.0,0.9965,0.9931,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0142,GlotLID,0.9823,MillID +tim_Latn,Timbe,143,0.9822,1.0,0.965,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0178,GlotLID,0.9822,MillID +sun_Latn,Sundanese,143,0.9541,0.9643,0.9441,0.9862,0.9728,1.0,0.9862,0.9728,1.0,0.1437,0.0774,0.993,0.1435,0.0773,0.993,-0.0321,GlotLID,0.8106,MillID +hmo_Latn,Hiri Motu,143,0.979,0.979,0.979,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.021,GlotLID,0.979,MillID +dad_Latn,Marik,142,0.9965,1.0,0.993,0.9965,0.993,1.0,0.9965,0.993,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0,tie,0.9965,MillID +aai_Latn,Arifama-Miniafia,142,0.993,0.9861,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.007,tie,0.993,MillID +bss_Latn,Akoose,142,0.993,0.9861,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.007,tie,0.993,MillID +kmu_Latn,Kanite,142,0.9965,0.993,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0035,tie,0.9965,MillID +amu_Latn,Guerrero Amuzgo,142,0.9895,0.986,0.993,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0105,GlotLID,0.9895,MillID +ziw_Latn,Zigula,142,0.9366,0.9366,0.9366,0.9965,0.993,1.0,0.9965,0.993,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0599,GlotLID,0.9366,MillID +abs_Latn,Ambonese Malay,142,0.9007,0.9071,0.8944,0.9151,0.9612,0.8732,0.9151,0.9612,0.8732,0.0,0.0,0.0,0.0,0.0,0.0,-0.0144,GlotLID,0.9007,MillID +poi_Latn,Highland Popoluca,141,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +mzn_Arab,Mazanderani,141,0.9288,0.8896,0.9716,0.9792,0.9592,1.0,0.9792,0.9592,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0504,GlotLID,0.9288,MillID +pwg_Latn,Gapapaiwa,141,0.9485,0.9847,0.9149,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0515,GlotLID,0.9485,MillID +maq_Latn,Chiquihuitlán Mazatec,141,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +bru_Latn,Eastern Bru,141,0.9825,0.9722,0.9929,0.9965,0.993,1.0,0.9965,0.993,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.014,GlotLID,0.9825,MillID +cbv_Latn,Cacua,141,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +gux_Latn,Gourmanchéma,141,0.9858,0.9858,0.9858,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0142,GlotLID,0.9858,MillID +sop_Latn,Songe,140,0.9455,0.963,0.9286,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0545,GlotLID,0.9455,MillID +tnn_Latn,North Tanna,140,1.0,1.0,1.0,0.9964,0.9929,1.0,0.9964,0.9929,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0036,tie,1.0,MillID +nhr_Latn,Naro,140,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +akp_Latn,Siwu,140,0.9784,0.9855,0.9714,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0216,GlotLID,0.9784,MillID +msy_Latn,Aruamu,140,0.9893,0.9858,0.9929,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0107,GlotLID,0.9893,MillID +vap_Latn,Vaiphei,140,0.9496,0.9565,0.9429,0.9049,0.9675,0.85,0.9049,0.9675,0.85,0.0,0.0,0.0,0.0,0.0,0.0,0.0447,MillID,0.9496,MillID +agd_Latn,Agarabi,139,0.9893,0.9789,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0107,GlotLID,0.9893,MillID +quw_Latn,Tena Lowland Quichua,139,0.972,0.9456,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.028,GlotLID,0.972,MillID +ext_Latn,Extremaduran,139,0.8592,0.8414,0.8777,0.9929,0.9858,1.0,0.9929,0.9858,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.1337,GlotLID,0.8592,MillID +pdc_Latn,Pennsylvania German,139,0.9714,0.9645,0.9784,0.9964,0.9929,1.0,0.9964,0.9929,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.025,GlotLID,0.9714,MillID +srd_Latn,Sardinian,139,0.958,0.932,0.9856,1.0,1.0,1.0,1.0,1.0,1.0,0.5618,0.4085,0.8993,0.5618,0.4085,0.8993,-0.042,GlotLID,0.3962,MillID +inh_Cyrl,Ingush,139,0.9458,0.9493,0.9424,0.9686,0.9392,1.0,0.9686,0.9392,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0228,GlotLID,0.9458,MillID +bdd_Latn,Bunama,139,0.9964,1.0,0.9928,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0036,tie,0.9964,MillID +ncl_Latn,Michoacán Nahuatl,139,0.9892,0.9857,0.9928,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0108,GlotLID,0.9892,MillID +xed_Latn,Hdi,138,0.9964,0.9928,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0036,tie,0.9964,MillID +kao_Latn,Xaasongaxango,138,0.9892,0.9856,0.9928,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0108,GlotLID,0.9892,MillID +guo_Latn,Guayabero,138,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +zac_Latn,Ocotlán Zapotec,138,0.9854,0.9926,0.9783,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0146,GlotLID,0.9854,MillID +row_Latn,Dela-Oenale,138,0.9668,0.985,0.9493,0.9964,0.9928,1.0,0.9964,0.9928,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0296,GlotLID,0.9668,MillID +dhv_Latn,Dehu,138,0.9891,0.9927,0.9855,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0109,GlotLID,0.9891,MillID +frp_Latn,Arpitan,137,0.5523,0.4589,0.6934,0.6597,0.6291,0.6934,0.6597,0.6291,0.6934,0.0,0.0,0.0,0.0,0.0,0.0,-0.1074,GlotLID,0.5523,MillID +otm_Latn,Eastern Highland Otomi,137,0.989,0.9926,0.9854,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.011,GlotLID,0.989,MillID +fil_Latn,Filipino,137,0.943,0.9841,0.9051,0.9815,0.9925,0.9708,0.9815,0.9925,0.9708,0.2716,0.1575,0.9854,0.2716,0.1575,0.9854,-0.0386,GlotLID,0.6713,MillID +ppk_Latn,Uma,137,0.9926,1.0,0.9854,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0074,tie,0.9926,MillID +ese_Latn,Ese Ejja,137,0.9964,0.9928,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0036,tie,0.9964,MillID +ifb_Latn,Batad Ifugao,137,0.9927,0.9927,0.9927,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0073,tie,0.9927,MillID +toj_Latn,Tojolabal,137,0.9854,0.9854,0.9854,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0146,GlotLID,0.9854,MillID +rro_Latn,Waima,137,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +ctp_Latn,Western Highland Chatino,137,0.9928,0.9856,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0072,tie,0.9928,MillID +sxn_Latn,Sangir,137,1.0,1.0,1.0,0.9964,0.9928,1.0,0.9964,0.9928,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0036,tie,1.0,MillID +yao_Latn,Yao,137,0.9534,0.9366,0.9708,0.9928,0.9856,1.0,0.9928,0.9856,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0393,GlotLID,0.9534,MillID +tbg_Latn,North Tairora,136,0.9853,0.9853,0.9853,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0147,GlotLID,0.9853,MillID +eko_Latn,Koti,136,0.9814,0.9925,0.9706,0.9963,0.9927,1.0,0.9963,0.9927,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0149,GlotLID,0.9814,MillID +yuw_Latn,Yau (Morobe Province),136,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +cut_Latn,Teutila Cuicatec,136,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +bim_Latn,Bimoba,136,0.9665,0.9774,0.9559,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0335,GlotLID,0.9665,MillID +spy_Latn,Sabaot,136,0.9963,0.9927,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0037,tie,0.9963,MillID +kze_Latn,Kosena,136,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +sgz_Latn,Sursurunga,136,0.9927,0.9855,1.0,0.9927,0.9855,1.0,0.9927,0.9855,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.9927,MillID +gul_Latn,Sea Island Creole English,136,0.9781,0.971,0.9853,0.9963,0.9927,1.0,0.9963,0.9927,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0182,GlotLID,0.9781,MillID +und_Kana,und,136,0.9817,0.9781,0.9853,0.8619,1.0,0.7574,0.8619,1.0,0.7574,0.0,0.0,0.0,0.0,0.0,0.0,0.1198,MillID,0.9817,MillID +kwy_Latn,San Salvador Kongo,135,0.8997,0.8442,0.963,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.1003,GlotLID,0.8997,MillID +bmh_Latn,Kein,135,0.9926,0.9854,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0074,tie,0.9926,MillID +jbo_Latn,Lojban,135,0.9774,0.9924,0.963,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0226,GlotLID,0.9774,MillID +npy_Latn,Napu,135,0.9852,0.9852,0.9852,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0148,GlotLID,0.9852,MillID +mto_Latn,Totontepec Mixe,135,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +tuk_Arab,Turkmen,135,0.9053,0.86,0.9556,0.7607,0.899,0.6593,0.7607,0.899,0.6593,0.0,0.0,0.0,0.0,0.0,0.0,0.1446,MillID,0.9053,MillID +suz_Deva,Sunwar,135,0.9779,0.9708,0.9852,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0221,GlotLID,0.9779,MillID +xtn_Latn,Northern Tlaxiaco Mixtec,135,0.9854,0.9712,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0146,GlotLID,0.9854,MillID +zgh_Tfng,Standard Moroccan Tamazight,135,0.549,0.5833,0.5185,0.6066,0.8421,0.4741,0.6066,0.8421,0.4741,0.0,0.0,0.0,0.0,0.0,0.0,-0.0576,GlotLID,0.549,MillID +mps_Latn,Dadibi,135,0.9889,0.9853,0.9926,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0111,GlotLID,0.9889,MillID +chw_Latn,Chuwabu,135,0.913,0.8936,0.9333,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.087,GlotLID,0.913,MillID +czt_Latn,Zotung Chin,135,0.9888,1.0,0.9778,0.9609,0.9247,1.0,0.9609,0.9247,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0279,MillID,0.9888,MillID +heh_Latn,Hehe,135,0.9323,0.9466,0.9185,0.9963,0.9926,1.0,0.9926,0.9854,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0603,GlotLID,0.9323,MillID +snc_Latn,Sinaugoro,135,0.9926,0.9926,0.9926,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0074,tie,0.9926,MillID +ady_Cyrl,Adyghe,135,0.9745,0.9571,0.9926,1.0,1.0,1.0,1.0,1.0,1.0,0.5399,0.3729,0.9778,0.5399,0.3729,0.9778,-0.0255,GlotLID,0.4347,MillID +gmv_Latn,Gamo,134,0.963,0.9559,0.9701,0.9889,0.9781,1.0,0.9889,0.9781,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.026,GlotLID,0.963,MillID +prg_Latn,Prussian,134,0.9817,0.964,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0183,GlotLID,0.9817,MillID +diq_Latn,Dimli (individual language),134,0.8247,0.7643,0.8955,0.9273,0.8645,1.0,0.9273,0.8645,1.0,0.1804,0.1004,0.8881,0.1799,0.1001,0.8881,-0.1026,GlotLID,0.6448,MillID +acd_Latn,Gikyode,134,0.9925,1.0,0.9851,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0075,tie,0.9925,MillID +sxb_Latn,Suba,134,0.9853,0.971,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0147,GlotLID,0.9853,MillID +ewo_Latn,Ewondo,134,0.9281,0.8958,0.9627,0.8787,1.0,0.7836,0.8833,1.0,0.791,0.2151,0.1255,0.7537,0.2115,0.123,0.7537,0.0447,MillID,0.7165,MillID +swg_Latn,Swabian,134,0.9044,0.8913,0.9179,0.8971,1.0,0.8134,0.8971,1.0,0.8134,0.0,0.0,0.0,0.0,0.0,0.0,0.0073,tie,0.9044,MillID +mnw_Mymr,Mon,134,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +lez_Cyrl,Lezghian,134,0.9776,0.9776,0.9776,0.9817,0.964,1.0,0.9817,0.964,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0041,tie,0.9776,MillID +auy_Latn,Awiyaana,134,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +zpc_Latn,Choapan Zapotec,134,0.985,0.9924,0.9776,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.015,GlotLID,0.985,MillID +mos_Latn,Mossi,133,0.9738,0.9701,0.9774,1.0,1.0,1.0,1.0,1.0,1.0,0.2562,0.1474,0.9774,0.2559,0.1472,0.9774,-0.0262,GlotLID,0.7179,MillID +cce_Latn,Chopi,133,0.9213,0.9669,0.8797,0.9811,0.9848,0.9774,0.9811,0.9848,0.9774,0.0,0.0,0.0,0.0,0.0,0.0,-0.0599,GlotLID,0.9213,MillID +shi_Latn,Tachelhit,133,0.9556,0.9416,0.9699,0.9528,1.0,0.9098,0.9528,1.0,0.9098,0.0,0.0,0.0,0.0,0.0,0.0,0.0028,tie,0.9556,MillID +fai_Latn,Faiwol,133,0.9925,0.9852,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0075,tie,0.9925,MillID +pao_Latn,Northern Paiute,133,0.9852,0.9708,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0148,GlotLID,0.9852,MillID +cfm_Latn,Falam Chin,133,0.9474,0.9474,0.9474,0.9744,0.95,1.0,0.9744,0.95,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.027,GlotLID,0.9474,MillID +mwv_Latn,Mentawai,133,0.9847,1.0,0.9699,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0153,GlotLID,0.9847,MillID +hla_Latn,Halia,133,0.9963,0.9925,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0037,tie,0.9963,MillID +aak_Latn,Ankave,132,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +tte_Latn,Bwanabwana,132,0.9962,1.0,0.9924,0.9962,0.9925,1.0,0.9962,0.9925,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0,tie,0.9962,MillID +hrx_Latn,Hunsrik,132,0.9535,0.9762,0.9318,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0465,GlotLID,0.9535,MillID +xmf_Geor,Mingrelian,132,0.9811,0.9774,0.9848,0.9925,0.9851,1.0,0.9925,0.9851,1.0,0.9253,0.8725,0.9848,0.9253,0.8725,0.9848,-0.0113,GlotLID,0.0559,MillID +mqj_Latn,Mamasa,132,0.9278,0.9313,0.9242,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0722,GlotLID,0.9278,MillID +wiu_Latn,Wiru,132,0.9886,0.9924,0.9848,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0114,GlotLID,0.9886,MillID +dop_Latn,Lukpa,132,0.9924,1.0,0.9848,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0076,tie,0.9924,MillID +ken_Latn,Kenyang,132,0.9814,0.9635,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0186,GlotLID,0.9814,MillID +cui_Latn,Cuiba,132,0.985,0.9776,0.9924,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.015,GlotLID,0.985,MillID +apz_Latn,Safeyoka,132,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +caa_Latn,Chortí,131,0.9962,0.9924,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0038,tie,0.9962,MillID +dje_Latn,Zarma,131,0.9053,0.9821,0.8397,0.9845,1.0,0.9695,0.9845,1.0,0.9695,0.0,0.0,0.0,0.0,0.0,0.0,-0.0791,GlotLID,0.9053,MillID +kgp_Latn,Kaingang,131,0.9962,1.0,0.9924,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0038,tie,0.9962,MillID +boj_Latn,Anjam,131,0.9962,1.0,0.9924,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0038,tie,0.9962,MillID +koi_Cyrl,Komi-Permyak,131,0.9189,0.9297,0.9084,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0811,GlotLID,0.9189,MillID +bon_Latn,Bine,131,0.9962,0.9924,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0038,tie,0.9962,MillID +tbc_Latn,Takia,131,0.9887,0.9776,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0113,GlotLID,0.9887,MillID +mpp_Latn,Migabac,130,0.9885,0.9847,0.9923,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0115,GlotLID,0.9885,MillID +ses_Latn,Koyraboro Senni,130,0.9242,0.8707,0.9846,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0758,GlotLID,0.9242,MillID +kbp_Latn,Kabiyè,130,0.9924,0.9848,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.1126,0.0598,0.9615,0.1125,0.0598,0.9615,-0.0076,tie,0.8799,MillID +kss_Latn,Southern Kisi,130,0.9846,0.9846,0.9846,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0154,GlotLID,0.9846,MillID +iou_Latn,Tuma-Irumu,130,0.9961,1.0,0.9923,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0039,tie,0.9961,MillID +bib_Latn,Bissa,130,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +xmv_Latn,Antankarana Malagasy,130,0.8854,0.9106,0.8615,0.8546,1.0,0.7462,0.8546,1.0,0.7462,0.0,0.0,0.0,0.0,0.0,0.0,0.0307,MillID,0.8854,MillID +jac_Latn,Popti',130,0.9923,0.9923,0.9923,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0077,tie,0.9923,MillID +dak_Latn,Dakota,130,0.9923,0.9923,0.9923,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0077,tie,0.9923,MillID +acf_Latn,Saint Lucian Creole French,129,0.9683,0.9919,0.9457,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0317,GlotLID,0.9683,MillID +nop_Latn,Numanggang,129,0.9961,1.0,0.9922,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0039,tie,0.9961,MillID +bus_Latn,Bokobaru,129,0.9692,0.9618,0.9767,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0308,GlotLID,0.9692,MillID +msk_Latn,Mansaka,129,0.9804,0.9921,0.969,0.9961,0.9923,1.0,0.9961,0.9923,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0157,GlotLID,0.9804,MillID +mwq_Latn,Mün Chin,129,0.9804,0.9921,0.969,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0196,GlotLID,0.9804,MillID +bts_Latn,Batak Simalungun,129,0.9615,0.9542,0.969,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0385,GlotLID,0.9615,MillID +snf_Latn,Noon,129,0.9725,0.9841,0.9612,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0275,GlotLID,0.9725,MillID +ssd_Latn,Siroi,129,0.9923,0.9847,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0077,tie,0.9923,MillID +tuk_Cyrl,Turkmen,129,0.9398,0.9124,0.969,0.9008,0.9646,0.845,0.9008,0.9646,0.845,0.0,0.0,0.0,0.0,0.0,0.0,0.039,MillID,0.9398,MillID +yal_Latn,Yalunka,129,0.9807,0.9769,0.9845,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0193,GlotLID,0.9807,MillID +amn_Latn,Amanab,129,0.9961,0.9923,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0039,tie,0.9961,MillID +tcs_Latn,Torres Strait Creole,128,0.9723,0.984,0.9609,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0277,GlotLID,0.9723,MillID +mop_Latn,Mopán Maya,128,0.9961,0.9922,1.0,0.9961,0.9922,1.0,0.9961,0.9922,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.9961,MillID +waj_Latn,Waffa,128,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +mco_Latn,Coatlán Mixe,128,0.9618,0.9403,0.9844,0.9517,0.9078,1.0,0.9517,0.9078,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0102,MillID,0.9618,MillID +gag_Cyrl,Gagauz,128,0.8735,0.9145,0.8359,0.8655,0.9364,0.8047,0.8655,0.9364,0.8047,0.0,0.0,0.0,0.0,0.0,0.0,0.0079,tie,0.8735,MillID +wsk_Latn,Waskia,128,0.9922,0.9922,0.9922,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0078,tie,0.9922,MillID +nhg_Latn,Tetelcingo Nahuatl,128,0.9882,0.9921,0.9844,0.9961,0.9922,1.0,0.9961,0.9922,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0079,tie,0.9882,MillID +lam_Latn,Lamba,127,0.9498,0.9318,0.9685,0.9658,0.9338,1.0,0.9658,0.9338,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.016,GlotLID,0.9498,MillID +ksr_Latn,Borong,127,0.9882,0.9844,0.9921,0.9961,0.9922,1.0,0.9961,0.9922,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0078,tie,0.9882,MillID +aso_Latn,Dano,127,0.9961,0.9922,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0039,tie,0.9961,MillID +tca_Latn,Ticuna,127,0.9961,0.9922,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0039,tie,0.9961,MillID +yon_Latn,Yongkom,127,0.9921,0.9921,0.9921,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0079,tie,0.9921,MillID +kkj_Latn,Kako,127,0.9882,0.9844,0.9921,0.9845,0.9695,1.0,0.9845,0.9695,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0037,tie,0.9882,MillID +mbh_Latn,Mangseng,127,0.9883,0.9769,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0117,GlotLID,0.9883,MillID +gvf_Latn,Golin,126,0.996,0.9921,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.004,tie,0.996,MillID +aey_Latn,Amele,126,0.992,1.0,0.9841,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.008,tie,0.992,MillID +sas_Latn,Sasak,126,0.9881,0.9843,0.9921,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0119,GlotLID,0.9881,MillID +ben_Latn,Bangla,126,0.9393,0.9587,0.9206,0.878,0.9,0.8571,0.8826,0.9008,0.8651,0.0,0.0,0.0,0.0,0.0,0.0,0.0567,MillID,0.9393,MillID +kup_Latn,Kunimaipa,126,0.9921,0.9921,0.9921,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0079,tie,0.9921,MillID +thk_Latn,Tharaka,126,0.996,0.9921,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.004,tie,0.996,MillID +pab_Latn,Parecís,126,1.0,1.0,1.0,0.996,0.9921,1.0,0.996,0.9921,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.004,tie,1.0,MillID +srm_Latn,Saramaccan,125,0.996,1.0,0.992,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.004,tie,0.996,MillID +cbr_Latn,Cashibo-Cacataibo,125,0.996,1.0,0.992,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.004,tie,0.996,MillID +apb_Latn,Sa'a,125,0.9921,0.9843,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0079,tie,0.9921,MillID +ghs_Latn,Guhu-Samane,125,1.0,1.0,1.0,0.996,0.9921,1.0,0.996,0.9921,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.004,tie,1.0,MillID +gam_Latn,Kandawo,125,0.992,0.992,0.992,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.008,tie,0.992,MillID +gfk_Latn,Patpatar,125,0.9919,1.0,0.984,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0081,tie,0.9919,MillID +agx_Cyrl,Aghul,124,0.9723,0.9535,0.9919,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0277,GlotLID,0.9723,MillID +bnp_Latn,Bola,124,0.9796,0.9917,0.9677,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0204,GlotLID,0.9796,MillID +alq_Latn,Algonquin,124,0.996,1.0,0.9919,0.996,0.992,1.0,0.996,0.992,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0,tie,0.996,MillID +soq_Latn,Kanasi,124,0.988,0.9764,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.012,GlotLID,0.988,MillID +mmx_Latn,Madak,124,0.9799,0.976,0.9839,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0201,GlotLID,0.9799,MillID +zsr_Latn,Southern Rincon Zapotec,124,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +sja_Latn,Epena,124,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +cpb_Latn,Ucayali-Yurúa Ashéninka,124,0.9565,0.938,0.9758,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0435,GlotLID,0.9565,MillID +ino_Latn,Inoke-Yate,123,0.9919,0.9919,0.9919,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0081,tie,0.9919,MillID +gkn_Latn,Gokana,123,0.9919,0.9919,0.9919,1.0,1.0,1.0,0.996,0.9919,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0041,tie,0.9919,MillID +tly_Latn,Talysh,123,0.9879,0.9839,0.9919,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0121,GlotLID,0.9879,MillID +alz_Latn,Alur,123,0.9421,0.8971,0.9919,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0579,GlotLID,0.9421,MillID +aji_Latn,Ajië,123,0.9919,0.9919,0.9919,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0081,tie,0.9919,MillID +szy_Latn,Sakizaya,123,0.9798,0.9758,0.9837,0.996,0.9919,1.0,0.996,0.9919,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0162,GlotLID,0.9798,MillID +hub_Latn,Huambisa,123,0.9712,0.9833,0.9593,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0288,GlotLID,0.9712,MillID +crn_Latn,El Nayar Cora,122,0.9959,1.0,0.9918,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0041,tie,0.9959,MillID +wbp_Latn,Warlpiri,122,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +sat_Olck,Santali,122,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,tie,0.0,tie +rkb_Latn,Rikbaktsa,122,0.9959,0.9919,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0041,tie,0.9959,MillID +mca_Latn,Maca,122,0.9919,0.9839,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0081,tie,0.9919,MillID +hto_Latn,Minica Huitoto,122,0.9959,1.0,0.9918,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0041,tie,0.9959,MillID +zpu_Latn,Yalálag Zapotec,122,0.9876,1.0,0.9754,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0124,GlotLID,0.9876,MillID +log_Latn,Logo,122,0.9876,1.0,0.9754,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0124,GlotLID,0.9876,MillID +imo_Latn,Imbongu,122,0.9877,0.9917,0.9836,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0123,GlotLID,0.9877,MillID +kzj_Latn,Central Dusun,122,0.9707,0.9915,0.9508,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0293,GlotLID,0.9707,MillID +kew_Latn,West Kewa,122,0.9558,0.937,0.9754,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0442,GlotLID,0.9558,MillID +pag_Latn,Pangasinan,122,0.9492,0.9825,0.918,0.9959,0.9919,1.0,0.9959,0.9919,1.0,0.1513,0.0821,0.959,0.1511,0.082,0.959,-0.0468,GlotLID,0.7981,MillID +plu_Latn,Palikúr,122,0.9714,0.9675,0.9754,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0286,GlotLID,0.9714,MillID +mwn_Latn,Nyamwanga,121,0.9461,0.95,0.9421,0.9959,0.9918,1.0,0.9959,0.9918,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0498,GlotLID,0.9461,MillID +nch_Latn,Central Huasteca Nahuatl,121,0.9317,0.9062,0.9587,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0683,GlotLID,0.9317,MillID +yby_Latn,Yaweyuha,121,0.9959,0.9918,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0041,tie,0.9959,MillID +thl_Deva,Dangaura Tharu,121,0.8957,0.945,0.8512,0.8858,0.9898,0.8017,0.8858,0.9898,0.8017,0.0,0.0,0.0,0.0,0.0,0.0,0.0098,tie,0.8957,MillID +att_Latn,Pamplona Atta,121,0.9959,1.0,0.9917,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0041,tie,0.9959,MillID +jiv_Latn,Shuar,120,0.9667,0.9667,0.9667,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0333,GlotLID,0.9667,MillID +mrj_Cyrl,Western Mari,120,0.9793,0.9752,0.9833,0.9959,0.9917,1.0,0.9959,0.9917,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0166,GlotLID,0.9793,MillID +mni_Mtei,Manipuri,120,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +beq_Latn,Beembe,120,0.9917,0.9917,0.9917,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0083,tie,0.9917,MillID +ktu_Latn,Kituba (Democratic Republic of Congo),120,0.8416,0.9208,0.775,0.9959,0.9917,1.0,0.9959,0.9917,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.1542,GlotLID,0.8416,MillID +ixl_Latn,Ixil,120,0.9835,0.9754,0.9917,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0165,GlotLID,0.9835,MillID +pma_Latn,Paama,120,0.9916,1.0,0.9833,0.9959,0.9917,1.0,0.9959,0.9917,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0043,tie,0.9916,MillID +dtp_Latn,Central Dusun,120,0.9365,0.8939,0.9833,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0635,GlotLID,0.9365,MillID +nss_Latn,Nali,120,0.9958,1.0,0.9917,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0042,tie,0.9958,MillID +cac_Latn,Chuj,120,0.9791,0.9832,0.975,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0209,GlotLID,0.9791,MillID +suk_Latn,Sukuma,120,0.9707,0.9748,0.9667,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0293,GlotLID,0.9707,MillID +vmy_Latn,Ayautla Mazatec,120,0.9959,0.9917,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0041,tie,0.9959,MillID +kje_Latn,Kisar,119,0.9833,0.9752,0.9916,0.9794,0.9597,1.0,0.9794,0.9597,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0039,tie,0.9833,MillID +yle_Latn,Yele,119,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +kmb_Latn,Kimbundu,119,0.9555,0.9219,0.9916,0.9876,0.9754,1.0,0.9876,0.9754,1.0,0.3501,0.2126,0.9916,0.3496,0.2122,0.9916,-0.0321,GlotLID,0.6058,MillID +bkq_Latn,Bakairí,119,0.9832,0.9832,0.9832,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0168,GlotLID,0.9832,MillID +toc_Latn,Coyutla Totonac,119,0.9958,1.0,0.9916,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0042,tie,0.9958,MillID +ckm_Latn,Chakavian,119,0.7103,0.8,0.6387,0.7838,0.8447,0.7311,0.7838,0.8447,0.7311,0.0,0.0,0.0,0.0,0.0,0.0,-0.0735,GlotLID,0.7103,MillID +mva_Latn,Manam,119,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +mgr_Latn,Mambwe-Lungu,119,0.9623,0.9583,0.9664,0.9794,0.9597,1.0,0.9794,0.9597,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0171,GlotLID,0.9623,MillID +dng_Cyrl,Dungan,118,0.9712,0.944,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0288,GlotLID,0.9712,MillID +avt_Latn,Au,118,0.9915,1.0,0.9831,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0085,tie,0.9915,MillID +kas_Arab,Kashmiri,118,0.9873,0.9832,0.9915,0.9958,0.9916,1.0,0.9958,0.9916,1.0,0.9187,0.8828,0.9576,0.9187,0.8828,0.9576,-0.0084,tie,0.0686,MillID +bco_Latn,Kaluli,118,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +xon_Latn,Konkomba,118,0.9661,0.9661,0.9661,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0339,GlotLID,0.9661,MillID +tlh_Latn,Klingon,118,0.9702,0.9744,0.9661,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0298,GlotLID,0.9702,MillID +gcr_Latn,Guianese Creole French,118,0.9661,0.9661,0.9661,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0339,GlotLID,0.9661,MillID +ify_Latn,Keley-I Kallahan,118,0.9791,0.9669,0.9915,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0209,GlotLID,0.9791,MillID +mzw_Latn,Deg,117,0.9915,0.9832,1.0,0.9957,0.9915,1.0,0.9957,0.9915,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0042,tie,0.9915,MillID +cmo_Latn,Central Mnong,117,0.8958,0.8169,0.9915,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.1042,GlotLID,0.8958,MillID +yom_Latn,Yombe,117,0.9289,0.9098,0.9487,0.9957,0.9915,1.0,0.9957,0.9915,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0669,GlotLID,0.9289,MillID +tnk_Latn,Kwamera,117,0.9915,0.9915,0.9915,1.0,1.0,1.0,0.9957,0.9915,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0043,tie,0.9915,MillID +aln_Latn,Gheg Albanian,117,0.8571,0.8684,0.8462,0.7553,1.0,0.6068,0.7553,1.0,0.6068,0.0,0.0,0.0,0.0,0.0,0.0,0.1018,MillID,0.8571,MillID +esk_Latn,Northwest Alaska Inupiatun,117,0.9442,0.9483,0.9402,0.9,0.8182,1.0,0.9,0.8182,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0442,MillID,0.9442,MillID +ntr_Latn,Delo,117,0.9957,1.0,0.9915,0.9957,0.9915,1.0,0.9957,0.9915,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0,tie,0.9957,MillID +qwh_Latn,Huaylas Ancash Quechua,117,0.9914,1.0,0.9829,0.9692,1.0,0.9402,0.9692,1.0,0.9402,0.0,0.0,0.0,0.0,0.0,0.0,0.0222,MillID,0.9914,MillID +tgo_Latn,Sudest,116,0.9915,0.9831,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0085,tie,0.9915,MillID +mwp_Latn,Kala Lagaw Ya,116,0.9913,1.0,0.9828,1.0,1.0,1.0,0.9957,0.9915,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0044,tie,0.9913,MillID +tuc_Latn,Mutu,116,0.9871,0.9829,0.9914,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0129,GlotLID,0.9871,MillID +spl_Latn,Selepet,116,0.9829,0.9746,0.9914,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0171,GlotLID,0.9829,MillID +tac_Latn,Lowland Tarahumara,116,0.9957,1.0,0.9914,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0043,tie,0.9957,MillID +ajg_Latn,Aja (Benin),116,0.9784,0.9826,0.9741,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0216,GlotLID,0.9784,MillID +zab_Latn,Western Tlacolula Valley Zapotec,116,0.9871,0.9829,0.9914,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0129,GlotLID,0.9871,MillID +bas_Latn,Basaa,116,0.9655,0.9655,0.9655,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0345,GlotLID,0.9655,MillID +gng_Latn,Ngangam,116,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +gbo_Latn,Northern Grebo,116,0.9914,0.9914,0.9914,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0086,tie,0.9914,MillID +bjn_Arab,Banjar,116,0.9831,0.9667,1.0,0.83,0.9881,0.7155,0.9826,0.9912,0.9741,0.4198,0.7391,0.2931,0.9106,0.8992,0.9224,0.0004,tie,0.0724,MillID +mdy_Ethi,Male (Ethiopia),116,0.9831,0.9667,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0169,GlotLID,0.9831,MillID +skr_Arab,Saraiki,116,0.9351,0.9391,0.931,0.9005,1.0,0.819,0.9005,1.0,0.819,0.0,0.0,0.0,0.0,0.0,0.0,0.0346,MillID,0.9351,MillID +sus_Arab,Susu,116,0.9957,0.9915,1.0,0.9957,0.9915,1.0,0.9957,0.9915,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.9957,MillID +qxn_Latn,Northern Conchucos Ancash Quechua,116,0.9587,0.9206,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0413,GlotLID,0.9587,MillID +mup_Deva,Malvi,115,0.8101,0.7869,0.8348,0.766,0.9863,0.6261,0.766,0.9863,0.6261,0.0,0.0,0.0,0.0,0.0,0.0,0.0442,MillID,0.8101,MillID +mlp_Latn,Bargam,115,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +syl_Beng,Sylheti,115,0.9694,0.9737,0.9652,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0306,GlotLID,0.9694,MillID +cnk_Latn,Khumi Chin,115,0.8,0.9412,0.6957,0.7879,0.9398,0.6783,0.796,0.9302,0.6957,0.0,0.0,0.0,0.0,0.0,0.0,0.004,tie,0.8,MillID +etr_Latn,Edolo,115,0.9956,1.0,0.9913,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0044,tie,0.9956,MillID +hif_Latn,Fiji Hindi,115,0.5763,0.562,0.5913,0.5959,0.5615,0.6348,0.5935,0.5573,0.6348,0.0,0.0,0.0,0.0,0.0,0.0,-0.0172,GlotLID,0.5763,MillID +kvn_Latn,Border Kuna,115,0.9826,0.9826,0.9826,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0174,GlotLID,0.9826,MillID +jvn_Latn,Caribbean Javanese,115,0.955,0.9907,0.9217,0.9957,0.9914,1.0,0.9957,0.9914,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0407,GlotLID,0.955,MillID +tiy_Latn,Tiruray,115,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +tpt_Latn,Tlachichilco Tepehua,115,0.9829,0.9664,1.0,0.9957,0.9914,1.0,0.9957,0.9914,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0128,GlotLID,0.9829,MillID +cwe_Latn,Kwere,115,0.9114,0.8852,0.9391,0.9871,0.9746,1.0,0.9871,0.9746,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0757,GlotLID,0.9114,MillID +mfi_Latn,Wandala,115,1.0,1.0,1.0,0.9957,0.9914,1.0,0.9957,0.9914,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0043,tie,1.0,MillID +bzi_Thai,Bisu,115,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +kyq_Latn,Kenga,115,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +sgb_Latn,Mag-antsi Ayta,115,0.9686,1.0,0.9391,0.9787,0.9583,1.0,0.9787,0.9583,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0101,GlotLID,0.9686,MillID +irk_Latn,Iraqw,114,0.9825,0.9825,0.9825,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0175,GlotLID,0.9825,MillID +mnk_Latn,Mandinka,114,0.9782,0.9739,0.9825,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0218,GlotLID,0.9782,MillID +des_Latn,Desano,114,0.9868,0.9912,0.9825,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0132,GlotLID,0.9868,MillID +bbr_Latn,Girawa,114,0.987,0.9744,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.013,GlotLID,0.987,MillID +abx_Latn,Inabaknon,114,0.9956,1.0,0.9912,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0044,tie,0.9956,MillID +kmr_Cyrl,Northern Kurdish,114,0.9869,0.9826,0.9912,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0131,GlotLID,0.9869,MillID +zpz_Latn,Texmelucan Zapotec,114,0.9956,0.9913,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0044,tie,0.9956,MillID +aui_Latn,Anuki,114,0.9868,0.9912,0.9825,0.9956,0.9913,1.0,0.9956,0.9913,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0088,tie,0.9868,MillID +mkn_Latn,Kupang Malay,114,0.9739,0.9655,0.9825,0.9785,0.958,1.0,0.9785,0.958,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0046,tie,0.9739,MillID +mee_Latn,Mengen,114,0.987,0.9744,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.013,GlotLID,0.987,MillID +arq_Arab,Algerian Arabic,113,0.8273,0.8505,0.8053,0.8995,0.9792,0.8319,0.9048,0.9794,0.8407,0.0,0.0,0.0,0.0,0.0,0.0,-0.0775,GlotLID,0.8273,MillID +vep_Latn,Veps,113,0.9422,0.9464,0.9381,0.9956,0.9912,1.0,0.9956,0.9912,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0534,GlotLID,0.9422,MillID +khs_Latn,Kasua,113,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +noa_Latn,Woun Meu,113,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +myx_Latn,Masaaba,113,0.9016,0.8397,0.9735,0.9378,0.8828,1.0,0.9262,0.8626,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0246,GlotLID,0.9016,MillID +apr_Latn,Arop-Lokep,113,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +lid_Latn,Nyindrou,113,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +cot_Latn,Caquinte,113,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +ifk_Latn,Tuwali Ifugao,113,0.9823,0.9823,0.9823,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0177,GlotLID,0.9823,MillID +bch_Latn,Bariai,113,0.9868,0.9825,0.9912,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0132,GlotLID,0.9868,MillID +dts_Latn,Toro So Dogon,113,0.9868,0.9825,0.9912,0.9956,0.9912,1.0,0.9956,0.9912,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0088,tie,0.9868,MillID +ace_Latn,Acehnese,113,0.9732,0.982,0.9646,1.0,1.0,1.0,1.0,1.0,1.0,0.1075,0.0569,0.9735,0.1059,0.056,0.9735,-0.0268,GlotLID,0.8673,MillID +nav_Latn,Navajo,113,0.9784,0.9576,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.1412,0.0764,0.9381,0.1411,0.0763,0.9381,-0.0216,GlotLID,0.8372,MillID +nhy_Latn,Northern Oaxaca Nahuatl,113,0.9507,0.9636,0.9381,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0493,GlotLID,0.9507,MillID +urb_Latn,Urubú-Kaapor,112,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +coe_Latn,Koreguaje,112,0.9956,0.9912,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0044,tie,0.9956,MillID +ian_Latn,Iatmul,112,0.9955,1.0,0.9911,0.9912,0.9825,1.0,0.9912,0.9825,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0044,tie,0.9955,MillID +ljp_Latn,Lampung Api,112,0.9865,0.991,0.9821,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0135,GlotLID,0.9865,MillID +new_Deva,Newari,112,0.9649,0.9483,0.9821,0.9868,0.9739,1.0,0.9825,0.9655,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0175,GlotLID,0.9649,MillID +agg_Latn,Angor,111,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +yre_Latn,Yaouré,111,0.991,0.991,0.991,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.009,tie,0.991,MillID +urk_Thai,Urak Lawoi',111,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +zpm_Latn,Mixtepec Zapotec,111,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +pem_Latn,Phende,111,0.9867,0.9737,1.0,0.9955,0.9911,1.0,0.9955,0.9911,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0088,tie,0.9867,MillID +avk_Latn,Kotava,111,0.9593,0.9636,0.955,0.977,1.0,0.955,0.977,1.0,0.955,0.0,0.0,0.0,0.0,0.0,0.0,-0.0177,GlotLID,0.9593,MillID +mmn_Latn,Mamanwa,111,0.9864,0.9909,0.982,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0136,GlotLID,0.9864,MillID +aoj_Latn,Mufian,110,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +cbu_Latn,Candoshi-Shapra,110,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +llg_Latn,Lole,110,0.9151,0.951,0.8818,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0849,GlotLID,0.9151,MillID +mau_Latn,Huautla Mazatec,110,0.9585,0.972,0.9455,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0415,GlotLID,0.9585,MillID +bps_Latn,Sarangani Blaan,110,0.902,0.9787,0.8364,0.991,0.9821,1.0,0.991,0.9821,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.089,GlotLID,0.902,MillID +ncu_Latn,Chumburung,110,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +wim_Latn,Wik-Mungkan,110,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +ttc_Latn,Tektiteko,110,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +otq_Latn,Querétaro Otomi,110,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +gnw_Latn,Western Bolivian Guaraní,110,0.9862,1.0,0.9727,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0138,GlotLID,0.9862,MillID +cbc_Latn,Carapana,110,0.9954,1.0,0.9909,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0046,tie,0.9954,MillID +tmd_Latn,Haruai,109,0.9954,0.9909,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0046,tie,0.9954,MillID +kbq_Latn,Kamano,109,0.9954,1.0,0.9908,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0046,tie,0.9954,MillID +hus_Latn,Huastec,109,0.973,0.9558,0.9908,0.9815,0.9907,0.9725,0.9815,0.9907,0.9725,0.0,0.0,0.0,0.0,0.0,0.0,-0.0085,tie,0.973,MillID +amr_Latn,Amarakaeri,109,0.9954,1.0,0.9908,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0046,tie,0.9954,MillID +ted_Latn,Tepo Krumen,109,0.9909,0.982,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0091,tie,0.9909,MillID +acm_Arab,Mesopotamian Arabic,109,0.6429,0.6261,0.6606,0.7123,0.7091,0.7156,0.7123,0.7091,0.7156,0.0,0.0,0.0,0.0,0.0,0.0,-0.0695,GlotLID,0.6429,MillID +lsm_Latn,Saamia,109,0.8969,0.8772,0.9174,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.1031,GlotLID,0.8969,MillID +gym_Latn,Ngäbere,109,0.9909,0.982,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0091,tie,0.9909,MillID +faa_Latn,Fasu,109,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +nii_Latn,Nii,109,0.9908,0.9908,0.9908,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0092,tie,0.9908,MillID +eza_Latn,Ezaa,109,0.9907,1.0,0.9817,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0093,tie,0.9907,MillID +bba_Latn,Baatonum,109,0.9954,1.0,0.9908,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0046,tie,0.9954,MillID +zar_Latn,Rincón Zapotec,108,0.9953,1.0,0.9907,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0047,tie,0.9953,MillID +maa_Latn,San Jerónimo Tecóatl Mazatec,108,0.9954,0.9908,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0046,tie,0.9954,MillID +ong_Latn,Olo,108,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +nnb_Latn,Nande,108,0.9275,0.9697,0.8889,0.9908,0.9818,1.0,0.9908,0.9818,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0633,GlotLID,0.9275,MillID +pib_Latn,Yine,108,0.9907,0.9907,0.9907,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0093,tie,0.9907,MillID +und_Grek,und,108,0.9423,0.98,0.9074,0.9863,0.973,1.0,0.9863,0.973,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.044,GlotLID,0.9423,MillID +huv_Latn,San Mateo Del Mar Huave,108,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +atj_Latn,Atikamekw,108,0.9537,0.9537,0.9537,0.9391,0.8852,1.0,0.9391,0.8852,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0146,MillID,0.9537,MillID +kpf_Latn,Komba,108,0.9954,0.9908,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0046,tie,0.9954,MillID +kpv_Cyrl,Komi-Zyrian,108,0.8972,0.9057,0.8889,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.1028,GlotLID,0.8972,MillID +cax_Latn,Chiquitano,108,0.9668,0.9903,0.9444,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0332,GlotLID,0.9668,MillID +ame_Latn,Yanesha',107,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +kpw_Latn,Kobon,107,0.9953,1.0,0.9907,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0047,tie,0.9953,MillID +tby_Latn,Tabaru,107,0.9907,0.9817,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0093,tie,0.9907,MillID +nrm_Latn,Narom,107,0.5103,0.4559,0.5794,0.5614,0.5289,0.5981,0.5614,0.5289,0.5981,0.0,0.0,0.0,0.0,0.0,0.0,-0.0511,GlotLID,0.5103,MillID +grt_Beng,Garo,107,0.9953,0.9907,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0047,tie,0.9953,MillID +gum_Latn,Guambiano,107,0.9907,0.9907,0.9907,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0093,tie,0.9907,MillID +mnb_Latn,Muna,107,0.9813,0.9813,0.9813,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0187,GlotLID,0.9813,MillID +kqp_Latn,Kimré,107,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +hak_Latn,Hakka Chinese,107,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +mhl_Latn,Mauwake,107,0.9953,0.9907,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0047,tie,0.9953,MillID +cao_Latn,Chácobo,107,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +mui_Latn,Musi,107,0.7431,0.7297,0.757,0.7527,0.8861,0.6542,0.766,0.8889,0.6729,0.0,0.0,0.0,0.0,0.0,0.0,-0.0228,GlotLID,0.7431,MillID +rap_Latn,Rapanui,107,0.9712,1.0,0.9439,0.9953,0.9907,1.0,0.9953,0.9907,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0242,GlotLID,0.9712,MillID +leh_Latn,Lenje,106,0.9623,0.9623,0.9623,0.9507,0.906,1.0,0.9507,0.906,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0116,MillID,0.9623,MillID +tay_Latn,Atayal,106,0.9858,0.9905,0.9811,0.9953,0.9907,1.0,0.9953,0.9907,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0095,tie,0.9858,MillID +taq_Latn,Tamasheq,106,0.8923,0.9775,0.8208,0.9725,0.9464,1.0,0.968,0.9381,1.0,0.122,0.0663,0.7547,0.1212,0.0659,0.7547,-0.0757,GlotLID,0.7711,MillID +big_Latn,Biangai,106,0.9815,0.9636,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0185,GlotLID,0.9815,MillID +qvn_Latn,North Junín Quechua,106,0.9677,0.9459,0.9906,0.9953,0.9907,1.0,0.9953,0.9907,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0276,GlotLID,0.9677,MillID +tok_Latn,Toki Pona,106,0.9953,0.9907,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0047,tie,0.9953,MillID +med_Latn,Melpa,106,0.9907,0.9815,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0093,tie,0.9907,MillID +fit_Latn,Tornedalen Finnish,106,0.7531,0.6767,0.8491,0.9177,0.848,1.0,0.9177,0.848,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.1646,GlotLID,0.7531,MillID +bmu_Latn,Somba-Siawari,106,0.9953,0.9907,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0047,tie,0.9953,MillID +kyf_Latn,Kouya,105,0.9813,0.9633,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0187,GlotLID,0.9813,MillID +apn_Latn,Apinayé,105,0.9813,0.9633,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0187,GlotLID,0.9813,MillID +qxh_Latn,Panao Huánuco Quechua,105,0.9406,0.9035,0.981,0.9953,0.9906,1.0,0.9953,0.9906,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0546,GlotLID,0.9406,MillID +tog_Latn,Nyasa Tonga,105,0.9528,0.9439,0.9619,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0472,GlotLID,0.9528,MillID +ffm_Latn,Maasina Fulfulde,104,0.6739,0.775,0.5962,0.6821,0.8551,0.5673,0.6971,0.8592,0.5865,0.0,0.0,0.0,0.0,0.0,0.0,-0.0232,GlotLID,0.6739,MillID +not_Latn,Nomatsiguenga,104,0.9855,0.9903,0.9808,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0145,GlotLID,0.9855,MillID +jic_Latn,Tol,104,0.9904,0.9904,0.9904,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0096,tie,0.9904,MillID +kdi_Latn,Kumam,104,0.9581,0.9279,0.9904,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0419,GlotLID,0.9581,MillID +nij_Latn,Ngaju,104,0.9952,0.9905,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0048,tie,0.9952,MillID +gof_Latn,Gofa,104,0.9261,0.9495,0.9038,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0739,GlotLID,0.9261,MillID +pir_Latn,Piratapuyo,104,0.9952,0.9905,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0048,tie,0.9952,MillID +taq_Tfng,Tamasheq,104,0.5287,0.4395,0.6635,0.7179,0.7692,0.6731,0.7179,0.7692,0.6731,0.0,0.0,0.0,0.0,0.0,0.0,-0.1892,GlotLID,0.5287,MillID +mxp_Latn,Tlahuitoltepec Mixe,104,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +nak_Latn,Nakanai,104,0.9811,0.963,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0189,GlotLID,0.9811,MillID +skg_Latn,Sakalava Malagasy,104,0.9581,0.9279,0.9904,0.9811,0.963,1.0,0.9811,0.963,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.023,GlotLID,0.9581,MillID +bmr_Latn,Muinane,104,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +vid_Latn,Vidunda,104,0.9758,0.9806,0.9712,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0242,GlotLID,0.9758,MillID +mxt_Latn,Jamiltepec Mixtec,103,0.9951,1.0,0.9903,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0049,tie,0.9951,MillID +ncx_Latn,Central Puebla Nahuatl,103,0.9346,0.9009,0.9709,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0654,GlotLID,0.9346,MillID +mcu_Latn,Cameroon Mambila,103,0.9904,0.981,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0096,tie,0.9904,MillID +cto_Latn,Emberá-Catío,103,0.9902,1.0,0.9806,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0098,tie,0.9902,MillID +xav_Latn,Xavánte,103,1.0,1.0,1.0,0.9904,0.981,1.0,0.9904,0.981,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0096,tie,1.0,MillID +ded_Latn,Dedua,103,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +agn_Latn,Agutaynen,102,0.9447,0.9691,0.9216,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0553,GlotLID,0.9447,MillID +bku_Latn,Buhid,102,0.9903,0.9808,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0097,tie,0.9903,MillID +mcq_Latn,Ese,102,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +chf_Latn,Tabasco Chontal,102,0.9223,0.978,0.8725,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0777,GlotLID,0.9223,MillID +nbq_Latn,Nggem,102,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +nfr_Latn,Nafaanra,102,0.9854,0.9806,0.9902,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0146,GlotLID,0.9854,MillID +nhi_Latn,Zacatlán-Ahuacatlán-Tepetzintla Nahuatl,102,0.9901,1.0,0.9804,0.9951,0.9903,1.0,0.9951,0.9903,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.005,tie,0.9901,MillID +lee_Latn,Lyélé,102,1.0,1.0,1.0,1.0,1.0,1.0,0.9951,0.9903,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0049,tie,1.0,MillID +too_Latn,Xicotepec De Juárez Totonac,102,0.9852,0.9901,0.9804,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0148,GlotLID,0.9852,MillID +pls_Latn,San Marcos Tlacoyalco Popoloca,102,0.9901,1.0,0.9804,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0099,tie,0.9901,MillID +blh_Latn,Kuwaa,101,0.9951,0.9902,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0049,tie,0.9951,MillID +bpr_Latn,Koronadal Blaan,101,0.9108,0.8661,0.9604,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0892,GlotLID,0.9108,MillID +bao_Latn,Waimaha,101,0.9951,0.9902,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0049,tie,0.9951,MillID +rmy_Cyrl,Vlax Romani,101,0.7783,0.7745,0.7822,0.8087,0.9024,0.7327,0.8087,0.9024,0.7327,0.0,0.0,0.0,0.0,0.0,0.0,-0.0304,GlotLID,0.7783,MillID +liv_Latn,Livonian,101,0.98,0.9899,0.9703,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.02,GlotLID,0.98,MillID +nyo_Latn,Nyoro,100,0.7937,0.8427,0.75,0.9662,0.9346,1.0,0.9662,0.9346,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.1725,GlotLID,0.7937,MillID +umb_Latn,Umbundu,100,0.9655,0.9515,0.98,0.995,0.9901,1.0,0.995,0.9901,1.0,0.1246,0.0666,0.96,0.1246,0.0666,0.96,-0.0295,GlotLID,0.8409,MillID +sby_Latn,Soli,100,0.9852,0.9709,1.0,0.895,1.0,0.81,0.895,1.0,0.81,0.0,0.0,0.0,0.0,0.0,0.0,0.0902,MillID,0.9852,MillID +nnq_Latn,Ngindo,100,0.9608,0.9423,0.98,0.9901,0.9804,1.0,0.9901,0.9804,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0293,GlotLID,0.9608,MillID +uvh_Latn,Uri,100,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +mox_Latn,Molima,100,0.9899,1.0,0.98,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0101,GlotLID,0.9899,MillID +zaw_Latn,Mitla Zapotec,99,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +sim_Latn,Mende (Papua New Guinea),99,0.9794,1.0,0.9596,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0206,GlotLID,0.9794,MillID +aoi_Latn,Anindilyakwa,99,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +mks_Latn,Silacayoapan Mixtec,99,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +nod_Thai,Northern Thai,99,0.9848,0.9898,0.9798,0.995,0.99,1.0,0.995,0.99,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0102,GlotLID,0.9848,MillID +tfr_Latn,Teribe,99,0.995,0.99,1.0,0.995,0.99,1.0,0.995,0.99,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.995,MillID +idu_Latn,Idoma,99,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +tcy_Knda,Tulu,99,0.8407,0.748,0.9596,0.9659,0.934,1.0,0.9659,0.934,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.1251,GlotLID,0.8407,MillID +aaz_Latn,Amarasi,98,0.9899,0.98,1.0,0.9949,0.9899,1.0,0.9949,0.9899,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.005,tie,0.9899,MillID +qvi_Latn,Imbabura Highland Quichua,98,0.9424,0.9677,0.9184,0.9849,0.9703,1.0,0.9849,0.9703,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0425,GlotLID,0.9424,MillID +mar_Latn,Marathi,98,0.8877,0.9326,0.8469,0.8827,0.9753,0.8061,0.8827,0.9753,0.8061,0.0,0.0,0.0,0.0,0.0,0.0,0.005,tie,0.8877,MillID +udu_Latn,Uduk,98,0.9741,0.9895,0.9592,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0259,GlotLID,0.9741,MillID +cta_Latn,Tataltepec Chatino,98,0.9949,1.0,0.9898,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0051,tie,0.9949,MillID +vls_Latn,West Flemish,98,0.8725,0.8396,0.9082,0.9899,0.98,1.0,0.9899,0.98,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.1173,GlotLID,0.8725,MillID +krj_Latn,Kinaray-a,98,0.9453,0.9223,0.9694,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0547,GlotLID,0.9453,MillID +kms_Latn,Kamasau,98,0.9848,0.9798,0.9898,0.9949,0.9899,1.0,0.9949,0.9899,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0102,GlotLID,0.9848,MillID +syb_Latn,Central Subanen,98,0.9741,0.9895,0.9592,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0259,GlotLID,0.9741,MillID +okv_Latn,Orokaiva,97,0.9794,0.9794,0.9794,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0206,GlotLID,0.9794,MillID +azg_Latn,San Pedro Amuzgos Amuzgo,97,0.9948,1.0,0.9897,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0052,tie,0.9948,MillID +raw_Latn,Rawang,97,0.9798,0.9604,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0202,GlotLID,0.9798,MillID +mer_Latn,Meru,97,0.9474,0.9677,0.9278,0.9897,0.9897,0.9897,0.9897,0.9897,0.9897,0.0,0.0,0.0,0.0,0.0,0.0,-0.0423,GlotLID,0.9474,MillID +izr_Latn,Izere,97,0.9738,0.9894,0.9588,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0262,GlotLID,0.9738,MillID +mag_Deva,Magahi,97,0.8558,0.8018,0.9175,0.9848,0.97,1.0,0.9848,0.97,1.0,0.214,0.1234,0.8041,0.2131,0.1228,0.8041,-0.129,GlotLID,0.6427,MillID +nhe_Latn,Eastern Huasteca Nahuatl,97,0.911,0.9255,0.8969,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.089,GlotLID,0.911,MillID +urt_Latn,Urat,96,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +lww_Latn,Lewo,96,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +ory_Latn,Odia (individual language),96,0.9596,0.9314,0.9896,0.9792,0.9792,0.9792,0.9792,0.9792,0.9792,0.0,0.0,0.0,0.0,0.0,0.0,-0.0196,GlotLID,0.9596,MillID +shp_Latn,Shipibo-Conibo,96,0.9843,0.9895,0.9792,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0157,GlotLID,0.9843,MillID +snn_Latn,Siona,96,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +sgw_Ethi,Sebat Bet Gurage,96,0.9405,0.9775,0.9062,0.9948,0.9897,1.0,0.9948,0.9897,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0543,GlotLID,0.9405,MillID +mwc_Latn,Are,95,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +gui_Latn,Eastern Bolivian Guaraní,95,0.9688,0.9588,0.9789,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0312,GlotLID,0.9688,MillID +cco_Latn,Comaltepec Chinantec,95,0.9948,0.9896,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0052,tie,0.9948,MillID +alp_Latn,Alune,95,0.9948,0.9896,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0052,tie,0.9948,MillID +kbr_Latn,Kafa,95,0.9843,0.9792,0.9895,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0157,GlotLID,0.9843,MillID +und_Sylo,und,95,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +qvh_Latn,Huamalíes-Dos de Mayo Huánuco Quechua,95,0.9735,0.9787,0.9684,0.9845,0.9694,1.0,0.9845,0.9694,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0109,GlotLID,0.9735,MillID +acn_Latn,Achang,95,0.9845,0.9694,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0155,GlotLID,0.9845,MillID +mak_Latn,Makasar,94,0.918,0.9438,0.8936,0.9379,1.0,0.883,0.9438,1.0,0.8936,0.0,0.0,0.0,0.0,0.0,0.0,-0.0258,GlotLID,0.918,MillID +biv_Latn,Southern Birifor,94,0.9947,1.0,0.9894,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0053,tie,0.9947,MillID +ati_Latn,Attié,94,0.9789,0.9688,0.9894,0.9792,0.9592,1.0,0.9792,0.9592,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0002,tie,0.9789,MillID +mfq_Latn,Moba,94,0.9947,0.9895,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0053,tie,0.9947,MillID +hag_Latn,Hanga,94,0.9688,0.949,0.9894,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0312,GlotLID,0.9688,MillID +sbe_Latn,Saliba,94,0.9947,1.0,0.9894,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0053,tie,0.9947,MillID +goh_Latn,Old High German,93,0.884,0.9091,0.8602,0.8554,0.9726,0.7634,0.8554,0.9726,0.7634,0.0,0.0,0.0,0.0,0.0,0.0,0.0286,MillID,0.884,MillID +blz_Latn,Balantak,93,0.9785,0.9785,0.9785,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0215,GlotLID,0.9785,MillID +und_Mong,und,93,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +qxr_Latn,Cañar Highland Quichua,93,0.9565,0.967,0.9462,0.9894,0.9789,1.0,0.9894,0.9789,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0328,GlotLID,0.9565,MillID +qxo_Latn,Southern Conchucos Ancash Quechua,93,0.9274,0.9651,0.8925,0.9947,0.9894,1.0,0.9947,0.9894,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0673,GlotLID,0.9274,MillID +npl_Latn,Southeastern Puebla Nahuatl,93,0.9405,0.9457,0.9355,0.9947,0.9894,1.0,0.9947,0.9894,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0541,GlotLID,0.9405,MillID +enb_Latn,Markweeta,93,0.9946,1.0,0.9892,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0054,tie,0.9946,MillID +hui_Latn,Huli,93,0.9894,0.9789,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0106,GlotLID,0.9894,MillID +bvz_Latn,Bauzi,93,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +heg_Latn,Helong,93,0.9738,0.949,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0262,GlotLID,0.9738,MillID +xog_Latn,Soga,93,0.8222,0.8506,0.7957,0.9838,0.9891,0.9785,0.9838,0.9891,0.9785,0.0,0.0,0.0,0.0,0.0,0.0,-0.1616,GlotLID,0.8222,MillID +kdc_Latn,Kutu,92,0.9312,0.9072,0.9565,0.9946,0.9892,1.0,0.9946,0.9892,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0634,GlotLID,0.9312,MillID +cop_Copt,Coptic,92,1.0,1.0,1.0,0.9945,1.0,0.9891,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +hay_Latn,Haya,92,0.8663,0.8526,0.8804,0.8326,0.7132,1.0,0.8326,0.7132,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0337,MillID,0.8663,MillID +mxb_Latn,Tezoatlán Mixtec,92,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +opm_Latn,Oksapmin,92,0.9545,1.0,0.913,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0455,GlotLID,0.9545,MillID +bfd_Latn,Bafut,92,0.9946,0.9892,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0054,tie,0.9946,MillID +isd_Latn,Isnag,91,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +cav_Latn,Cavineña,91,0.9889,1.0,0.978,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0111,GlotLID,0.9889,MillID +guw_Latn,Gun,91,0.9889,1.0,0.978,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0111,GlotLID,0.9889,MillID +ake_Latn,Akawaio,91,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +xrb_Latn,Eastern Karaboro,91,0.9945,0.9891,1.0,0.9945,0.9891,1.0,0.9945,0.9891,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.9945,MillID +kaq_Latn,Capanahua,91,0.9891,0.9785,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0109,GlotLID,0.9891,MillID +wed_Latn,Wedau,91,0.9775,1.0,0.956,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0225,GlotLID,0.9775,MillID +awa_Deva,Awadhi,91,0.8587,0.8495,0.8681,0.901,0.8198,1.0,0.901,0.8198,1.0,0.3918,0.2669,0.7363,0.3918,0.2669,0.7363,-0.0423,GlotLID,0.4669,MillID +pad_Latn,Paumarí,91,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +zpl_Latn,Lachixío Zapotec,91,0.9891,0.9785,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0109,GlotLID,0.9891,MillID +und_Shaw,und,91,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +gde_Latn,Gude,91,0.9945,0.9891,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0055,tie,0.9945,MillID +fal_Latn,South Fali,90,0.9832,0.9888,0.9778,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0168,GlotLID,0.9832,MillID +btx_Latn,Batak Karo,90,0.9677,0.9375,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0323,GlotLID,0.9677,MillID +kpx_Latn,Mountain Koiali,90,0.9836,0.9677,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0164,GlotLID,0.9836,MillID +pam_Latn,Pampanga,90,0.9514,0.9263,0.9778,0.989,0.9783,1.0,0.989,0.9783,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0377,GlotLID,0.9514,MillID +mil_Latn,Peñoles Mixtec,90,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +usp_Latn,Uspanteco,90,0.989,0.9783,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.011,GlotLID,0.989,MillID +qug_Latn,Chimborazo Highland Quichua,90,0.9514,0.9263,0.9778,0.9714,1.0,0.9444,0.9714,1.0,0.9444,0.0,0.0,0.0,0.0,0.0,0.0,-0.0201,GlotLID,0.9514,MillID +mej_Latn,Meyah,90,0.9945,0.989,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0055,tie,0.9945,MillID +und_Bali,und,90,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +ter_Latn,Tereno,90,0.9944,1.0,0.9889,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0056,tie,0.9944,MillID +tod_Latn,Toma,90,0.9944,1.0,0.9889,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0056,tie,0.9944,MillID +kpz_Latn,Kupsabiny,89,0.977,1.0,0.9551,0.977,1.0,0.9551,0.977,1.0,0.9551,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.977,MillID +kki_Latn,Kagulu,89,0.9545,0.9655,0.9438,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0455,GlotLID,0.9545,MillID +nho_Latn,Takuu,89,0.9778,0.967,0.9888,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0222,GlotLID,0.9778,MillID +con_Latn,Cofán,89,0.9944,1.0,0.9888,0.9944,0.9889,1.0,0.9944,0.9889,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0001,tie,0.9944,MillID +kez_Latn,Kukele,89,0.9832,0.9778,0.9888,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0168,GlotLID,0.9832,MillID +inb_Latn,Inga,89,1.0,1.0,1.0,0.9944,0.9889,1.0,0.9944,0.9889,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0056,tie,1.0,MillID +sig_Latn,Paasaal,89,0.9829,1.0,0.9663,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0171,GlotLID,0.9829,MillID +cwt_Latn,Kuwaataay,89,0.9667,0.956,0.9775,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0333,GlotLID,0.9667,MillID +hig_Latn,Kamwe,89,0.9944,0.9889,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0056,tie,0.9944,MillID +mif_Latn,Mofu-Gudur,88,0.9944,0.9888,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0056,tie,0.9944,MillID +gah_Latn,Alekano,88,0.9944,0.9888,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0056,tie,0.9944,MillID +toh_Latn,Gitonga,88,1.0,1.0,1.0,0.9778,0.9565,1.0,0.9778,0.9565,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0222,MillID,1.0,MillID +frr_Latn,Northern Frisian,88,0.9432,0.9432,0.9432,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0568,GlotLID,0.9432,MillID +cag_Latn,Nivaclé,88,0.9888,0.9778,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0112,GlotLID,0.9888,MillID +mgh_Latn,Makhuwa-Meetto,88,0.9659,0.9659,0.9659,0.9944,0.9888,1.0,0.9944,0.9888,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0284,GlotLID,0.9659,MillID +qvm_Latn,Margos-Yarowilca-Lauricocha Quechua,88,0.9829,0.9885,0.9773,0.9944,0.9888,1.0,0.9944,0.9888,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0115,GlotLID,0.9829,MillID +mxq_Latn,Juquila Mixe,87,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +agt_Latn,Central Cagayan Agta,87,0.9943,0.9886,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0057,tie,0.9943,MillID +akb_Latn,Batak Angkola,87,0.8325,0.7455,0.9425,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.1675,GlotLID,0.8325,MillID +bkd_Latn,Binukid,87,0.9943,0.9886,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0057,tie,0.9943,MillID +jbu_Latn,Jukun Takum,87,0.9884,1.0,0.977,0.9943,0.9886,1.0,0.9943,0.9886,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0059,tie,0.9884,MillID +geb_Latn,Kire,87,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +taj_Deva,Eastern Tamang,86,0.9942,1.0,0.9884,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0058,tie,0.9942,MillID +lun_Latn,Lunda,86,0.9474,0.9529,0.9419,0.9882,1.0,0.9767,0.9882,1.0,0.9767,0.0,0.0,0.0,0.0,0.0,0.0,-0.0409,GlotLID,0.9474,MillID +mit_Latn,Southern Puebla Mixtec,86,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +tpp_Latn,Pisaflores Tepehua,86,0.9822,1.0,0.9651,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0178,GlotLID,0.9822,MillID +itv_Latn,Itawit,86,0.9829,0.9663,1.0,1.0,1.0,1.0,0.9942,0.9885,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0114,GlotLID,0.9829,MillID +nhu_Latn,Noone,86,0.9885,0.9773,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0115,GlotLID,0.9885,MillID +lcp_Thai,Western Lawa,86,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +gjn_Latn,Gonja,85,0.9827,0.9659,1.0,0.9512,0.9873,0.9176,0.9639,0.9877,0.9412,0.0,0.0,0.0,0.0,0.0,0.0,0.0188,MillID,0.9827,MillID +ote_Latn,Mezquital Otomi,85,0.9765,0.9765,0.9765,0.9942,0.9884,1.0,0.9942,0.9884,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0177,GlotLID,0.9765,MillID +tob_Latn,Toba,85,0.9942,0.9884,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0058,tie,0.9942,MillID +laj_Latn,Lango (Uganda),85,0.908,0.9487,0.8706,0.9942,0.9884,1.0,0.9942,0.9884,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0862,GlotLID,0.908,MillID +nko_Latn,Nkonya,85,0.9767,0.9655,0.9882,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0233,GlotLID,0.9767,MillID +mtp_Latn,Wichí Lhamtés Nocten,85,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +rmo_Latn,Sinte Romani,85,0.9767,0.9655,0.9882,0.9884,0.977,1.0,0.9884,0.977,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0116,GlotLID,0.9767,MillID +ibg_Latn,Ibanag,85,0.9881,1.0,0.9765,1.0,1.0,1.0,0.9942,0.9884,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0061,tie,0.9881,MillID +nou_Latn,Ewage-Notu,84,0.9881,0.9881,0.9881,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0119,GlotLID,0.9881,MillID +bjv_Latn,Bedjond,84,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +kkl_Latn,Kosarek Yale,84,0.9822,0.9765,0.9881,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0178,GlotLID,0.9822,MillID +gvl_Latn,Gulay,83,0.9878,1.0,0.9759,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0122,GlotLID,0.9878,MillID +gdg_Latn,Ga'dang,83,0.9822,0.9651,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0178,GlotLID,0.9822,MillID +miz_Latn,Coatzospan Mixtec,83,0.8933,1.0,0.8072,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.1067,GlotLID,0.8933,MillID +kwi_Latn,Awa-Cuaiquer,83,0.994,0.9881,1.0,0.994,0.9881,1.0,0.994,0.9881,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.994,MillID +und_Cans,und,83,1.0,1.0,1.0,0.9625,1.0,0.9277,0.9565,0.9872,0.9277,0.0,0.0,0.0,0.0,0.0,0.0,0.0435,MillID,1.0,MillID +nhw_Latn,Western Huasteca Nahuatl,83,0.8982,0.8929,0.9036,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.1018,GlotLID,0.8982,MillID +wlv_Latn,Wichí Lhamtés Vejoz,82,1.0,1.0,1.0,0.9939,0.988,1.0,0.9939,0.988,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0061,tie,1.0,MillID +kck_Latn,Kalanga,82,0.9286,0.907,0.9512,0.9535,0.9111,1.0,0.9535,0.9111,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0249,GlotLID,0.9286,MillID +vun_Latn,Vunjo,82,0.9818,0.9759,0.9878,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0182,GlotLID,0.9818,MillID +ozm_Latn,Koonzime,82,0.9939,0.988,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0061,tie,0.9939,MillID +vol_Latn,Volapük,82,0.9524,0.9302,0.9756,0.9939,0.988,1.0,0.9939,0.988,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0416,GlotLID,0.9524,MillID +meu_Latn,Motu,82,0.9697,0.9639,0.9756,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0303,GlotLID,0.9697,MillID +gbi_Latn,Galela,81,0.9939,0.9878,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0061,tie,0.9939,MillID +nuy_Latn,Nunggubuyu,81,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +enm_Latn,Middle English,81,0.8284,0.7955,0.8642,0.8286,0.9831,0.716,0.8286,0.9831,0.716,0.0,0.0,0.0,0.0,0.0,0.0,-0.0002,tie,0.8284,MillID +dgi_Latn,Northern Dagara,81,0.9939,0.9878,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0061,tie,0.9939,MillID +myy_Latn,Macuna,80,0.963,0.9512,0.975,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.037,GlotLID,0.963,MillID +mih_Latn,Chayuco Mixtec,80,0.9938,0.9877,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0062,tie,0.9938,MillID +und_Hung,und,80,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +ngp_Latn,Ngulu,80,0.9576,0.9294,0.9875,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0424,GlotLID,0.9576,MillID +zai_Latn,Isthmus Zapotec,80,0.9756,0.9524,1.0,0.9938,0.9877,1.0,0.9938,0.9877,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0182,GlotLID,0.9756,MillID +gwi_Latn,Gwichʼin,80,0.9938,0.9877,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0062,tie,0.9938,MillID +tku_Latn,Upper Necaxa Totonac,80,0.9877,0.9756,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0123,GlotLID,0.9877,MillID +tew_Latn,Tewa (USA),80,0.9875,0.9875,0.9875,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0125,GlotLID,0.9875,MillID +eri_Latn,Ogea,80,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +dyo_Latn,Jola-Fonyi,80,0.9937,1.0,0.9875,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0063,tie,0.9937,MillID +kbh_Latn,Camsá,79,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +atg_Latn,Ivbie North-Okpela-Arhe,79,0.9936,1.0,0.9873,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0064,tie,0.9936,MillID +oke_Latn,Okpe (Southwestern Edo),79,0.9554,0.9615,0.9494,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0446,GlotLID,0.9554,MillID +gog_Latn,Gogo,79,0.962,0.962,0.962,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.038,GlotLID,0.962,MillID +ycn_Latn,Yucuna,79,0.9937,0.9875,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0063,tie,0.9937,MillID +ckt_Cyrl,Chukot,79,0.9936,1.0,0.9873,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0064,tie,0.9936,MillID +qup_Latn,Southern Pastaza Quechua,79,0.925,0.9136,0.9367,0.8947,0.9315,0.8608,0.8947,0.9315,0.8608,0.0,0.0,0.0,0.0,0.0,0.0,0.0303,MillID,0.925,MillID +meq_Latn,Merey,79,0.9809,0.9872,0.9747,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0191,GlotLID,0.9809,MillID +cya_Latn,Nopala Chatino,79,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +bug_Latn,Buginese,78,0.9806,0.987,0.9744,0.9455,0.8966,1.0,0.9455,0.8966,1.0,0.0267,0.0135,0.9615,0.0267,0.0135,0.9615,0.0352,MillID,0.954,MillID +cjv_Latn,Chuave,78,0.9936,0.9873,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0064,tie,0.9936,MillID +und_Cyrl,und,78,0.9494,0.9375,0.9615,0.9689,0.9398,1.0,0.963,0.9286,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0136,GlotLID,0.9494,MillID +zav_Latn,Yatzachi Zapotec,78,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +tue_Latn,Tuyuca,78,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +pwn_Latn,Paiwan,77,0.9872,0.9747,1.0,0.9747,0.9506,1.0,0.9747,0.9506,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0125,MillID,0.9872,MillID +eve_Cyrl,Even,77,0.9682,0.95,0.987,0.8777,0.9839,0.7922,0.8777,0.9839,0.7922,0.0,0.0,0.0,0.0,0.0,0.0,0.0905,MillID,0.9682,MillID +xnn_Latn,Northern Kankanay,77,0.9664,1.0,0.9351,0.9935,0.9872,1.0,0.9935,0.9872,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0271,GlotLID,0.9664,MillID +dob_Latn,Dobu,77,0.9935,0.9872,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0065,tie,0.9935,MillID +tos_Latn,Highland Totonac,77,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +zao_Latn,Ozolotepec Zapotec,77,0.9806,0.9744,0.987,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0194,GlotLID,0.9806,MillID +adh_Latn,Adhola,77,0.8551,0.9672,0.7662,0.9664,1.0,0.9351,0.9664,1.0,0.9351,0.0,0.0,0.0,0.0,0.0,0.0,-0.1114,GlotLID,0.8551,MillID +zia_Latn,Zia,76,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +clu_Latn,Caluyanun,76,0.9057,0.8675,0.9474,0.9935,0.987,1.0,0.9935,0.987,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0878,GlotLID,0.9057,MillID +trc_Latn,Copala Triqui,76,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +nim_Latn,Nilamba,76,0.9804,0.974,0.9868,0.9935,0.987,1.0,0.9935,0.987,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0131,GlotLID,0.9804,MillID +atd_Latn,Ata Manobo,76,0.8271,0.9649,0.7237,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.1729,GlotLID,0.8271,MillID +anv_Latn,Denya,76,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +kne_Latn,Kankanaey,76,0.9935,0.987,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0065,tie,0.9935,MillID +bxh_Latn,Buhutu,76,0.9595,0.9861,0.9342,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0405,GlotLID,0.9595,MillID +nan_Hani,Min Nan Chinese,75,0.8201,0.8906,0.76,0.8428,0.7976,0.8933,0.8428,0.7976,0.8933,0.0,0.0,0.0,0.0,0.0,0.0,-0.0226,GlotLID,0.8201,MillID +hae_Latn,Eastern Oromo,75,0.6588,0.5895,0.7467,0.6567,0.7458,0.5867,0.6567,0.7458,0.5867,0.0,0.0,0.0,0.0,0.0,0.0,0.0021,tie,0.6588,MillID +ura_Latn,Urarina,75,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +sbl_Latn,Botolan Sambal,74,0.9536,0.9351,0.973,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0464,GlotLID,0.9536,MillID +cas_Latn,Tsimané,74,0.9932,1.0,0.9865,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0068,tie,0.9932,MillID +gos_Latn,Gronings,74,0.9342,0.9103,0.9595,0.9933,0.9867,1.0,0.9933,0.9867,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0591,GlotLID,0.9342,MillID +mvn_Latn,Minaveha,73,0.9931,1.0,0.9863,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0069,tie,0.9931,MillID +azz_Latn,Highland Puebla Nahuatl,73,0.9932,0.9865,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0068,tie,0.9932,MillID +hns_Latn,Caribbean Hindustani,73,0.8462,0.9649,0.7534,0.8652,0.8971,0.8356,0.8652,0.8971,0.8356,0.0,0.0,0.0,0.0,0.0,0.0,-0.0191,GlotLID,0.8462,MillID +xtd_Latn,Diuxi-Tilantongo Mixtec,73,0.9796,0.973,0.9863,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0204,GlotLID,0.9796,MillID +bsq_Latn,Bassa,73,1.0,1.0,1.0,0.9865,0.9733,1.0,0.9865,0.9733,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0135,MillID,1.0,MillID +huu_Latn,Murui Huitoto,72,0.9861,0.9861,0.9861,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0139,GlotLID,0.9861,MillID +ayp_Arab,North Mesopotamian Arabic,72,0.9252,0.9067,0.9444,0.8293,1.0,0.7083,0.832,0.9811,0.7222,0.0,0.0,0.0,0.0,0.0,0.0,0.0932,MillID,0.9252,MillID +nbe_Latn,Konyak Naga,72,0.9793,0.9726,0.9861,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0207,GlotLID,0.9793,MillID +daa_Latn,Dangaléat,71,0.9722,0.9589,0.9859,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0278,GlotLID,0.9722,MillID +lif_Deva,Limbu,71,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +mie_Latn,Ocotepec Mixtec,71,0.9929,1.0,0.9859,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0071,tie,0.9929,MillID +msb_Latn,Masbatenyo,71,0.9429,0.9565,0.9296,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0571,GlotLID,0.9429,MillID +kcg_Latn,Tyap,70,0.9928,1.0,0.9857,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0072,tie,0.9928,MillID +lia_Latn,West-Central Limba,70,0.9929,0.9859,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0071,tie,0.9929,MillID +got_Goth,Gothic,70,0.9589,0.9211,1.0,0.9655,0.9333,1.0,0.9655,0.9333,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0066,tie,0.9589,MillID +mib_Latn,Atatláhuca Mixtec,70,0.9857,0.9857,0.9857,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0143,GlotLID,0.9857,MillID +nif_Latn,Nek,70,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +apw_Latn,Western Apache,70,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +akh_Latn,Angal Heneng,70,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +cof_Latn,Colorado,70,0.9928,1.0,0.9857,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0072,tie,0.9928,MillID +daf_Latn,Dan,70,0.9859,0.9722,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0141,GlotLID,0.9859,MillID +lgl_Latn,Wala,70,0.9929,0.9859,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0071,tie,0.9929,MillID +pov_Latn,Upper Guinea Crioulo,70,0.8904,0.8553,0.9286,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.1096,GlotLID,0.8904,MillID +mza_Latn,Santa María Zacatepec Mixtec,69,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +mqb_Latn,Mbuko,69,0.971,0.971,0.971,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.029,GlotLID,0.971,MillID +agu_Latn,Aguacateco,69,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +tkr_Cyrl,Tsakhur,69,0.9787,0.9583,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0213,GlotLID,0.9787,MillID +sey_Latn,Secoya,69,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +blw_Latn,Balangao,68,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +mio_Latn,Pinotepa Nacional Mixtec,68,0.9926,1.0,0.9853,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0074,tie,0.9926,MillID +tlf_Latn,Telefol,68,0.9784,0.9577,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0216,GlotLID,0.9784,MillID +knc_Arab,Central Kanuri,68,0.4615,0.6667,0.3529,0.8226,0.9107,0.75,0.8254,0.8966,0.7647,0.0073,0.0049,0.0147,0.0073,0.0049,0.0147,-0.3639,GlotLID,0.4542,MillID +sur_Latn,Mwaghavul,68,0.9927,0.9855,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0073,tie,0.9927,MillID +wls_Latn,Wallisian,68,0.9706,0.9706,0.9706,0.9774,1.0,0.9559,0.9774,1.0,0.9559,0.0,0.0,0.0,0.0,0.0,0.0,-0.0069,tie,0.9706,MillID +cek_Latn,Eastern Khumi Chin,67,0.7853,0.6667,0.9552,0.68,0.6145,0.7612,0.6842,0.6118,0.7761,0.0,0.0,0.0,0.0,0.0,0.0,0.1011,MillID,0.7853,MillID +muh_Latn,Mündü,67,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +luc_Latn,Aringa,67,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +lef_Latn,Lelemi,66,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +lbj_Tibt,Ladakhi,66,0.9429,0.8919,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.9429,MillID,0.9429,MillID +ota_Arab,Ottoman Turkish,66,0.8955,0.8824,0.9091,0.8,1.0,0.6667,0.8,1.0,0.6667,0.0,0.0,0.0,0.0,0.0,0.0,0.0955,MillID,0.8955,MillID +qxl_Latn,Salasaca Highland Quichua,66,0.9848,0.9848,0.9848,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0152,GlotLID,0.9848,MillID +arl_Latn,Arabela,66,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +mfz_Latn,Mabaan,66,0.9924,1.0,0.9848,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0076,tie,0.9924,MillID +mek_Latn,Mekeo,65,0.9924,0.9848,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0076,tie,0.9924,MillID +are_Latn,Western Arrarnta,65,0.9924,0.9848,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0076,tie,0.9924,MillID +cbi_Latn,Chachi,65,0.9848,0.9701,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0152,GlotLID,0.9848,MillID +ikk_Latn,Ika,65,0.9846,0.9846,0.9846,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0154,GlotLID,0.9846,MillID +apy_Latn,Apalaí,65,0.9848,0.9701,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0152,GlotLID,0.9848,MillID +cjp_Latn,Cabécar,64,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +tsw_Latn,Tsishingini,64,0.9841,1.0,0.9688,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0159,GlotLID,0.9841,MillID +nah_Latn,Nahuatl languages,64,1.0,1.0,1.0,0.9153,1.0,0.8438,0.9153,1.0,0.8438,0.0,0.0,0.0,0.0,0.0,0.0,0.0847,MillID,1.0,MillID +kdl_Latn,Tsikimba,64,0.9692,0.9545,0.9844,0.9922,0.9846,1.0,0.9922,0.9846,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.023,GlotLID,0.9692,MillID +kqf_Latn,Kakabai,64,0.9841,1.0,0.9688,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0159,GlotLID,0.9841,MillID +gnd_Latn,Zulgo-Gemzek,64,0.9922,0.9846,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0078,tie,0.9922,MillID +zaa_Latn,Sierra de Juárez Zapotec,63,1.0,1.0,1.0,0.9921,0.9844,1.0,0.9921,0.9844,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0079,tie,1.0,MillID +wba_Latn,Warao,63,0.9841,0.9841,0.9841,0.9921,0.9844,1.0,0.9921,0.9844,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.008,tie,0.9841,MillID +cme_Latn,Cerma,63,0.9767,0.9545,1.0,0.9844,0.9692,1.0,0.9844,0.9692,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0076,tie,0.9767,MillID +cko_Latn,Anufo,63,0.9449,0.9375,0.9524,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0551,GlotLID,0.9449,MillID +ipi_Latn,Ipili,63,0.9921,0.9844,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0079,tie,0.9921,MillID +pxm_Latn,Quetzaltepec Mixe,63,0.9,0.9474,0.8571,0.8673,0.98,0.7778,0.8673,0.98,0.7778,0.0,0.0,0.0,0.0,0.0,0.0,0.0327,MillID,0.9,MillID +xuo_Latn,Kuo,62,0.992,0.9841,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.008,tie,0.992,MillID +ojb_Latn,Northwestern Ojibwa,62,0.9516,0.9516,0.9516,0.9764,0.9538,1.0,0.9764,0.9538,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0248,GlotLID,0.9516,MillID +stp_Latn,Southeastern Tepehuan,62,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +ldi_Latn,Laari,62,0.777,0.7013,0.871,0.992,0.9841,1.0,0.992,0.9841,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.215,GlotLID,0.777,MillID +nrf_Latn,Jèrriais,61,0.9016,0.9016,0.9016,0.7843,0.9756,0.6557,0.7961,0.9762,0.6721,0.0,0.0,0.0,0.0,0.0,0.0,0.1055,MillID,0.9016,MillID +yrk_Cyrl,Nenets,61,0.976,0.9531,1.0,0.9748,1.0,0.9508,0.9748,1.0,0.9508,0.0,0.0,0.0,0.0,0.0,0.0,0.0012,tie,0.976,MillID +hav_Latn,Havu,61,0.875,0.9608,0.8033,0.976,0.9531,1.0,0.976,0.9531,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.101,GlotLID,0.875,MillID +mhx_Latn,Maru,61,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +muy_Latn,Muyang,61,0.9752,0.9833,0.9672,0.9919,0.9839,1.0,0.9919,0.9839,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0167,GlotLID,0.9752,MillID +keo_Latn,Kakwa,60,0.9492,0.9655,0.9333,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0508,GlotLID,0.9492,MillID +sua_Latn,Sulka,60,0.9833,0.9833,0.9833,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0167,GlotLID,0.9833,MillID +soy_Latn,Miyobe,60,0.9917,0.9836,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0083,tie,0.9917,MillID +yaq_Latn,Yaqui,60,0.9917,0.9836,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0083,tie,0.9917,MillID +spm_Latn,Akukem,59,0.9739,1.0,0.9492,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0261,GlotLID,0.9739,MillID +asm_Latn,Assamese,59,0.9355,0.8923,0.9831,0.9667,0.9508,0.9831,0.9667,0.9508,0.9831,0.0,0.0,0.0,0.0,0.0,0.0,-0.0312,GlotLID,0.9355,MillID +amf_Latn,Hamer-Banna,59,0.9421,0.9194,0.9661,0.9916,0.9833,1.0,0.9916,0.9833,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0494,GlotLID,0.9421,MillID +mav_Latn,Sateré-Mawé,59,0.9833,0.9672,1.0,0.9833,0.9672,1.0,0.9833,0.9672,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.9833,MillID +ige_Latn,Igede,59,0.9748,0.9667,0.9831,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0252,GlotLID,0.9748,MillID +adz_Latn,Adzera,59,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +amk_Latn,Ambai,59,0.9916,0.9833,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0084,tie,0.9916,MillID +pio_Latn,Piapoco,59,0.9831,0.9831,0.9831,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0169,GlotLID,0.9831,MillID +dhm_Latn,Zemba,59,0.9217,0.9464,0.8983,0.9672,0.9365,1.0,0.9593,0.9219,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0376,GlotLID,0.9217,MillID +boa_Latn,Bora,59,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +crl_Cans,Northern East Cree,59,0.9661,0.9661,0.9661,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0339,GlotLID,0.9661,MillID +zas_Latn,Santo Domingo Albarradas Zapotec,58,0.9828,0.9828,0.9828,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0172,GlotLID,0.9828,MillID +und_Bopo,und,58,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +nin_Latn,Ninzo,58,0.9655,0.9655,0.9655,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0345,GlotLID,0.9655,MillID +kqw_Latn,Kandas,58,0.9667,0.9355,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0333,GlotLID,0.9667,MillID +dru_Latn,Rukai,58,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +mbj_Latn,Nadëb,57,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +tdt_Latn,Tetun Dili,57,0.6929,0.6286,0.7719,0.6032,0.4318,1.0,0.6032,0.4318,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0897,MillID,0.6929,MillID +fan_Latn,Fang,57,0.9259,0.9804,0.8772,0.9048,0.8261,1.0,0.9048,0.8261,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0212,MillID,0.9259,MillID +nlg_Latn,Gela,57,0.9828,0.9661,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0172,GlotLID,0.9828,MillID +trn_Latn,Trinitario,57,0.9913,0.9828,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0087,tie,0.9913,MillID +stq_Latn,Saterland Frisian,57,0.9744,0.95,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0256,GlotLID,0.9744,MillID +nph_Latn,Phom Naga,57,0.9286,0.9455,0.9123,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0714,GlotLID,0.9286,MillID +duo_Latn,Dupaninan Agta,56,0.9074,0.9423,0.875,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0926,GlotLID,0.9074,MillID +tuf_Latn,Central Tunebo,56,0.991,1.0,0.9821,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.009,tie,0.991,MillID +ktz_Latn,Juǀʼhoan,56,1.0,1.0,1.0,0.991,1.0,0.9821,0.991,1.0,0.9821,0.0,0.0,0.0,0.0,0.0,0.0,0.009,tie,1.0,MillID +btd_Latn,Batak Dairi,56,0.9825,0.9655,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0175,GlotLID,0.9825,MillID +hra_Latn,Hrangkhol,56,0.9655,0.9333,1.0,0.9739,0.9492,1.0,0.9739,0.9492,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0084,tie,0.9655,MillID +cub_Latn,Cubeo,56,0.9649,0.9483,0.9821,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0351,GlotLID,0.9649,MillID +mny_Latn,Manyawa,56,0.708,0.7018,0.7143,0.9057,0.96,0.8571,0.9057,0.96,0.8571,0.0,0.0,0.0,0.0,0.0,0.0,-0.1977,GlotLID,0.708,MillID +chq_Latn,Quiotepec Chinantec,56,0.9912,0.9825,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0088,tie,0.9912,MillID +bwu_Latn,Buli (Ghana),56,0.7959,0.9286,0.6964,0.9912,0.9825,1.0,0.9912,0.9825,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.1952,GlotLID,0.7959,MillID +csw_Latn,Swampy Cree,56,0.8226,0.75,0.9107,0.8454,1.0,0.7321,0.8454,1.0,0.7321,0.0,0.0,0.0,0.0,0.0,0.0,-0.0228,GlotLID,0.8226,MillID +mfy_Latn,Mayo,56,0.9391,0.9153,0.9643,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0609,GlotLID,0.9391,MillID +yaa_Latn,Yaminahua,56,0.9912,0.9825,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0088,tie,0.9912,MillID +kru_Deva,Kurukh,56,0.8829,0.8909,0.875,0.9655,0.9333,1.0,0.9655,0.9333,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0826,GlotLID,0.8829,MillID +lfn_Cyrl,Lingua Franca Nova,55,0.9533,0.9808,0.9273,0.8485,0.9545,0.7636,0.8485,0.9545,0.7636,0.0,0.0,0.0,0.0,0.0,0.0,0.1048,MillID,0.9533,MillID +min_Latn,Minangkabau,55,0.843,0.7727,0.9273,0.9565,0.9167,1.0,0.9565,0.9167,1.0,0.3188,0.7857,0.2,0.3188,0.7857,0.2,-0.1135,GlotLID,0.5241,MillID +gun_Latn,Mbyá Guaraní,54,0.9541,0.9455,0.963,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0459,GlotLID,0.9541,MillID +cux_Latn,Tepeuxila Cuicatec,54,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +qve_Latn,Eastern Apurímac Quechua,54,0.9057,0.9231,0.8889,0.9,0.8182,1.0,0.8926,0.806,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0131,MillID,0.9057,MillID +npi_Latn,Nepali (individual language),53,0.9464,0.8983,1.0,0.8381,0.8462,0.8302,0.8491,0.8491,0.8491,0.0,0.0,0.0,0.0,0.0,0.0,0.0974,MillID,0.9464,MillID +kxc_Ethi,Konso,53,0.9905,1.0,0.9811,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0095,tie,0.9905,MillID +qvc_Latn,Cajamarca Quechua,53,0.963,0.9455,0.9811,0.955,0.9138,1.0,0.955,0.9138,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.008,tie,0.963,MillID +ceg_Latn,Chamacoco,53,1.0,1.0,1.0,0.9907,0.9815,1.0,0.9907,0.9815,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0093,tie,1.0,MillID +awx_Latn,Awara,53,0.9905,1.0,0.9811,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0095,tie,0.9905,MillID +kvg_Latn,Kuni-Boazi,53,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +zam_Latn,Miahuatlán Zapotec,52,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +und_Taml,und,52,0.9533,0.9273,0.9808,0.8936,1.0,0.8077,0.8936,1.0,0.8077,0.0,0.0,0.0,0.0,0.0,0.0,0.0597,MillID,0.9533,MillID +bwd_Latn,Bwaidoka,51,0.9808,0.9623,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0192,GlotLID,0.9808,MillID +frd_Latn,Fordata,51,0.9703,0.98,0.9608,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0297,GlotLID,0.9703,MillID +myu_Latn,Mundurukú,51,0.9697,1.0,0.9412,1.0,1.0,1.0,0.9903,0.9808,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0206,GlotLID,0.9697,MillID +mlu_Latn,To'abaita,50,0.98,0.98,0.98,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.02,GlotLID,0.98,MillID +mlh_Latn,Mape,50,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +box_Latn,Buamu,50,0.9901,0.9804,1.0,0.9901,0.9804,1.0,0.9901,0.9804,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.9901,MillID +ssx_Latn,Samberigi,50,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +gso_Latn,Southwest Gbaya,50,0.9901,0.9804,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0099,tie,0.9901,MillID +upv_Latn,Uripiv-Wala-Rano-Atchin,50,0.9899,1.0,0.98,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0101,GlotLID,0.9899,MillID +mcp_Latn,Makaa,50,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +syl_Latn,Sylheti,50,0.9709,0.9434,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0291,GlotLID,0.9709,MillID +twu_Latn,Termanu,50,0.9901,0.9804,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0099,tie,0.9901,MillID +mkl_Latn,Mokole,50,0.9901,0.9804,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0099,tie,0.9901,MillID +vec_Latn,Venetian,49,0.7193,0.6308,0.8367,0.8605,1.0,0.7551,0.8506,0.9737,0.7551,0.1062,0.0568,0.8163,0.1062,0.0568,0.8163,-0.1313,GlotLID,0.6131,MillID +cbt_Latn,Chayahuita,49,0.9899,0.98,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0101,GlotLID,0.9899,MillID +mjc_Latn,San Juan Colorado Mixtec,49,0.9899,0.98,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0101,GlotLID,0.9899,MillID +sda_Latn,Toraja-Sa'dan,49,0.94,0.9216,0.9592,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.06,GlotLID,0.94,MillID +sil_Latn,Tumulung Sisaala,49,0.9796,0.9796,0.9796,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0204,GlotLID,0.9796,MillID +omw_Latn,South Tairora,49,0.9796,0.9796,0.9796,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0204,GlotLID,0.9796,MillID +und_Telu,und,49,0.9149,0.9556,0.8776,0.9462,1.0,0.898,0.9462,1.0,0.898,0.0,0.0,0.0,0.0,0.0,0.0,-0.0313,GlotLID,0.9149,MillID +poe_Latn,San Juan Atzingo Popoloca,49,0.9796,0.9796,0.9796,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0204,GlotLID,0.9796,MillID +tna_Latn,Tacana,49,0.9592,0.9592,0.9592,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0408,GlotLID,0.9592,MillID +srr_Latn,Serer,49,0.9592,0.9592,0.9592,0.9899,0.98,1.0,0.9899,0.98,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0307,GlotLID,0.9592,MillID +lbk_Latn,Central Bontok,48,0.9505,0.9057,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0495,GlotLID,0.9505,MillID +mbf_Latn,Baba Malay,48,0.9462,0.9778,0.9167,0.9333,1.0,0.875,0.9333,1.0,0.875,0.0,0.0,0.0,0.0,0.0,0.0,0.0129,MillID,0.9462,MillID +bsp_Latn,Baga Sitemu,48,0.9792,0.9792,0.9792,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0208,GlotLID,0.9792,MillID +gyr_Latn,Guarayu,48,0.9796,0.96,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0204,GlotLID,0.9796,MillID +kas_Deva,Kashmiri,47,0.4944,0.5238,0.4681,0.6667,0.8387,0.5532,0.6667,0.8387,0.5532,0.0863,0.0475,0.4681,0.0854,0.047,0.4681,-0.1723,GlotLID,0.4089,MillID +knk_Latn,Kuranko,47,0.9592,0.9216,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0408,GlotLID,0.9592,MillID +cpu_Latn,Pichis Ashéninka,47,0.9318,1.0,0.8723,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0682,GlotLID,0.9318,MillID +mcb_Latn,Machiguenga,47,0.9892,1.0,0.9787,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0108,GlotLID,0.9892,MillID +und_Hebr,und,47,0.9348,0.9556,0.9149,0.881,1.0,0.7872,0.881,1.0,0.7872,0.0,0.0,0.0,0.0,0.0,0.0,0.0538,MillID,0.9348,MillID +rgu_Latn,Ringgou,47,0.9167,0.898,0.9362,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0833,GlotLID,0.9167,MillID +yad_Latn,Yagua,46,0.989,1.0,0.9783,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.011,GlotLID,0.989,MillID +mbc_Latn,Macushi,46,0.9892,0.9787,1.0,0.9892,0.9787,1.0,0.9892,0.9787,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.9892,MillID +nfa_Latn,Dhao,46,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +pmq_Latn,Northern Pame,46,0.989,1.0,0.9783,0.9425,1.0,0.8913,0.9545,1.0,0.913,0.0,0.0,0.0,0.0,0.0,0.0,0.0345,MillID,0.989,MillID +pot_Latn,Potawatomi,46,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +miy_Latn,Ayutla Mixtec,46,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +kus_Latn,Kusaal,45,0.8713,0.7857,0.9778,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.1287,GlotLID,0.8713,MillID +rav_Deva,Sampang,45,0.9783,0.9574,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0217,GlotLID,0.9783,MillID +prf_Latn,Paranan,45,0.9778,0.9778,0.9778,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0222,GlotLID,0.9778,MillID +gnb_Latn,Gangte,45,0.9091,0.9302,0.8889,0.8911,0.8036,1.0,0.8911,0.8036,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.018,MillID,0.9091,MillID +ign_Latn,Ignaciano,44,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +ots_Latn,Estado de México Otomi,44,0.9647,1.0,0.9318,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0353,GlotLID,0.9647,MillID +chr_Cher,Cherokee,44,0.9885,1.0,0.9773,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0115,GlotLID,0.9885,MillID +und_Syrc,und,43,0.9663,0.9348,1.0,0.8219,1.0,0.6977,0.8219,1.0,0.6977,0.0,0.0,0.0,0.0,0.0,0.0,0.1444,MillID,0.9663,MillID +srq_Latn,Sirionó,43,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +myk_Latn,Mamara Senoufo,43,0.9556,0.9149,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0444,GlotLID,0.9556,MillID +kqe_Latn,Kalagan,43,0.9438,0.913,0.9767,0.9885,0.9773,1.0,0.9885,0.9773,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0447,GlotLID,0.9438,MillID +far_Latn,Fataleka,43,0.9647,0.9762,0.9535,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0353,GlotLID,0.9647,MillID +und_Xsux,und,43,1.0,1.0,1.0,0.9885,0.9773,1.0,0.9885,0.9773,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0115,MillID,1.0,MillID +guj_Latn,Gujarati,42,0.7959,0.6964,0.9286,0.7912,0.7347,0.8571,0.8172,0.7451,0.9048,0.0,0.0,0.0,0.0,0.0,0.0,-0.0213,GlotLID,0.7959,MillID +nre_Latn,Southern Rengma Naga,42,0.925,0.9737,0.881,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.075,GlotLID,0.925,MillID +wbm_Latn,Wa,42,0.9655,0.9333,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0345,GlotLID,0.9655,MillID +loq_Latn,Lobala,42,0.95,1.0,0.9048,0.8831,0.9714,0.8095,0.8974,0.9722,0.8333,0.0,0.0,0.0,0.0,0.0,0.0,0.0526,MillID,0.95,MillID +gag_Latn,Gagauz,41,0.8864,0.8298,0.9512,0.9762,0.9535,1.0,0.9762,0.9535,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0898,GlotLID,0.8864,MillID +lwo_Latn,Luwo,41,0.9756,0.9756,0.9756,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0244,GlotLID,0.9756,MillID +und_Cher,und,40,0.9877,0.9756,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0123,GlotLID,0.9877,MillID +lrc_Arab,Northern Luri,40,0.5934,0.5294,0.675,0.7317,0.7143,0.75,0.7317,0.7143,0.75,0.0,0.0,0.0,0.0,0.0,0.0,-0.1383,GlotLID,0.5934,MillID +nnw_Latn,Southern Nuni,40,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +und_Lana,und,40,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +xtm_Latn,Magdalena Peñasco Mixtec,39,0.987,1.0,0.9744,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.013,GlotLID,0.987,MillID +auc_Latn,Waorani,39,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +gvc_Latn,Guanano,39,0.975,0.9512,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.025,GlotLID,0.975,MillID +zpo_Latn,Amatlán Zapotec,39,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +qva_Latn,Ambo-Pasco Quechua,39,0.9211,0.9459,0.8974,0.963,0.9286,1.0,0.963,0.9286,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0419,GlotLID,0.9211,MillID +blt_Latn,Tai Dam,39,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +wmw_Latn,Mwani,39,0.8462,0.8462,0.8462,0.963,0.9286,1.0,0.963,0.9286,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.1168,GlotLID,0.8462,MillID +sdc_Latn,Sassarese Sardinian,39,0.963,0.9286,1.0,0.9873,0.975,1.0,0.975,0.9512,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.012,GlotLID,0.963,MillID +var_Latn,Huarijio,38,0.987,0.9744,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.013,GlotLID,0.987,MillID +nmo_Latn,Moyon Naga,38,0.962,0.9268,1.0,0.987,0.9744,1.0,0.987,0.9744,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.025,GlotLID,0.962,MillID +plg_Latn,Pilagá,38,0.9867,1.0,0.9737,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0133,GlotLID,0.9867,MillID +dur_Latn,Dii,38,0.9737,0.9737,0.9737,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0263,GlotLID,0.9737,MillID +gof_Ethi,Gofa,38,0.9041,0.9429,0.8684,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0959,GlotLID,0.9041,MillID +und_Yiii,und,38,1.0,1.0,1.0,0.8941,0.8085,1.0,0.8837,0.7917,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.1163,MillID,1.0,MillID +maj_Latn,Jalapa De Díaz Mazatec,38,0.987,0.9744,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.013,GlotLID,0.987,MillID +izz_Latn,Izii,38,0.9487,0.925,0.9737,0.987,0.9744,1.0,0.987,0.9744,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0383,GlotLID,0.9487,MillID +und_Egyp,und,37,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +rml_Latn,Baltic Romani,37,0.9041,0.9167,0.8919,0.8955,1.0,0.8108,0.8955,1.0,0.8108,0.0,0.0,0.0,0.0,0.0,0.0,0.0086,tie,0.9041,MillID +zae_Latn,Yareni Zapotec,37,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +poy_Latn,Pogolo,37,0.9459,0.9459,0.9459,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0541,GlotLID,0.9459,MillID +lai_Latn,Lambya,37,0.9143,0.9697,0.8649,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0857,GlotLID,0.9143,MillID +guk_Ethi,Gumuz,36,0.9231,0.8571,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0769,GlotLID,0.9231,MillID +cho_Latn,Choctaw,36,0.9589,0.9459,0.9722,0.9565,1.0,0.9167,0.9565,1.0,0.9167,0.0,0.0,0.0,0.0,0.0,0.0,0.0024,tie,0.9589,MillID +tav_Latn,Tatuyo,36,0.96,0.9231,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.04,GlotLID,0.96,MillID +kgk_Latn,Kaiwá,36,0.96,0.9231,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.04,GlotLID,0.96,MillID +nhx_Latn,Isthmus-Mecayapan Nahuatl,36,0.9859,1.0,0.9722,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0141,GlotLID,0.9859,MillID +nmz_Latn,Nawdm,35,0.9706,1.0,0.9429,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0294,GlotLID,0.9706,MillID +lmk_Latn,Lamkang,35,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +tem_Latn,Timne,35,0.9254,0.9688,0.8857,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0746,GlotLID,0.9254,MillID +trq_Latn,San Martín Itunyoso Triqui,35,0.9855,1.0,0.9714,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0145,GlotLID,0.9855,MillID +mqy_Latn,Manggarai,35,0.9722,0.9459,1.0,0.9706,1.0,0.9429,0.9706,1.0,0.9429,0.0,0.0,0.0,0.0,0.0,0.0,0.0016,tie,0.9722,MillID +und_Mlym,und,35,0.9231,1.0,0.8571,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0769,GlotLID,0.9231,MillID +dos_Latn,Dogosé,35,0.9552,1.0,0.9143,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0448,GlotLID,0.9552,MillID +kdh_Latn,Tem,34,0.9851,1.0,0.9706,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0149,GlotLID,0.9851,MillID +lip_Latn,Sekpele,33,0.9846,1.0,0.9697,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0154,GlotLID,0.9846,MillID +rej_Latn,Rejang,33,0.7931,0.92,0.697,0.9355,1.0,0.8788,0.9355,1.0,0.8788,0.0,0.0,0.0,0.0,0.0,0.0,-0.1424,GlotLID,0.7931,MillID +bth_Latn,Biatah Bidayuh,33,0.9697,0.9697,0.9697,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0303,GlotLID,0.9697,MillID +hnn_Latn,Hanunoo,32,0.9538,0.9394,0.9688,0.8571,1.0,0.75,0.8571,1.0,0.75,0.0,0.0,0.0,0.0,0.0,0.0,0.0967,MillID,0.9538,MillID +xmm_Latn,Manado Malay,32,0.8158,0.7045,0.9688,0.8485,0.8235,0.875,0.8485,0.8235,0.875,0.0,0.0,0.0,0.0,0.0,0.0,-0.0327,GlotLID,0.8158,MillID +und_Geor,und,32,0.8772,1.0,0.7812,0.6939,1.0,0.5312,0.6939,1.0,0.5312,0.0,0.0,0.0,0.0,0.0,0.0,0.1833,MillID,0.8772,MillID +nsm_Latn,Sumi Naga,32,0.9846,0.9697,1.0,0.9846,0.9697,1.0,0.9846,0.9697,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.9846,MillID +rub_Latn,Gungu,31,0.9153,0.9643,0.871,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0847,GlotLID,0.9153,MillID +ade_Latn,Adele,31,0.9688,0.9394,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0312,GlotLID,0.9688,MillID +ndh_Latn,Ndali,30,1.0,1.0,1.0,0.9836,0.9677,1.0,0.9836,0.9677,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0164,MillID,1.0,MillID +zpt_Latn,San Vicente Coatlán Zapotec,30,0.9677,0.9375,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0323,GlotLID,0.9677,MillID +wmt_Latn,Walmajarri,30,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +bmq_Latn,Bomu,30,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +kjb_Latn,Q'anjob'al,30,0.9062,0.8529,0.9667,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0938,GlotLID,0.9062,MillID +mrq_Latn,North Marquesan,29,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +arp_Latn,Arapaho,29,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +lif_Limb,Limbu,29,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +suc_Latn,Western Subanon,29,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +mir_Latn,Isthmus Mixe,29,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +mor_Latn,Moro,29,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +otw_Latn,Ottawa,29,0.9508,0.9062,1.0,0.9455,1.0,0.8966,0.9455,1.0,0.8966,0.0,0.0,0.0,0.0,0.0,0.0,0.0054,tie,0.9508,MillID +und_Thaa,und,29,0.8814,0.8667,0.8966,0.6512,1.0,0.4828,0.6512,1.0,0.4828,0.0,0.0,0.0,0.0,0.0,0.0,0.2302,MillID,0.8814,MillID +hak_Hani,Hakka Chinese,29,0.6207,0.6207,0.6207,0.8235,0.9545,0.7241,0.8235,0.9545,0.7241,0.0,0.0,0.0,0.0,0.0,0.0,-0.2028,GlotLID,0.6207,MillID +mpt_Latn,Mian,29,0.9831,0.9667,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0169,GlotLID,0.9831,MillID +amx_Latn,Anmatyerre,28,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +obo_Latn,Obo Manobo,28,0.9655,0.9333,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0345,GlotLID,0.9655,MillID +zpi_Latn,Santa María Quiegolani Zapotec,28,0.9825,0.9655,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0175,GlotLID,0.9825,MillID +und_Tang,und,28,0.9818,1.0,0.9643,0.9492,0.9032,1.0,0.9492,0.9032,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0327,MillID,0.9818,MillID +ttj_Latn,Tooro,28,0.4848,0.4211,0.5714,0.9455,0.963,0.9286,0.9455,0.963,0.9286,0.0,0.0,0.0,0.0,0.0,0.0,-0.4606,GlotLID,0.4848,MillID +klt_Latn,Nukna,28,0.9655,0.9333,1.0,0.9825,0.9655,1.0,0.9825,0.9655,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0169,GlotLID,0.9655,MillID +zdj_Latn,Ngazidja Comorian,28,0.9153,0.871,0.9643,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0847,GlotLID,0.9153,MillID +ajp_Arab,South Levantine Arabic,28,0.9455,0.963,0.9286,0.5806,0.4154,0.9643,0.5806,0.4154,0.9643,0.0,0.0,0.0,0.0,0.0,0.0,0.3648,MillID,0.9455,MillID +crk_Cans,Plains Cree,27,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +und_Mymr,und,27,0.8333,0.9524,0.7407,0.8,1.0,0.6667,0.8,1.0,0.6667,0.0,0.0,0.0,0.0,0.0,0.0,0.0333,MillID,0.8333,MillID +way_Latn,Wayana,27,0.9811,1.0,0.963,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0189,GlotLID,0.9811,MillID +mzh_Latn,Wichí Lhamtés Güisnay,26,1.0,1.0,1.0,0.9804,1.0,0.9615,0.9804,1.0,0.9615,0.0,0.0,0.0,0.0,0.0,0.0,0.0196,MillID,1.0,MillID +mck_Latn,Mbunda,25,0.8727,0.8,0.96,0.9615,0.9259,1.0,0.9615,0.9259,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0888,GlotLID,0.8727,MillID +snw_Latn,Selee,25,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +yva_Latn,Yawa,25,0.9615,0.9259,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0385,GlotLID,0.9615,MillID +aoz_Latn,Uab Meto,25,0.9057,0.8571,0.96,0.9796,1.0,0.96,0.9796,1.0,0.96,0.0,0.0,0.0,0.0,0.0,0.0,-0.0739,GlotLID,0.9057,MillID +fue_Latn,Borgu Fulfulde,25,0.8889,1.0,0.8,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.1111,GlotLID,0.8889,MillID +und_Orya,und,25,0.76,0.76,0.76,0.7907,0.9444,0.68,0.7907,0.9444,0.68,0.0,0.0,0.0,0.0,0.0,0.0,-0.0307,GlotLID,0.76,MillID +ebk_Latn,Eastern Bontok,24,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +icr_Latn,Islander Creole English,24,0.6977,0.7895,0.625,0.6486,0.9231,0.5,0.6842,0.9286,0.5417,0.0,0.0,0.0,0.0,0.0,0.0,0.0135,MillID,0.6977,MillID +und_Tibt,und,24,0.9583,0.9583,0.9583,0.9787,1.0,0.9583,0.9787,1.0,0.9583,0.0,0.0,0.0,0.0,0.0,0.0,-0.0204,GlotLID,0.9583,MillID +enl_Latn,Enlhet,24,0.9796,0.96,1.0,0.9796,0.96,1.0,0.9796,0.96,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.9796,MillID +cjk_Latn,Chokwe,24,0.8182,0.9,0.75,0.9412,0.8889,1.0,0.9412,0.8889,1.0,0.04,0.0204,0.9583,0.04,0.0204,0.9583,-0.123,GlotLID,0.7781,MillID +und_Thai,und,23,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +mhi_Latn,Ma'di,23,0.9583,0.92,1.0,0.9787,0.9583,1.0,0.9787,0.9583,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0204,GlotLID,0.9583,MillID +ria_Latn,Riang (India),23,0.9388,0.8846,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0612,GlotLID,0.9388,MillID +mvp_Latn,Duri,22,0.9333,0.913,0.9545,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0667,GlotLID,0.9333,MillID +und_Goth,und,22,0.8421,1.0,0.7273,0.8718,1.0,0.7727,0.8718,1.0,0.7727,0.0,0.0,0.0,0.0,0.0,0.0,-0.0297,GlotLID,0.8421,MillID +und_Lina,und,22,1.0,1.0,1.0,0.9778,0.9565,1.0,0.9778,0.9565,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0222,MillID,1.0,MillID +tuv_Latn,Turkana,22,1.0,1.0,1.0,0.9362,0.88,1.0,0.9167,0.8462,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0833,MillID,1.0,MillID +apt_Latn,Apatani,22,0.9565,0.9167,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0435,GlotLID,0.9565,MillID +dnw_Latn,Western Dani,22,0.9565,0.9167,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0435,GlotLID,0.9565,MillID +ish_Latn,Esan,21,0.9524,0.9524,0.9524,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0476,GlotLID,0.9524,MillID +ikw_Latn,Ikwere,21,0.9767,0.9545,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0233,GlotLID,0.9767,MillID +crj_Cans,Southern East Cree,21,0.9302,0.9091,0.9524,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0698,GlotLID,0.9302,MillID +any_Latn,Anyin,20,0.9756,0.9524,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0244,GlotLID,0.9756,MillID +ybb_Latn,Yemba,20,0.6207,1.0,0.45,0.3846,0.8333,0.25,0.7273,0.9231,0.6,0.0,0.0,0.0,0.0,0.0,0.0,-0.1066,GlotLID,0.6207,MillID +kmk_Latn,Limos Kalinga,20,0.878,0.8571,0.9,0.8889,0.8,1.0,0.8889,0.8,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0108,GlotLID,0.878,MillID +wap_Latn,Wapishana,20,0.9231,0.9474,0.9,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0769,GlotLID,0.9231,MillID +mta_Latn,Cotabato Manobo,20,0.9744,1.0,0.95,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0256,GlotLID,0.9744,MillID +ntp_Latn,Northern Tepehuan,20,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +und_Laoo,und,20,0.9231,0.9474,0.9,0.6207,1.0,0.45,0.6207,1.0,0.45,0.0,0.0,0.0,0.0,0.0,0.0,0.3024,MillID,0.9231,MillID +ksp_Latn,Kaba,20,0.9744,1.0,0.95,0.9756,0.9524,1.0,0.9756,0.9524,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0013,tie,0.9744,MillID +cjs_Cyrl,Shor,20,0.7805,0.7619,0.8,0.8,0.9333,0.7,0.8,0.9333,0.7,0.0,0.0,0.0,0.0,0.0,0.0,-0.0195,GlotLID,0.7805,MillID +kxw_Latn,Konai,20,0.9756,0.9524,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0244,GlotLID,0.9756,MillID +mcf_Latn,Matsés,20,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +taw_Latn,Kalam-Tai,20,0.9474,1.0,0.9,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0526,GlotLID,0.9474,MillID +bhg_Latn,Binandere,19,0.95,0.9048,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.05,GlotLID,0.95,MillID +uth_Latn,ut-Hun,19,0.9744,0.95,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0256,GlotLID,0.9744,MillID +kmm_Latn,Kom (India),19,0.95,0.9048,1.0,0.9744,0.95,1.0,0.9744,0.95,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0244,GlotLID,0.95,MillID +und_Khmr,und,18,0.7143,1.0,0.5556,0.8387,1.0,0.7222,0.8387,1.0,0.7222,0.0,0.0,0.0,0.0,0.0,0.0,-0.1244,GlotLID,0.7143,MillID +njz_Latn,Nyishi,18,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +mig_Latn,San Miguel El Grande Mixtec,18,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +ife_Latn,Ifè,18,0.973,0.9474,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.027,GlotLID,0.973,MillID +und_Bamu,und,18,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +ktj_Latn,Plapo Krumen,18,0.9091,1.0,0.8333,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0909,GlotLID,0.9091,MillID +guq_Latn,Aché,18,0.9231,0.8571,1.0,0.973,0.9474,1.0,0.973,0.9474,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0499,GlotLID,0.9231,MillID +rmq_Latn,Caló,17,0.9697,1.0,0.9412,0.9714,0.9444,1.0,0.9714,0.9444,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0017,tie,0.9697,MillID +ivv_Latn,Ivatan,17,0.8667,1.0,0.7647,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.1333,GlotLID,0.8667,MillID +mip_Latn,Apasco-Apoala Mixtec,17,0.875,0.9333,0.8235,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.125,GlotLID,0.875,MillID +wib_Latn,Southern Toussian,17,0.9412,0.9412,0.9412,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0588,GlotLID,0.9412,MillID +aer_Latn,Eastern Arrernte,16,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +fub_Latn,Adamawa Fulfulde,16,0.7333,0.7857,0.6875,0.8889,0.8,1.0,0.8889,0.8,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.1556,GlotLID,0.7333,MillID +mim_Latn,Alacatlatzala Mixtec,16,0.9697,0.9412,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0303,GlotLID,0.9697,MillID +und_Hluw,und,16,1.0,1.0,1.0,0.9412,0.8889,1.0,0.9412,0.8889,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0588,MillID,1.0,MillID +lad_Hebr,Ladino,16,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +lki_Arab,Laki,15,0.4138,0.4286,0.4,0.4706,0.4211,0.5333,0.4706,0.4211,0.5333,0.0,0.0,0.0,0.0,0.0,0.0,-0.0568,GlotLID,0.4138,MillID +njm_Latn,Angami Naga,15,0.9655,1.0,0.9333,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0345,GlotLID,0.9655,MillID +sck_Deva,Sadri,15,0.64,0.8,0.5333,0.6897,0.7143,0.6667,0.6897,0.7143,0.6667,0.0,0.0,0.0,0.0,0.0,0.0,-0.0497,GlotLID,0.64,MillID +zpg_Latn,Guevea De Humboldt Zapotec,15,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +nsu_Latn,Sierra Negra Nahuatl,14,0.875,0.7778,1.0,0.9655,0.9333,1.0,0.9655,0.9333,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0905,GlotLID,0.875,MillID +yan_Latn,Mayangna,14,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +und_Ethi,und,14,0.963,1.0,0.9286,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.037,GlotLID,0.963,MillID +ksc_Latn,Southern Kalinga,14,0.9333,0.875,1.0,0.8333,1.0,0.7143,0.8333,1.0,0.7143,0.0,0.0,0.0,0.0,0.0,0.0,0.1,MillID,0.9333,MillID +mbd_Latn,Dibabawon Manobo,14,0.5957,0.4242,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.4043,GlotLID,0.5957,MillID +bgz_Latn,Banggai,13,0.8889,0.8571,0.9231,0.963,0.9286,1.0,0.963,0.9286,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0741,GlotLID,0.8889,MillID +whk_Latn,Wahau Kenyah,13,1.0,1.0,1.0,0.963,0.9286,1.0,0.963,0.9286,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.037,MillID,1.0,MillID +drg_Latn,Rungus,13,0.8462,0.8462,0.8462,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.1538,GlotLID,0.8462,MillID +zad_Latn,Cajonos Zapotec,12,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +und_Vaii,und,12,1.0,1.0,1.0,0.96,0.9231,1.0,0.96,0.9231,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.04,MillID,1.0,MillID +nse_Latn,Nsenga,12,0.6,0.75,0.5,0.75,0.75,0.75,0.75,0.75,0.75,0.0,0.0,0.0,0.0,0.0,0.0,-0.15,GlotLID,0.6,MillID +hvn_Latn,Sabu,11,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +bmk_Latn,Ghayavi,11,0.88,0.7857,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.12,GlotLID,0.88,MillID +bla_Latn,Siksiká,11,0.8696,0.8333,0.9091,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.1304,GlotLID,0.8696,MillID +neb_Latn,Toura (Côte d'Ivoire),11,0.9565,0.9167,1.0,0.625,1.0,0.4545,0.8421,1.0,0.7273,0.0,0.0,0.0,0.0,0.0,0.0,0.1144,MillID,0.9565,MillID +old_Latn,Mochi,11,0.8571,0.9,0.8182,0.9167,0.8462,1.0,0.9167,0.8462,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0595,GlotLID,0.8571,MillID +nyf_Latn,Giryama,10,0.6452,0.4762,1.0,0.9524,0.9091,1.0,0.8696,0.7692,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.2244,GlotLID,0.6452,MillID +rim_Latn,Nyaturu,10,0.9474,1.0,0.9,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0526,GlotLID,0.9474,MillID +bea_Latn,Beaver,10,1.0,1.0,1.0,0.9524,0.9091,1.0,0.9524,0.9091,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0476,MillID,1.0,MillID +tih_Latn,Timugon Murut,10,0.9524,0.9091,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0476,GlotLID,0.9524,MillID +bcw_Latn,Bana,10,0.9474,1.0,0.9,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0526,GlotLID,0.9474,MillID +mzz_Latn,Maiadomu,10,0.9524,0.9091,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0476,GlotLID,0.9524,MillID +ncq_Laoo,Northern Katang,10,0.9524,0.9091,1.0,0.9524,0.9091,1.0,0.9524,0.9091,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.9524,MillID +pmf_Latn,Pamona,10,0.9524,0.9091,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0476,GlotLID,0.9524,MillID +ess_Latn,Central Siberian Yupik,10,0.9524,0.9091,1.0,0.8696,0.7692,1.0,0.8696,0.7692,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0828,MillID,0.9524,MillID +njb_Latn,Nocte Naga,9,0.9,0.8182,1.0,0.9474,0.9,1.0,0.9474,0.9,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0474,GlotLID,0.9,MillID +kff_Telu,Koya,9,0.8889,0.8889,0.8889,0.9474,0.9,1.0,0.9474,0.9,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0585,GlotLID,0.8889,MillID +fuv_Arab,Nigerian Fulfulde,9,0.9474,0.9,1.0,0.9474,0.9,1.0,0.9474,0.9,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.9474,MillID +esi_Latn,North Alaskan Inupiatun,9,0.4545,0.3846,0.5556,0.7826,0.6429,1.0,0.7826,0.6429,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.3281,GlotLID,0.4545,MillID +nvm_Latn,Namiae,9,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +sgh_Cyrl,Shughni,9,0.8571,0.75,1.0,0.6667,0.5833,0.7778,0.6667,0.5833,0.7778,0.0,0.0,0.0,0.0,0.0,0.0,0.1905,MillID,0.8571,MillID +bdq_Latn,Bahnar,9,0.8,1.0,0.6667,0.8,1.0,0.6667,0.8,1.0,0.6667,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.8,MillID +cul_Latn,Culina,9,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +kpj_Latn,Karajá,8,0.9412,0.8889,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0588,GlotLID,0.9412,MillID +hop_Latn,Hopi,8,0.875,0.875,0.875,0.8889,0.8,1.0,0.8889,0.8,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0139,GlotLID,0.875,MillID +xbr_Latn,Kambera,8,0.75,0.75,0.75,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.25,GlotLID,0.75,MillID +cnw_Latn,Ngawn Chin,8,0.8235,0.7778,0.875,0.9412,0.8889,1.0,0.9412,0.8889,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.1176,GlotLID,0.8235,MillID +plw_Latn,Brooke's Point Palawano,8,0.7273,0.5714,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.2727,GlotLID,0.7273,MillID +kby_Latn,Manga Kanuri,7,0.4286,0.2857,0.8571,0.3256,0.1944,1.0,0.3256,0.1944,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.103,MillID,0.4286,MillID +biu_Latn,Biete,7,0.6667,0.8,0.5714,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.3333,GlotLID,0.6667,MillID +ons_Latn,Ono,7,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +tpm_Latn,Tampulma,7,0.8235,0.7,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.1765,GlotLID,0.8235,MillID +lis_Lisu,Lisu,6,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +lnd_Latn,Lundayeh,5,0.8,0.8,0.8,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.2,GlotLID,0.8,MillID +und_Deva,und,5,0.6667,0.75,0.6,0.7273,0.6667,0.8,0.6154,0.5,0.8,0.0,0.0,0.0,0.0,0.0,0.0,0.0513,MillID,0.6667,MillID +tui_Latn,Tupuri,4,1.0,1.0,1.0,0.6667,1.0,0.5,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +xsu_Latn,Sanumá,3,0.8571,0.75,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.1429,GlotLID,0.8571,MillID +ccp_Latn,Chakma,3,0.8,1.0,0.6667,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.2,GlotLID,0.8,MillID +dks_Latn,Southeastern Dinka,3,0.6667,0.5,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.3333,GlotLID,0.6667,MillID +mus_Latn,Muscogee,2,0.3333,0.2,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.6667,GlotLID,0.3333,MillID +mog_Latn,Mongondow,2,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +ain_Latn,Ainu,1,0.6667,0.5,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.6667,MillID,0.6667,MillID +aeb_Latn,Tunisian Arabic,1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.0,tie diff --git a/reports/test/millid_per_language.csv b/reports/test/millid_per_language.csv new file mode 100644 index 0000000000000000000000000000000000000000..ab905eb8889185be15a37c713ce2d343c9b24ee7 --- /dev/null +++ b/reports/test/millid_per_language.csv @@ -0,0 +1,1622 @@ +label,support,tp,fp,fn,tn,precision,recall,f1,specificity,fp_per_million,sensitivity +aai_Latn,142,142,2,0,240097,0.986111,1.0,0.993007,0.999992,8.329897,1.0 +aak_Latn,132,132,0,0,240109,1.0,1.0,1.0,1.0,0.0,1.0 +aau_Latn,214,214,1,0,240026,0.995349,1.0,0.997669,0.999996,4.166198,1.0 +aaz_Latn,98,98,2,0,240141,0.98,1.0,0.989899,0.999992,8.328371,1.0 +aba_Latn,176,174,1,2,240064,0.994286,0.988636,0.991453,0.999996,4.165538,0.988636 +abk_Cyrl,285,283,2,2,239954,0.992982,0.992982,0.992982,0.999992,8.334861,0.992982 +abn_Latn,174,174,1,0,240066,0.994286,1.0,0.997135,0.999996,4.165504,1.0 +abq_Cyrl,147,147,2,0,240092,0.986577,1.0,0.993243,0.999992,8.330071,1.0 +abs_Latn,142,127,13,15,240086,0.907143,0.894366,0.900709,0.999946,54.144332,0.894366 +abt_Latn,169,167,2,2,240070,0.988166,0.988166,0.988166,0.999992,8.330834,0.988166 +abx_Latn,114,113,0,1,240127,1.0,0.991228,0.995595,1.0,0.0,0.991228 +aby_Latn,161,161,1,0,240079,0.993827,1.0,0.996904,0.999996,4.165278,1.0 +abz_Latn,159,156,1,3,240081,0.993631,0.981132,0.987342,0.999996,4.165244,0.981132 +aca_Latn,168,168,2,0,240071,0.988235,1.0,0.994083,0.999992,8.330799,1.0 +acd_Latn,134,132,0,2,240107,1.0,0.985075,0.992481,1.0,0.0,0.985075 +ace_Latn,113,109,2,4,240126,0.981982,0.964602,0.973214,0.999992,8.328891,0.964602 +acf_Latn,129,122,1,7,240111,0.99187,0.945736,0.968254,0.999996,4.164723,0.945736 +ach_Latn,242,234,14,8,239985,0.943548,0.966942,0.955102,0.999942,58.333576,0.966942 +acm_Arab,109,72,43,37,240089,0.626087,0.66055,0.642857,0.999821,179.068179,0.66055 +acn_Latn,95,95,3,0,240143,0.969388,1.0,0.984456,0.999988,12.4924,1.0 +acr_Latn,255,246,6,9,239980,0.97619,0.964706,0.970414,0.999975,25.001458,0.964706 +acu_Latn,220,215,4,5,240017,0.981735,0.977273,0.979499,0.999983,16.665208,0.977273 +ada_Latn,145,144,4,1,240092,0.972973,0.993103,0.982935,0.999983,16.660003,0.993103 +ade_Latn,31,31,2,0,240208,0.939394,1.0,0.96875,0.999992,8.326048,1.0 +adh_Latn,77,59,2,18,240162,0.967213,0.766234,0.855072,0.999992,8.327643,0.766234 +adj_Latn,145,145,0,0,240096,1.0,1.0,1.0,1.0,0.0,1.0 +ady_Cyrl,135,134,6,1,240100,0.957143,0.992593,0.974545,0.999975,24.988963,0.992593 +adz_Latn,59,59,0,0,240182,1.0,1.0,1.0,1.0,0.0,1.0 +aeb_Arab,244,179,95,65,239902,0.653285,0.733607,0.69112,0.999604,395.838281,0.733607 +aeb_Latn,1,0,0,1,240240,0.0,0.0,0.0,1.0,0.0,0.0 +aer_Latn,16,16,0,0,240225,1.0,1.0,1.0,1.0,0.0,1.0 +aeu_Latn,148,148,0,0,240093,1.0,1.0,1.0,1.0,0.0,1.0 +aey_Latn,126,124,0,2,240115,1.0,0.984127,0.992,1.0,0.0,0.984127 +afr_Latn,569,548,16,21,239656,0.971631,0.963093,0.967343,0.999933,66.757902,0.963093 +agd_Latn,139,139,3,0,240099,0.978873,1.0,0.989324,0.999988,12.49469,1.0 +agg_Latn,111,111,0,0,240130,1.0,1.0,1.0,1.0,0.0,1.0 +agm_Latn,158,158,0,0,240083,1.0,1.0,1.0,1.0,0.0,1.0 +agn_Latn,102,94,3,8,240136,0.969072,0.921569,0.944724,0.999988,12.492765,0.921569 +agr_Latn,182,180,2,2,240057,0.989011,0.989011,0.989011,0.999992,8.331285,0.989011 +agt_Latn,87,87,1,0,240153,0.988636,1.0,0.994286,0.999996,4.163995,1.0 +agu_Latn,69,69,0,0,240172,1.0,1.0,1.0,1.0,0.0,1.0 +agx_Cyrl,124,123,6,1,240111,0.953488,0.991935,0.972332,0.999975,24.987818,0.991935 +ahk_Latn,164,164,0,0,240077,1.0,1.0,1.0,1.0,0.0,1.0 +aia_Latn,163,161,0,2,240078,1.0,0.98773,0.993827,1.0,0.0,0.98773 +aii_Syrc,234,234,1,0,240006,0.995745,1.0,0.997868,0.999996,4.166545,1.0 +ain_Latn,1,1,1,0,240239,0.5,1.0,0.666667,0.999996,4.162504,1.0 +ajg_Latn,116,113,2,3,240123,0.982609,0.974138,0.978355,0.999992,8.328995,0.974138 +aji_Latn,123,122,1,1,240117,0.99187,0.99187,0.99187,0.999996,4.164619,0.99187 +ajp_Arab,28,26,1,2,240212,0.962963,0.928571,0.945455,0.999996,4.162972,0.928571 +akb_Latn,87,82,28,5,240126,0.745455,0.942529,0.832487,0.999883,116.591854,0.942529 +ake_Latn,91,91,0,0,240150,1.0,1.0,1.0,1.0,0.0,1.0 +akh_Latn,70,70,0,0,240171,1.0,1.0,1.0,1.0,0.0,1.0 +akp_Latn,140,136,2,4,240099,0.985507,0.971429,0.978417,0.999992,8.329828,0.971429 +aln_Latn,117,99,15,18,240109,0.868421,0.846154,0.857143,0.999938,62.467725,0.846154 +alp_Latn,95,95,1,0,240145,0.989583,1.0,0.994764,0.999996,4.164133,1.0 +alq_Latn,124,123,0,1,240117,1.0,0.991935,0.995951,1.0,0.0,0.991935 +als_Latn,213,203,19,10,240009,0.914414,0.953052,0.933333,0.999921,79.157432,0.953052 +alt_Cyrl,208,195,3,13,240030,0.984848,0.9375,0.960591,0.999988,12.498281,0.9375 +aly_Latn,152,151,1,1,240088,0.993421,0.993421,0.993421,0.999996,4.165122,0.993421 +alz_Latn,123,122,14,1,240104,0.897059,0.99187,0.942085,0.999942,58.304667,0.99187 +ame_Latn,107,107,0,0,240134,1.0,1.0,1.0,1.0,0.0,1.0 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a/reports/udhr-all/fasttext_summary.json b/reports/udhr-all/fasttext_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..ee7db9c2e1fecdaba5639e33dd566bfae8c7d464 --- /dev/null +++ b/reports/udhr-all/fasttext_summary.json @@ -0,0 +1,17 @@ +{ + "top1_accuracy": 0.3961191760489447, + "top3_accuracy": 0.4159577163957572, + "top5_accuracy": 0.4199761068674655, + "passages": 27623, + "languages": 429, + "macro_precision": 0.24791077144530446, + "macro_recall": 0.3737409279575923, + "macro_f1": 0.279501714390051, + "macro_specificity": 0.9988210740543896, + "weighted_f1": 0.30525958931365826, + "median_f1": 0.0, + "languages_f1_at_least_0_9": 54, + "languages_f1_below_0_5": 299, + "mean_fp_per_million": 1178.9259456102943, + "micro_f1": 0.3961191760489447 +} \ No newline at end of file diff --git a/reports/udhr-all/glotlid@millid_per_language.csv b/reports/udhr-all/glotlid@millid_per_language.csv new file mode 100644 index 0000000000000000000000000000000000000000..b48e331e12a11c7bae367c04671bbf472a5eaebb --- /dev/null +++ b/reports/udhr-all/glotlid@millid_per_language.csv @@ -0,0 +1,430 @@ +label,support,tp,fp,fn,tn,precision,recall,f1,specificity,fp_per_million,sensitivity +aar_Latn,57,0,0,57,27566,0.0,0.0,0.0,1.0,0.0,0.0 +abk_Cyrl,57,57,0,0,27566,1.0,1.0,1.0,1.0,0.0,1.0 +ace_Latn,61,60,0,1,27562,1.0,0.983607,0.991736,1.0,0.0,0.983607 +acu_Latn,180,134,0,46,27443,1.0,0.744444,0.853503,1.0,0.0,0.744444 +ada_Latn,59,59,8,0,27556,0.880597,1.0,0.936508,0.99971,290.233638,1.0 +ady_Cyrl,56,54,0,2,27567,1.0,0.964286,0.981818,1.0,0.0,0.964286 +afr_Latn,60,60,0,0,27563,1.0,1.0,1.0,1.0,0.0,1.0 +agr_Latn,57,56,2,1,27564,0.965517,0.982456,0.973913,0.999927,72.553145,0.982456 +aii_Syrc,57,0,0,57,27566,0.0,0.0,0.0,1.0,0.0,0.0 +ajg_Latn,59,59,60,0,27504,0.495798,1.0,0.662921,0.997823,2176.752286,1.0 +als_Latn,59,59,2,0,27562,0.967213,1.0,0.983333,0.999927,72.55841,1.0 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+ "macro_precision": 0.7425329775774382, + "macro_recall": 0.7380568437901042, + "macro_f1": 0.724506747472521, + "macro_specificity": 0.999809579502659, + "weighted_f1": 0.7305913692421664, + "median_f1": 0.9747899159663865, + "languages_f1_at_least_0_9": 272, + "languages_f1_below_0_5": 105, + "mean_fp_per_million": 190.42049734090864, + "micro_f1": 0.7378271730080006 +} \ No newline at end of file diff --git a/reports/udhr-all/glotlid_per_language.csv b/reports/udhr-all/glotlid_per_language.csv new file mode 100644 index 0000000000000000000000000000000000000000..40ed71dded4e45bff23d2e286d509df112bc8560 --- /dev/null +++ b/reports/udhr-all/glotlid_per_language.csv @@ -0,0 +1,430 @@ +label,support,tp,fp,fn,tn,precision,recall,f1,specificity,fp_per_million,sensitivity +aar_Latn,57,0,0,57,27566,0.0,0.0,0.0,1.0,0.0,0.0 +abk_Cyrl,57,57,0,0,27566,1.0,1.0,1.0,1.0,0.0,1.0 +ace_Latn,61,60,0,1,27562,1.0,0.983607,0.991736,1.0,0.0,0.983607 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0000000000000000000000000000000000000000..a2f1d0c1319fd069f3938005086af5db30f9cf75 --- /dev/null +++ b/reports/udhr-all/glotlid_summary.json @@ -0,0 +1,17 @@ +{ + "top1_accuracy": 0.750244361582739, + "top3_accuracy": 0.8144662056981501, + "top5_accuracy": 0.8281866560474966, + "passages": 27623, + "languages": 429, + "macro_precision": 0.7694575973118034, + "macro_recall": 0.7529055089081532, + "macro_f1": 0.7454327849166208, + "macro_specificity": 0.9998410395298513, + "weighted_f1": 0.7485822543592835, + "median_f1": 0.9795918367346939, + "languages_f1_at_least_0_9": 277, + "languages_f1_below_0_5": 97, + "mean_fp_per_million": 158.96047014874904, + "micro_f1": 0.750244361582739 +} \ No newline at end of file diff --git a/reports/udhr-all/leaderboard.csv b/reports/udhr-all/leaderboard.csv new file mode 100644 index 0000000000000000000000000000000000000000..e692aa8d2ae3a628a798addabe6381db6fefb1f2 --- /dev/null +++ b/reports/udhr-all/leaderboard.csv @@ -0,0 +1,430 @@ 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Quichua,182,0.0109,1.0,0.0055,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0109,MillID,0.0109,MillID +acu_Latn,Achuar-Shiwiar,180,0.8254,0.963,0.7222,0.8535,1.0,0.7444,0.8535,1.0,0.7444,0.0,0.0,0.0,0.0,0.0,0.0,-0.0281,GlotLID,0.8254,MillID +hus_Latn,Huastec,175,0.9766,1.0,0.9543,0.9855,1.0,0.9714,0.9855,1.0,0.9714,0.0,0.0,0.0,0.0,0.0,0.0,-0.0089,tie,0.9766,MillID +hau_Latn,Hausa,155,0.984,0.9747,0.9935,0.9968,0.9936,1.0,0.9968,0.9936,1.0,0.854,0.7452,1.0,0.854,0.7452,1.0,-0.0128,GlotLID,0.13,MillID +auc_Latn,Waorani,154,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.0,tie +kwi_Latn,Awa-Cuaiquer,145,0.8803,1.0,0.7862,0.8769,0.9913,0.7862,0.8769,0.9913,0.7862,0.0,0.0,0.0,0.0,0.0,0.0,0.0034,tie,0.8803,MillID +lot_Latn,lot_Latn,140,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.0,tie +jpn_Jpan,Japanese,140,1.0,1.0,1.0,0.9894,0.979,1.0,0.9859,0.9722,1.0,0.9024,0.8535,0.9571,0.9024,0.8535,0.9571,0.0141,MillID,0.0976,MillID 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+fin_Latn,Finnish,61,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.2742,0.1589,1.0,0.2742,0.1589,1.0,0.0,tie,0.7258,MillID +pnb_Arab,Western Panjabi,61,0.8824,0.8,0.9836,0.7394,0.5865,1.0,0.7394,0.5865,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.143,MillID,0.8824,MillID +amr_Latn,Amarakaeri,61,0.976,0.9531,1.0,0.976,0.9531,1.0,0.976,0.9531,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.976,MillID +ace_Latn,Acehnese,61,1.0,1.0,1.0,0.9917,1.0,0.9836,0.9917,1.0,0.9836,0.48,0.3175,0.9836,0.48,0.3175,0.9836,0.0083,tie,0.52,MillID +dan_Latn,Danish,61,0.9431,0.9355,0.9508,0.9833,1.0,0.9672,0.9833,1.0,0.9672,0.96,0.9375,0.9836,0.96,0.9375,0.9836,-0.0402,GlotLID,-0.0169,fastText +boa_Latn,Bora,61,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +vai_Vaii,vai_Vaii,60,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.0,tie +wol_Latn,Wolof,60,0.8511,0.7407,1.0,0.9836,0.9677,1.0,0.9836,0.9677,1.0,0.208,0.1161,1.0,0.208,0.1161,1.0,-0.1325,GlotLID,0.6431,MillID +fil_Latn,Filipino,60,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.553,0.3822,1.0,0.553,0.3822,1.0,0.0,tie,0.447,MillID +mad_Latn,Madurese,60,0.6556,0.4917,0.9833,0.9508,0.9355,0.9667,0.9355,0.9062,0.9667,0.0,0.0,0.0,0.0,0.0,0.0,-0.2799,GlotLID,0.6556,MillID +war_Latn,Waray,60,0.9836,0.9677,1.0,0.9917,0.9836,1.0,0.9917,0.9836,1.0,0.9365,0.8939,0.9833,0.9365,0.8939,0.9833,-0.0081,tie,0.0471,MillID +ban_Latn,Balinese,60,0.9661,0.9828,0.95,1.0,1.0,1.0,1.0,1.0,1.0,0.5381,0.3681,1.0,0.5381,0.3681,1.0,-0.0339,GlotLID,0.428,MillID +tca_Latn,Ticuna,60,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +ton_Latn,Tongan,60,1.0,1.0,1.0,0.9917,0.9836,1.0,0.9917,0.9836,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0083,tie,1.0,MillID +zam_Latn,Miahuatlán Zapotec,60,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.0,tie +zgh_Tfng,Standard Moroccan Tamazight,60,0.75,1.0,0.6,0.4615,1.0,0.3,0.4615,1.0,0.3,0.0,0.0,0.0,0.0,0.0,0.0,0.2885,MillID,0.75,MillID +tbz_Latn,Ditammari,60,0.0,0.0,0.0,0.3784,1.0,0.2333,0.3784,1.0,0.2333,0.0,0.0,0.0,0.0,0.0,0.0,-0.3784,GlotLID,0.0,tie +cab_Latn,Garifuna,60,1.0,1.0,1.0,0.9831,1.0,0.9667,0.9831,1.0,0.9667,0.0,0.0,0.0,0.0,0.0,0.0,0.0169,MillID,1.0,MillID +cic_Latn,cic_Latn,60,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.0,tie +cbr_Latn,Cashibo-Cacataibo,60,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +bod_Tibt,Tibetan,60,0.9748,0.9831,0.9667,0.9009,0.9804,0.8333,0.9009,0.9804,0.8333,0.8992,0.8406,0.9667,0.8992,0.8406,0.9667,0.0739,MillID,0.0756,MillID +bug_Latn,Buginese,60,0.9298,0.9815,0.8833,0.9917,0.9836,1.0,0.9917,0.9836,1.0,0.566,0.3947,1.0,0.566,0.3947,1.0,-0.0619,GlotLID,0.3638,MillID +sna_Latn,Shona,60,0.9756,0.9524,1.0,0.9917,0.9836,1.0,0.9917,0.9836,1.0,0.5455,0.3826,0.95,0.5455,0.3826,0.95,-0.0161,GlotLID,0.4302,MillID +jav_Java,jav_Java,60,0.0,0.0,0.0,0.9744,1.0,0.95,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.0,tie +afr_Latn,Afrikaans,60,0.9916,1.0,0.9833,1.0,1.0,1.0,1.0,1.0,1.0,0.944,0.9077,0.9833,0.944,0.9077,0.9833,-0.0084,tie,0.0476,MillID +arl_Latn,Arabela,60,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +udu_Latn,Uduk,60,0.9836,0.9677,1.0,0.9836,0.9677,1.0,0.9302,0.8696,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0534,MillID,0.9836,MillID +vie_Latn,Vietnamese,60,0.9917,0.9836,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.9302,0.8696,1.0,0.9302,0.8696,1.0,-0.0083,tie,0.0615,MillID +mcd_Latn,Sharanahua,60,1.0,1.0,1.0,0.9836,0.9677,1.0,0.9836,0.9677,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0164,MillID,1.0,MillID +jav_Latn,Javanese,60,0.9833,0.9833,0.9833,0.9916,1.0,0.9833,0.9916,1.0,0.9833,0.4739,0.3122,0.9833,0.4739,0.3122,0.9833,-0.0083,tie,0.5094,MillID +jiv_Latn,Shuar,60,0.8,0.6824,0.9667,0.7973,0.6705,0.9833,0.7973,0.6705,0.9833,0.0,0.0,0.0,0.0,0.0,0.0,0.0027,tie,0.8,MillID +gjn_Latn,Gonja,60,0.9833,0.9833,0.9833,0.928,0.8923,0.9667,0.928,0.8923,0.9667,0.0,0.0,0.0,0.0,0.0,0.0,0.0553,MillID,0.9833,MillID +gaz_Latn,Oromo (West Central),60,0.912,0.8769,0.95,0.9752,0.9672,0.9833,0.9752,0.9672,0.9833,0.4762,0.3125,1.0,0.4762,0.3125,1.0,-0.0632,GlotLID,0.4358,MillID +quy_Latn,Ayacucho Quechua,60,0.6554,0.4957,0.9667,0.7712,0.6344,0.9833,0.7712,0.6344,0.9833,0.0909,0.0477,0.9833,0.0909,0.0477,0.9833,-0.1159,GlotLID,0.5645,MillID +qvm_Latn,Margos-Yarowilca-Lauricocha Quechua,60,0.3562,1.0,0.2167,0.5,1.0,0.3333,0.5,1.0,0.3333,0.0,0.0,0.0,0.0,0.0,0.0,-0.1438,GlotLID,0.3562,MillID +ctd_Latn,Tedim Chin,60,0.6047,1.0,0.4333,0.6957,1.0,0.5333,0.7234,1.0,0.5667,0.0,0.0,0.0,0.0,0.0,0.0,-0.1188,GlotLID,0.6047,MillID +cot_Latn,Caquinte,60,0.9916,1.0,0.9833,0.9916,1.0,0.9833,0.9916,1.0,0.9833,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.9916,MillID +cym_Latn,Welsh,60,0.9917,0.9836,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.8,0.6667,1.0,0.8,0.6667,1.0,-0.0083,tie,0.1917,MillID +cpu_Latn,Pichis Ashéninka,60,0.7292,0.9722,0.5833,0.9744,1.0,0.95,0.9744,1.0,0.95,0.0,0.0,0.0,0.0,0.0,0.0,-0.2452,GlotLID,0.7292,MillID +ekk_Latn,Estonian,60,0.9917,0.9836,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.3343,0.2007,1.0,0.3343,0.2007,1.0,-0.0083,tie,0.6575,MillID +ind_Latn,Indonesian,60,0.7308,0.8636,0.6333,0.8947,0.9444,0.85,0.8947,0.9444,0.85,0.5279,0.3796,0.8667,0.5279,0.3796,0.8667,-0.164,GlotLID,0.2029,MillID +tuk_Latn,Turkmen,59,0.9828,1.0,0.9661,1.0,1.0,1.0,0.9916,0.9833,1.0,0.9672,0.9365,1.0,0.9672,0.9365,1.0,-0.0088,tie,0.0155,MillID +tsz_Latn,Purepecha,59,0.8175,0.7179,0.9492,0.8889,0.8358,0.9492,0.8976,0.8382,0.9661,0.0,0.0,0.0,0.0,0.0,0.0,-0.0801,GlotLID,0.8175,MillID +yua_Latn,Yucateco,59,0.9833,0.9672,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0167,GlotLID,0.9833,MillID +tur_Latn,Turkish,59,0.9516,0.9077,1.0,0.7712,0.6277,1.0,0.7662,0.6211,1.0,0.4797,0.3155,1.0,0.4797,0.3155,1.0,0.1854,MillID,0.4719,MillID +ssw_Latn,Swati,59,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.8252,0.7024,1.0,0.8252,0.7024,1.0,0.0,tie,0.1748,MillID +srp_Latn,Serbian,59,0.3486,0.38,0.322,0.45,0.8571,0.3051,0.45,0.8571,0.3051,0.0,0.0,0.0,0.0,0.0,0.0,-0.1014,GlotLID,0.3486,MillID +bos_Cyrl,bos_Cyrl,59,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.0,tie +ceb_Latn,Cebuano,59,0.9916,0.9833,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.6114,0.4403,1.0,0.6114,0.4403,1.0,-0.0084,tie,0.3802,MillID +bre_Latn,Breton,59,0.9831,0.9831,0.9831,0.9915,1.0,0.9831,0.9915,1.0,0.9831,0.0,0.0,0.0,0.0,0.0,0.0,-0.0084,tie,0.9831,MillID +ccp_Cakm,ccp_Cakm,59,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.0,tie +chj_Latn,chj_Latn,59,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.0,tie +bis_Latn,Bislama,59,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.7516,0.602,1.0,0.7516,0.602,1.0,0.0,tie,0.2484,MillID +top_Latn,Papantla Totonac,59,0.958,0.95,0.9661,0.9916,0.9833,1.0,0.9916,0.9833,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0336,GlotLID,0.958,MillID +tly_Latn,Talysh,59,0.9915,1.0,0.9831,0.9915,1.0,0.9831,0.9915,1.0,0.9831,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.9915,MillID +tob_Latn,Toba,59,0.9833,0.9672,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0167,GlotLID,0.9833,MillID +slv_Latn,Slovenian,59,0.9661,0.9661,0.9661,0.9752,0.9516,1.0,0.9752,0.9516,1.0,0.7662,0.6211,1.0,0.7662,0.6211,1.0,-0.0091,tie,0.1999,MillID +src_Latn,src_Latn,59,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.0,tie +srp_Cyrl,Serbian,59,0.6629,0.5,0.9831,0.6629,0.5,0.9831,0.6629,0.5,0.9831,0.6629,0.5,0.9831,0.6629,0.5,0.9831,0.0,tie,0.0,tie +sin_Sinh,Sinhala,59,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,tie,0.0,tie +bos_Latn,Bosnian,59,0.2,0.1831,0.2203,0.3121,0.2368,0.4576,0.3121,0.2368,0.4576,0.1951,0.1228,0.4746,0.1951,0.1228,0.4746,-0.1121,GlotLID,0.0049,tie +hun_Latn,Hungarian,59,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.2914,0.1705,1.0,0.2914,0.1705,1.0,0.0,tie,0.7086,MillID +oki_Latn,oki_Latn,59,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.0,tie +orh_Latn,orh_Latn,59,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.0,tie +ote_Latn,Mezquital Otomi,59,0.1408,0.4167,0.0847,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.1408,MillID,0.1408,MillID +gaa_Latn,Ga,59,0.9672,0.9365,1.0,0.9752,0.9516,1.0,0.9672,0.9365,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.9672,MillID +gld_Cyrl,gld_Cyrl,59,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.0,tie +fij_Latn,Fijian,59,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.9752,0.9516,1.0,0.9752,0.9516,1.0,0.0,tie,0.0248,MillID +eus_Latn,Basque,59,0.9147,0.8429,1.0,0.9916,0.9833,1.0,0.9916,0.9833,1.0,0.8788,0.7945,0.9831,0.8788,0.7945,0.9831,-0.0769,GlotLID,0.0359,MillID +ewe_Latn,Ewe,59,0.9291,0.8676,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.4813,0.3187,0.9831,0.4813,0.3187,0.9831,-0.0709,GlotLID,0.4478,MillID +pbu_Arab,pbu_Arab,59,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.0,tie +not_Latn,Nomatsiguenga,59,0.9831,0.9831,0.9831,0.9915,1.0,0.9831,0.9915,1.0,0.9831,0.0,0.0,0.0,0.0,0.0,0.0,-0.0084,tie,0.9831,MillID +fur_Latn,Friulian,59,0.9667,0.9508,0.9831,1.0,1.0,1.0,1.0,1.0,1.0,0.6082,0.437,1.0,0.6051,0.4338,1.0,-0.0333,GlotLID,0.3615,MillID +gag_Latn,Gagauz,59,0.9744,0.9828,0.9661,0.9915,1.0,0.9831,0.9915,1.0,0.9831,0.0,0.0,0.0,0.0,0.0,0.0,-0.0171,GlotLID,0.9744,MillID +qwh_Latn,Huaylas Ancash Quechua,59,0.494,0.3832,0.6949,0.6545,0.7059,0.6102,0.6545,0.7059,0.6102,0.0,0.0,0.0,0.0,0.0,0.0,-0.1606,GlotLID,0.494,MillID +cnr_Latn,Serbian (Montenegro),59,0.0,0.0,0.0,0.0303,0.1429,0.0169,0.0303,0.1429,0.0169,0.0,0.0,0.0,0.0,0.0,0.0,-0.0303,GlotLID,0.0,tie +crh_Latn,Crimean Tatar,59,0.9833,0.9672,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.8082,0.6782,1.0,0.8082,0.6782,1.0,-0.0167,GlotLID,0.1751,MillID +dga_Latn,Southern Dagaare,59,0.9833,0.9672,1.0,0.9915,1.0,0.9831,0.9916,0.9833,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0083,tie,0.9833,MillID +dzo_Tibt,Dzongkha,59,0.9748,0.9667,0.9831,0.9134,0.8529,0.9831,0.9134,0.8529,0.9831,0.8571,0.9057,0.8136,0.8571,0.9057,0.8136,0.0614,MillID,0.1176,MillID +cjs_Cyrl,Shor,59,0.9474,0.9818,0.9153,0.9369,1.0,0.8814,0.9369,1.0,0.8814,0.0,0.0,0.0,0.0,0.0,0.0,0.0104,MillID,0.9474,MillID +cos_Latn,Corsican,59,0.9916,0.9833,1.0,0.9831,0.9831,0.9831,0.9831,0.9831,0.9831,0.0,0.0,0.0,0.0,0.0,0.0,0.0085,tie,0.9916,MillID +cof_Latn,Colorado,59,1.0,1.0,1.0,0.9273,1.0,0.8644,0.9369,1.0,0.8814,0.0,0.0,0.0,0.0,0.0,0.0,0.0631,MillID,1.0,MillID +qva_Latn,Ambo-Pasco Quechua,59,0.0,0.0,0.0,0.0323,0.3333,0.0169,0.0323,0.3333,0.0169,0.0,0.0,0.0,0.0,0.0,0.0,-0.0323,GlotLID,0.0,tie +sag_Latn,Sango,59,0.9831,0.9831,0.9831,0.5783,1.0,0.4068,0.5783,1.0,0.4068,0.1795,0.3684,0.1186,0.1795,0.3684,0.1186,0.4047,MillID,0.8036,MillID +ppl_Latn,ppl_Latn,59,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.0,tie +rar_Latn,Rarotongan,59,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +pol_Latn,Polish,59,0.9833,0.9672,1.0,1.0,1.0,1.0,0.5463,0.3758,1.0,0.6946,0.537,0.9831,0.6946,0.537,0.9831,0.437,MillID,0.2887,MillID +nzi_Latn,Nzima,59,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +hsb_Latn,Upper Sorbian,59,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +hns_Latn,Caribbean Hindustani,59,0.9273,1.0,0.8644,0.9369,1.0,0.8814,0.9369,1.0,0.8814,0.0,0.0,0.0,0.0,0.0,0.0,-0.0097,tie,0.9273,MillID +hms_Latn,hms_Latn,59,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.0,tie +hin_Deva,Hindi,59,0.7234,0.9714,0.5763,0.9573,0.9655,0.9492,0.9573,0.9655,0.9492,0.9752,0.9516,1.0,0.9752,0.9516,1.0,-0.2339,GlotLID,-0.2518,fastText +ltz_Latn,Luxembourgish,59,0.9915,1.0,0.9831,0.9915,1.0,0.9831,0.9915,1.0,0.9831,0.6304,0.464,0.9831,0.6304,0.464,0.9831,0.0,tie,0.361,MillID +mar_Deva,Marathi,59,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,tie,0.0,tie +lld_Latn,Ladin,59,0.9009,0.9615,0.8475,0.7312,1.0,0.5763,0.7234,0.9714,0.5763,0.0,0.0,0.0,0.0,0.0,0.0,0.1775,MillID,0.9009,MillID +gsw_Latn,Swiss German,59,0.8462,0.9778,0.7458,0.9915,1.0,0.9831,0.9915,1.0,0.9831,0.0,0.0,0.0,0.0,0.0,0.0,-0.1453,GlotLID,0.8462,MillID +maz_Latn,Central Mazahua,59,0.7389,0.5918,0.9831,0.9153,0.9153,0.9153,0.9076,0.9,0.9153,0.0,0.0,0.0,0.0,0.0,0.0,-0.1687,GlotLID,0.7389,MillID +mor_Latn,Moro,59,1.0,1.0,1.0,0.9915,1.0,0.9831,0.9915,1.0,0.9831,0.0,0.0,0.0,0.0,0.0,0.0,0.0085,tie,1.0,MillID +mlt_Latn,Maltese,59,0.9916,0.9833,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.8676,0.7662,1.0,0.8676,0.7662,1.0,-0.0084,tie,0.1239,MillID +nba_Latn,Nyemba,59,0.0328,0.5,0.0169,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0328,MillID,0.0328,MillID +nav_Latn,Navajo,59,0.9916,0.9833,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.5488,0.3782,1.0,0.5488,0.3782,1.0,-0.0084,tie,0.4428,MillID +men_Latn,Mende,59,0.9593,0.9219,1.0,0.9916,0.9833,1.0,0.9833,0.9672,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.024,GlotLID,0.9593,MillID +mic_Latn,Mi'kmaw,59,0.9748,0.9667,0.9831,0.4267,1.0,0.2712,0.4267,1.0,0.2712,0.0,0.0,0.0,0.0,0.0,0.0,0.5481,MillID,0.9748,MillID +min_Latn,Minangkabau,59,0.9916,0.9833,1.0,0.9516,0.9077,1.0,0.9516,0.9077,1.0,0.127,1.0,0.0678,0.127,1.0,0.0678,0.04,MillID,0.8646,MillID +kbp_Latn,Kabiyè,59,0.6821,0.5175,1.0,1.0,1.0,1.0,0.9916,0.9833,1.0,0.2915,0.1711,0.9831,0.2915,0.1711,0.9831,-0.3095,GlotLID,0.3906,MillID +kin_Latn,Kinyarwanda,59,0.7961,0.9318,0.6949,0.8868,1.0,0.7966,0.8868,1.0,0.7966,0.8095,0.7612,0.8644,0.8095,0.7612,0.8644,-0.0907,GlotLID,-0.0134,fastText +khm_Khmr,Khmer,59,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,tie,0.0,tie +kqn_Latn,Kaonde,59,0.9748,0.9667,0.9831,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0252,GlotLID,0.9748,MillID +kdh_Latn,Tem,59,0.9916,0.9833,1.0,0.8654,1.0,0.7627,0.9915,1.0,0.9831,0.0,0.0,0.0,0.0,0.0,0.0,0.0001,tie,0.9916,MillID +wln_Latn,Walloon,59,0.6118,0.4685,0.8814,0.655,0.5,0.9492,0.655,0.5,0.9492,0.0,0.0,0.0,0.0,0.0,0.0,-0.0432,GlotLID,0.6118,MillID +kbr_Latn,Kafa,59,1.0,1.0,1.0,0.9915,1.0,0.9831,0.9915,1.0,0.9831,0.0,0.0,0.0,0.0,0.0,0.0,0.0085,tie,1.0,MillID +ydd_Hebr,Eastern Yiddish,59,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,tie,0.0,tie +xsm_Latn,Kasem,59,0.816,0.7727,0.8644,0.9355,0.8923,0.9831,0.716,0.5631,0.9831,0.0,0.0,0.0,0.0,0.0,0.0,0.1,MillID,0.816,MillID +ayr_Latn,Central Aymara,59,0.9833,0.9672,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.7117,0.5577,0.9831,0.7117,0.5577,0.9831,-0.0167,GlotLID,0.2717,MillID +uig_Latn,Uyghur,59,0.7152,0.5566,1.0,0.8194,0.6941,1.0,0.7919,0.6556,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0768,GlotLID,0.7152,MillID +bcl_Latn,Central Bikol,59,0.9915,1.0,0.9831,0.9916,0.9833,1.0,0.9916,0.9833,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0001,tie,0.9915,MillID +ame_Latn,Yanesha',59,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +ada_Latn,Adangme,59,0.9752,0.9516,1.0,0.9365,0.8806,1.0,0.9365,0.8806,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0387,MillID,0.9752,MillID +ajg_Latn,Aja (Benin),59,0.6519,0.4836,1.0,0.6667,0.5,1.0,0.6629,0.4958,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.011,GlotLID,0.6519,MillID +als_Latn,Albanian (Tosk),59,0.9915,1.0,0.9831,0.9833,0.9672,1.0,0.9833,0.9672,1.0,0.596,0.4245,1.0,0.596,0.4245,1.0,0.0081,tie,0.3955,MillID +azj_Latn,North Azerbaijani,58,0.9915,0.9831,1.0,0.9915,0.9831,1.0,0.9915,0.9831,1.0,0.5888,0.4173,1.0,0.5888,0.4173,1.0,0.0,tie,0.4026,MillID +ast_Latn,Asturian,58,0.9649,0.9821,0.9483,1.0,1.0,1.0,1.0,1.0,1.0,0.7389,0.5859,1.0,0.7389,0.5859,1.0,-0.0351,GlotLID,0.2261,MillID +arn_Latn,Mapuche,58,0.9655,0.9655,0.9655,0.8952,1.0,0.8103,0.9057,1.0,0.8276,0.7887,0.6667,0.9655,0.7887,0.6667,0.9655,0.0599,MillID,0.1768,MillID +arb_Arab,Arabic (Modern Standard),58,0.8846,1.0,0.7931,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,-0.1154,GlotLID,-0.1154,fastText +ami_Latn,Amis,58,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.0,tie +tzo_Latn,Tzotzil,58,0.9643,1.0,0.931,0.9828,0.9828,0.9828,0.9828,0.9828,0.9828,0.0,0.0,0.0,0.0,0.0,0.0,-0.0185,GlotLID,0.9643,MillID +uig_Arab,Uyghur,58,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,tie,0.0,tie +ukr_Cyrl,Ukrainian,58,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.9587,0.9206,1.0,0.9587,0.9206,1.0,0.0,tie,0.0413,MillID +ben_Beng,Bangla,58,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,tie,0.0,tie +bel_Cyrl,Belarusian,58,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.8345,0.716,1.0,0.8345,0.716,1.0,0.0,tie,0.1655,MillID +bci_Latn,Baoulé,58,0.9915,0.9831,1.0,1.0,1.0,1.0,0.9915,0.9831,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.9915,MillID +bba_Latn,Baatonum,58,0.7451,0.6,0.9828,0.9744,0.9661,0.9828,0.9206,0.8529,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.1755,GlotLID,0.7451,MillID +bax_Latn,bax_Latn,58,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.0,tie +vec_Latn,Venetian,58,0.9667,0.9355,1.0,0.9831,0.9667,1.0,0.9831,0.9667,1.0,0.8,0.6667,1.0,0.8,0.6667,1.0,-0.0164,GlotLID,0.1667,MillID +uzn_Latn,Northern Uzbek,58,0.9355,0.8788,1.0,0.9667,0.9355,1.0,0.9667,0.9355,1.0,0.3483,0.2109,1.0,0.3483,0.2109,1.0,-0.0312,GlotLID,0.5871,MillID +vep_Latn,Veps,58,0.9825,1.0,0.9655,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0175,GlotLID,0.9825,MillID +uzn_Cyrl,Northern Uzbek,58,0.9913,1.0,0.9828,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0087,tie,0.9913,MillID +kal_Latn,Kalaallisut,58,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.755,0.6129,0.9828,0.755,0.6129,0.9828,0.0,tie,0.245,MillID +kan_Knda,Kannada,58,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,tie,0.0,tie +kat_Geor,Georgian,58,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,tie,0.0,tie +kaz_Cyrl,Kazakh,58,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.4444,0.2857,1.0,0.4444,0.2857,1.0,0.0,tie,0.5556,MillID +kea_Latn,Kabuverdianu,58,0.5729,0.4043,0.9828,0.8056,0.6744,1.0,0.6517,0.4833,1.0,0.1143,0.0789,0.2069,0.1137,0.0784,0.2069,-0.0788,GlotLID,0.4591,MillID +kha_Latn,Khasi,58,0.9508,0.9062,1.0,0.9915,0.9831,1.0,0.9915,0.9831,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0406,GlotLID,0.9508,MillID +kir_Cyrl,Kyrgyz,58,0.9915,0.9831,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.6042,0.4328,1.0,0.6042,0.4328,1.0,-0.0085,tie,0.3873,MillID +ina_Latn,Interlingua,58,0.8382,0.7308,0.9828,0.8593,0.7532,1.0,0.8593,0.7532,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.021,GlotLID,0.8382,MillID +ilo_Latn,Iloko,58,0.9831,0.9667,1.0,0.9913,1.0,0.9828,0.9913,1.0,0.9828,0.8467,0.7342,1.0,0.8467,0.7342,1.0,-0.0083,tie,0.1363,MillID +yap_Latn,Yapese,58,0.9913,1.0,0.9828,0.9915,0.9831,1.0,0.9915,0.9831,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0001,tie,0.9913,MillID +xho_Latn,Xhosa,58,0.9402,0.9322,0.9483,1.0,1.0,1.0,1.0,1.0,1.0,0.703,0.5421,1.0,0.703,0.5421,1.0,-0.0598,GlotLID,0.2371,MillID +vmw_Latn,Makhuwa,58,0.9825,1.0,0.9655,0.9739,0.9825,0.9655,0.9828,0.9828,0.9828,0.0,0.0,0.0,0.0,0.0,0.0,-0.0003,tie,0.9825,MillID +kab_Latn,Kabyle,58,0.9259,1.0,0.8621,0.9913,1.0,0.9828,0.9913,1.0,0.9828,0.9355,0.8788,1.0,0.928,0.8657,1.0,-0.0654,GlotLID,-0.0021,tie +kaa_Cyrl,Kara-Kalpak,58,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +ita_Latn,Italian,58,0.8571,0.76,0.9828,0.9062,0.8286,1.0,0.9062,0.8286,1.0,0.5421,0.3718,1.0,0.5421,0.3718,1.0,-0.0491,GlotLID,0.3151,MillID +isl_Latn,Icelandic,58,0.8738,1.0,0.7759,1.0,1.0,1.0,1.0,1.0,1.0,0.8286,0.7073,1.0,0.8286,0.7073,1.0,-0.1262,GlotLID,0.0452,MillID +glg_Latn,Galician,58,0.9828,0.9828,0.9828,1.0,1.0,1.0,1.0,1.0,1.0,0.7891,0.6517,1.0,0.7891,0.6517,1.0,-0.0172,GlotLID,0.1936,MillID +glv_Latn,Manx,58,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +guj_Gujr,Gujarati,58,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,tie,0.0,tie +guc_Latn,Wayuu,58,0.928,0.8657,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.072,GlotLID,0.928,MillID +haw_Latn,Hawaiian,58,1.0,1.0,1.0,0.9735,1.0,0.9483,0.9735,1.0,0.9483,0.0,0.0,0.0,0.0,0.0,0.0,0.0265,MillID,1.0,MillID +guu_Latn,guu_Latn,58,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.0,tie +nds_Latn,Low German,58,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +hrv_Latn,Croatian,58,0.5,0.3772,0.7414,0.7273,0.5833,0.9655,0.7273,0.5833,0.9655,0.4596,0.3051,0.931,0.4596,0.3051,0.931,-0.2273,GlotLID,0.0404,MillID +hnj_Latn,Hmong Njua,58,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.0,tie +hil_Latn,Hiligaynon,58,0.9913,1.0,0.9828,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0087,tie,0.9913,MillID +mfq_Latn,Moba,58,1.0,1.0,1.0,0.9748,0.9508,1.0,0.9748,0.9508,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0252,MillID,1.0,MillID +mkd_Cyrl,Macedonian,58,0.9915,0.9831,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,-0.0085,tie,-0.0085,tie +lue_Latn,Luvale,58,0.9667,0.9355,1.0,0.9913,1.0,0.9828,0.9913,1.0,0.9828,0.0,0.0,0.0,0.0,0.0,0.0,-0.0246,GlotLID,0.9667,MillID +lus_Latn,Mizo,58,0.9913,1.0,0.9828,1.0,1.0,1.0,0.9748,0.9508,1.0,0.3494,0.2117,1.0,0.3494,0.2117,1.0,0.0165,MillID,0.6419,MillID +mai_Deva,Maithili,58,0.9355,0.8788,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.9915,0.9831,1.0,0.9915,0.9831,1.0,-0.0645,GlotLID,-0.056,fastText +mah_Latn,Marshallese,58,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +mam_Latn,Mam,58,0.8846,1.0,0.7931,0.9369,0.9811,0.8966,0.9369,0.9811,0.8966,0.0,0.0,0.0,0.0,0.0,0.0,-0.0523,GlotLID,0.8846,MillID +mxi_Latn,mxi_Latn,58,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.0,tie +lob_Latn,lob_Latn,58,0.0,0.0,0.0,0.873,0.8088,0.9483,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.0,tie +lua_Latn,Luba-Lulua,58,0.7097,0.9429,0.569,0.7391,1.0,0.5862,0.7391,1.0,0.5862,0.6347,0.4862,0.9138,0.6347,0.4862,0.9138,-0.0295,GlotLID,0.0749,MillID +lit_Latn,Lithuanian,58,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.8112,0.6824,1.0,0.8112,0.6824,1.0,0.0,tie,0.1888,MillID +lij_Latn,Ligurian,58,0.9748,0.9508,1.0,0.8406,0.725,1.0,0.8406,0.725,1.0,0.4286,0.274,0.9828,0.4286,0.274,0.9828,0.1342,MillID,0.5462,MillID +loz_Latn,Lozi,58,0.9915,0.9831,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0085,tie,0.9915,MillID +lad_Latn,Ladino,58,0.9643,1.0,0.931,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0357,GlotLID,0.9643,MillID +kor_Hang,Korean,58,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.8722,0.7733,1.0,0.8722,0.7733,1.0,0.0,tie,0.1278,MillID +kqs_Latn,kqs_Latn,58,0.0,0.0,0.0,0.8041,1.0,0.6724,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.0,tie +kri_Latn,Krio,58,0.9915,0.9831,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0085,tie,0.9915,MillID +kmr_Latn,Northern Kurdish,58,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.703,0.5421,1.0,0.703,0.5421,1.0,0.0,tie,0.297,MillID +niu_Latn,Niuean,58,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +nhn_Latn,nhn_Latn,58,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.0,tie +ibo_Latn,Igbo,58,0.9748,0.9508,1.0,0.9915,0.9831,1.0,0.9915,0.9831,1.0,0.6629,0.4957,1.0,0.6629,0.4957,1.0,-0.0167,GlotLID,0.3119,MillID +huu_Latn,Murui Huitoto,58,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +heb_Hebr,Hebrew,58,0.9825,1.0,0.9655,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,-0.0175,GlotLID,-0.0175,fastText +hea_Latn,hea_Latn,58,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.0,tie +mzi_Latn,mzi_Latn,58,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.0,tie +mxv_Latn,Metlatónoc Mixtec,58,0.129,1.0,0.069,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.129,MillID,0.129,MillID +nbl_Latn,South Ndebele,58,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.0,tie +ndo_Latn,Ndonga,58,0.95,0.9194,0.9828,0.958,0.9344,0.9828,0.958,0.9344,0.9828,0.0,0.0,0.0,0.0,0.0,0.0,-0.008,tie,0.95,MillID +ddn_Latn,ddn_Latn,58,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.0,tie +qvh_Latn,Huamalíes-Dos de Mayo Huánuco Quechua,58,0.4675,0.9474,0.3103,0.1515,0.625,0.0862,0.1515,0.625,0.0862,0.0,0.0,0.0,0.0,0.0,0.0,0.316,MillID,0.4675,MillID +bul_Cyrl,Bulgarian,58,0.9744,0.9661,0.9828,1.0,1.0,1.0,1.0,1.0,1.0,0.9915,0.9831,1.0,0.9915,0.9831,1.0,-0.0256,GlotLID,-0.0171,fastText +snk_Latn,snk_Latn,58,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.0,tie +suk_Latn,Sukuma,58,0.6994,0.5429,0.9828,0.7261,0.5758,0.9828,0.7261,0.5758,0.9828,0.0,0.0,0.0,0.0,0.0,0.0,-0.0267,GlotLID,0.6994,MillID +srr_Latn,Serer,58,0.9508,0.9062,1.0,0.9508,0.9062,1.0,0.9508,0.9062,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.9508,MillID +tpi_Latn,Tok Pisin,58,0.9831,0.9667,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.9748,0.9508,1.0,0.9748,0.9508,1.0,-0.0169,GlotLID,0.0083,tie +tsn_Latn,Tswana,58,0.9915,0.9831,1.0,0.9915,0.9831,1.0,0.9915,0.9831,1.0,0.8788,0.7838,1.0,0.8788,0.7838,1.0,0.0,tie,0.1127,MillID +tyv_Cyrl,Tuvinian,58,1.0,1.0,1.0,0.9915,0.9831,1.0,0.9915,0.9831,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0085,tie,1.0,MillID +tir_Ethi,Tigrinya,58,0.9915,0.9831,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.9915,0.9831,1.0,0.9915,0.9831,1.0,-0.0085,tie,0.0,tie +tel_Telu,Telugu,58,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,tie,0.0,tie +zul_Latn,Zulu,58,0.9027,0.9273,0.8793,0.9744,0.9661,0.9828,0.9744,0.9661,0.9828,0.601,0.4296,1.0,0.601,0.4296,1.0,-0.0717,GlotLID,0.3016,MillID +ztu_Latn,ztu_Latn,58,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.0,tie +zlm_Latn,zlm_Latn,58,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.0,tie +tet_Latn,Tetum,58,0.6377,0.55,0.7586,0.1667,0.4286,0.1034,0.1644,0.4,0.1034,0.0,0.0,0.0,0.0,0.0,0.0,0.4733,MillID,0.6377,MillID +bum_Latn,Bulu,58,0.2059,0.7,0.1207,0.0968,0.75,0.0517,0.0896,0.3333,0.0517,0.0,0.0,0.0,0.0,0.0,0.0,0.1163,MillID,0.2059,MillID +cat_Latn,Catalan,58,0.9748,0.9508,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.5714,0.4,1.0,0.5714,0.4,1.0,-0.0252,GlotLID,0.4034,MillID +ces_Latn,Czech,58,0.9739,0.9825,0.9655,1.0,1.0,1.0,1.0,1.0,1.0,0.8788,0.7838,1.0,0.8788,0.7838,1.0,-0.0261,GlotLID,0.0951,MillID +swb_Latn,swb_Latn,58,0.0,0.0,0.0,0.8906,0.8143,0.9828,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.0,tie +sus_Latn,Susu,58,0.9298,0.9464,0.9138,0.928,0.8657,1.0,0.928,0.8657,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0018,tie,0.9298,MillID +swh_Latn,Swahili,58,0.8522,0.8596,0.8448,0.9573,0.9492,0.9655,0.9412,0.918,0.9655,0.3268,0.1953,1.0,0.3268,0.1953,1.0,-0.089,GlotLID,0.5254,MillID +chk_Latn,Chuukese,58,0.9915,0.9831,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0085,tie,0.9915,MillID +dyu_Latn,Dyula,58,0.0,0.0,0.0,0.4186,0.6429,0.3103,0.3025,0.2951,0.3103,0.0123,0.0096,0.0172,0.0123,0.0096,0.0172,-0.3025,GlotLID,-0.0123,fastText +emk_Latn,emk_Latn,58,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.0,tie +sco_Latn,Scots,58,0.9739,0.9825,0.9655,0.9565,0.9649,0.9483,0.9565,0.9649,0.9483,0.0,0.0,0.0,0.0,0.0,0.0,0.0174,MillID,0.9739,MillID +slr_Latn,slr_Latn,58,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.0,tie +sme_Latn,Northern Sami,58,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +quc_Latn,Kʼicheʼ,58,1.0,1.0,1.0,0.9174,0.9804,0.8621,0.9174,0.9804,0.8621,0.0,0.0,0.0,0.0,0.0,0.0,0.0826,MillID,1.0,MillID +qvc_Latn,Cajamarca Quechua,58,0.648,0.4793,1.0,0.9062,0.8286,1.0,0.9062,0.8286,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.2582,GlotLID,0.648,MillID +que_Latn,que_Latn,58,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.0,tie +cnh_Latn,Hakha Chin,58,0.9915,0.9831,1.0,0.9915,0.9831,1.0,0.9915,0.9831,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.9915,MillID +crs_Latn,Seselwa Creole French,58,0.9915,0.9831,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0085,tie,0.9915,MillID +pcd_Latn,Picard,58,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.0,tie +pan_Guru,Punjabi,58,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,tie,0.0,tie +rgn_Latn,rgn_Latn,58,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.0,tie +cri_Latn,cri_Latn,58,0.0,0.0,0.0,0.766,1.0,0.6207,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.0,tie +rus_Cyrl,Russian,58,0.9431,0.8923,1.0,0.8,0.6667,1.0,0.8,0.6667,1.0,0.6237,0.4531,1.0,0.6237,0.4531,1.0,0.1431,MillID,0.3194,MillID +run_Latn,Rundi,58,0.8444,0.7403,0.9828,0.8923,0.8056,1.0,0.8923,0.8056,1.0,0.7205,0.5631,1.0,0.7205,0.5631,1.0,-0.0479,GlotLID,0.1239,MillID +eng_Latn,English,58,0.9748,0.9508,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.5918,0.4203,1.0,0.5918,0.4203,1.0,-0.0252,GlotLID,0.383,MillID +epo_Latn,Esperanto,58,0.9913,1.0,0.9828,1.0,1.0,1.0,1.0,1.0,1.0,0.3402,0.2049,1.0,0.3402,0.2049,1.0,-0.0087,tie,0.6511,MillID +fkv_Latn,Kven Finnish,58,0.6279,0.9643,0.4655,0.6667,1.0,0.5,0.6667,1.0,0.5,0.0,0.0,0.0,0.0,0.0,0.0,-0.0388,GlotLID,0.6279,MillID +fuf_Latn,Pular,58,0.8807,0.9412,0.8276,0.4828,0.7241,0.3621,0.4828,0.7241,0.3621,0.0,0.0,0.0,0.0,0.0,0.0,0.398,MillID,0.8807,MillID +fuf_Adlm,fuf_Adlm,58,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.0,tie +fry_Latn,Western Frisian,58,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +fra_Latn,French,58,0.8544,0.9778,0.7586,0.9915,0.9831,1.0,0.9748,0.9508,1.0,0.9134,0.8406,1.0,0.9134,0.8406,1.0,-0.1204,GlotLID,-0.059,fastText +fon_Latn,Fon,58,0.9333,0.9032,0.9655,0.9913,1.0,0.9828,0.9913,1.0,0.9828,0.4345,0.2775,1.0,0.4345,0.2775,1.0,-0.058,GlotLID,0.4989,MillID +gej_Latn,gej_Latn,58,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.0,tie +pap_Latn,Papiamento,58,1.0,1.0,1.0,0.9831,0.9667,1.0,0.9831,0.9667,1.0,0.6864,0.5225,1.0,0.6864,0.5225,1.0,0.0169,MillID,0.3136,MillID +nno_Latn,Norwegian Nynorsk,58,0.9558,0.9818,0.931,0.9915,0.9831,1.0,0.9831,0.9667,1.0,0.9667,0.9355,1.0,0.9667,0.9355,1.0,-0.0273,GlotLID,-0.0109,fastText +nld_Latn,Dutch,58,0.9915,0.9831,1.0,1.0,1.0,1.0,0.9062,0.8286,1.0,0.703,0.5421,1.0,0.703,0.5421,1.0,0.0852,MillID,0.2884,MillID +nso_Latn,Northern Sotho,58,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.9508,0.9062,1.0,0.9508,0.9062,1.0,0.0,tie,0.0492,MillID +oaa_Cyrl,oaa_Cyrl,58,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.0,tie +lns_Latn,lns_Latn,57,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.0,tie +khk_Cyrl,Halh Mongolian,57,1.0,1.0,1.0,0.9655,0.9492,0.9825,0.9655,0.9492,0.9825,0.7862,0.6477,1.0,0.7862,0.6477,1.0,0.0345,MillID,0.2138,MillID +zyb_Latn,Yongbei Zhuang,57,0.6064,0.4351,1.0,0.9828,0.9661,1.0,0.9744,0.95,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.368,GlotLID,0.6064,MillID +aar_Latn,aar_Latn,57,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.0,tie +abk_Cyrl,Abkhazian,57,0.9744,0.95,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.9913,0.9828,1.0,0.9913,0.9828,1.0,-0.0256,GlotLID,-0.0169,fastText +toj_Latn,Tojolabal,57,0.9825,0.9825,0.9825,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0175,GlotLID,0.9825,MillID +tdt_Latn,Tetun Dili,57,0.4565,0.6,0.3684,0.6115,0.48,0.8421,0.6115,0.48,0.8421,0.0,0.0,0.0,0.0,0.0,0.0,-0.1549,GlotLID,0.4565,MillID +tah_Latn,Tahitian,57,0.973,1.0,0.9474,0.8125,1.0,0.6842,0.8125,1.0,0.6842,0.9661,0.9344,1.0,0.9661,0.9344,1.0,0.1605,MillID,0.0069,tie +tuk_Cyrl,Turkmen,57,0.9913,0.9828,1.0,0.9913,0.9828,1.0,0.95,0.9048,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0413,MillID,0.9913,MillID +cfm_Latn,Falam Chin,57,0.9912,1.0,0.9825,0.9735,0.9821,0.9649,0.9735,0.9821,0.9649,0.0,0.0,0.0,0.0,0.0,0.0,0.0177,MillID,0.9912,MillID +toi_Latn,Tonga (Zambia),57,0.9825,0.9825,0.9825,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0175,GlotLID,0.9825,MillID +tat_Cyrl,Tatar,57,0.9268,0.8636,1.0,1.0,1.0,1.0,0.8702,0.7703,1.0,0.479,0.3149,1.0,0.479,0.3149,1.0,0.0566,MillID,0.4478,MillID +som_Latn,Somali,57,0.8906,0.8028,1.0,0.9344,0.8769,1.0,0.9344,0.8769,1.0,0.5816,0.4101,1.0,0.5816,0.4101,1.0,-0.0438,GlotLID,0.309,MillID +tgk_Cyrl,Tajik,57,0.9421,0.8906,1.0,0.9421,0.8906,1.0,0.9421,0.8906,1.0,0.4453,0.2864,1.0,0.4453,0.2864,1.0,0.0,tie,0.4968,MillID +cha_Latn,Chamorro,57,0.9828,0.9661,1.0,0.9159,0.98,0.8596,0.9159,0.98,0.8596,0.0,0.0,0.0,0.0,0.0,0.0,0.0669,MillID,0.9828,MillID +cbt_Latn,Chayahuita,57,1.0,1.0,1.0,0.9913,0.9828,1.0,0.9913,0.9828,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0087,tie,1.0,MillID +sid_Latn,Sidamo,57,0.9655,0.9492,0.9825,0.912,0.8382,1.0,0.912,0.8382,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0535,MillID,0.9655,MillID +sah_Cyrl,Yakut,57,0.8028,0.6706,1.0,0.6441,0.475,1.0,0.6441,0.475,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.1587,MillID,0.8028,MillID +rup_Latn,Aromanian,57,0.9828,0.9661,1.0,0.9744,0.95,1.0,0.9661,0.9344,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0167,MillID,0.9828,MillID +cak_Latn,Kaqchikel,57,0.9912,1.0,0.9825,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0088,tie,0.9912,MillID +cbu_Latn,Candoshi-Shapra,57,0.5,1.0,0.3333,0.8824,1.0,0.7895,0.8738,0.9783,0.7895,0.0,0.0,0.0,0.0,0.0,0.0,-0.3738,GlotLID,0.5,MillID +pis_Latn,Pijin,57,1.0,1.0,1.0,0.9913,0.9828,1.0,0.9913,0.9828,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0087,tie,1.0,MillID +qvn_Latn,North Junín Quechua,57,0.2188,1.0,0.1228,0.4595,1.0,0.2982,0.4595,1.0,0.2982,0.0,0.0,0.0,0.0,0.0,0.0,-0.2407,GlotLID,0.2188,MillID +piu_Latn,piu_Latn,57,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.0,tie +pon_Latn,Pohnpeian,57,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +quh_Latn,South Bolivian Quechua,57,0.9655,0.9492,0.9825,0.9369,0.963,0.9123,0.9649,0.9649,0.9649,0.0,0.0,0.0,0.0,0.0,0.0,0.0006,tie,0.9655,MillID +sot_Latn,Southern Sotho,57,1.0,1.0,1.0,0.9913,0.9828,1.0,0.9913,0.9828,1.0,0.748,0.697,0.807,0.748,0.697,0.807,0.0087,tie,0.252,MillID +buc_Latn,buc_Latn,57,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.0,tie +dag_Latn,Dagbani,57,0.8485,0.7467,0.9825,0.8175,0.7,0.9825,0.7887,0.6588,0.9825,0.0,0.0,0.0,0.0,0.0,0.0,0.0598,MillID,0.8485,MillID +pau_Latn,Palauan,57,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +fvr_Latn,fvr_Latn,57,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.0,tie +evn_Cyrl,evn_Cyrl,57,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.0,tie +fat_Latn,Fanti,57,1.0,1.0,1.0,0.9744,0.95,1.0,0.9661,0.9344,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0339,MillID,1.0,MillID +fao_Latn,Faroese,57,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.7312,0.9444,0.5965,0.7312,0.9444,0.5965,0.0,tie,0.2688,MillID +mri_Latn,Māori,57,0.9194,0.8507,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.3619,0.2209,1.0,0.3608,0.2201,1.0,-0.0806,GlotLID,0.5586,MillID +hni_Latn,hni_Latn,57,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.0,tie +lao_Laoo,Lao,57,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,tie,0.0,tie +koi_Cyrl,Komi-Permyak,57,0.8367,1.0,0.7193,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.1633,GlotLID,0.8367,MillID +quz_Latn,Cusco Quechua,57,0.6571,0.5542,0.807,0.7083,0.5862,0.8947,0.7211,0.5889,0.9298,0.0,0.0,0.0,0.0,0.0,0.0,-0.0639,GlotLID,0.6571,MillID +qxn_Latn,Northern Conchucos Ancash Quechua,57,0.127,0.6667,0.0702,0.0345,1.0,0.0175,0.0345,1.0,0.0175,0.0,0.0,0.0,0.0,0.0,0.0,0.0925,MillID,0.127,MillID +csa_Latn,csa_Latn,57,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.0,tie +dip_Latn,dip_Latn,57,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.0,tie +duu_Latn,duu_Latn,57,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.0,tie +bam_Latn,Bambara,57,0.6316,0.4737,0.9474,0.7092,0.5952,0.8772,0.6369,0.5,0.8772,0.1511,0.0826,0.8772,0.1497,0.0818,0.8772,-0.0054,tie,0.4819,MillID +aii_Syrc,Assyrian Neo-Aramaic,57,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.0,tie +bem_Latn,Bemba,57,0.9913,0.9828,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.4254,0.2701,1.0,0.4254,0.2701,1.0,-0.0087,tie,0.5659,MillID +agr_Latn,Aguaruna,57,0.9483,0.9322,0.9649,0.9739,0.9655,0.9825,0.9739,0.9655,0.9825,0.0,0.0,0.0,0.0,0.0,0.0,-0.0256,GlotLID,0.9483,MillID +kjh_Cyrl,Khakas,57,0.9744,0.95,1.0,0.9913,0.9828,1.0,0.9913,0.9828,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0169,GlotLID,0.9744,MillID +yor_Latn,Yoruba,57,0.8906,0.8028,1.0,0.9828,0.9661,1.0,0.9828,0.9661,1.0,0.5758,0.4043,1.0,0.5758,0.4043,1.0,-0.0921,GlotLID,0.3149,MillID +kek_Latn,Kekchí,57,1.0,1.0,1.0,0.9913,0.9828,1.0,0.9913,0.9828,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0087,tie,1.0,MillID +div_Thaa,Divehi,57,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +zro_Latn,zro_Latn,56,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.0,tie +mya_Mymr,Burmese,56,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.6707,0.5045,1.0,0.6707,0.5045,1.0,0.0,tie,0.3293,MillID +mos_Latn,Mossi,56,0.9739,0.9492,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.8296,0.7089,1.0,0.8296,0.7089,1.0,-0.0261,GlotLID,0.1443,MillID +lun_Latn,Lunda,56,0.991,1.0,0.9821,0.991,1.0,0.9821,0.991,1.0,0.9821,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.991,MillID +amc_Latn,amc_Latn,56,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.0,tie +ura_Latn,Urarina,56,1.0,1.0,1.0,0.9825,0.9655,1.0,0.9825,0.9655,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0175,MillID,1.0,MillID +ady_Cyrl,Adyghe,56,0.963,1.0,0.9286,0.9818,1.0,0.9643,0.9818,1.0,0.9643,0.655,0.487,1.0,0.655,0.487,1.0,-0.0189,GlotLID,0.308,MillID +azj_Cyrl,North Azerbaijani,56,0.9739,0.9492,1.0,1.0,1.0,1.0,0.9912,0.9825,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0172,GlotLID,0.9739,MillID +niv_Cyrl,niv_Cyrl,56,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.0,tie +gkp_Latn,gkp_Latn,56,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.0,tie +pbb_Latn,Páez,56,0.5941,0.6667,0.5357,0.6458,0.775,0.5536,0.6458,0.775,0.5536,0.0,0.0,0.0,0.0,0.0,0.0,-0.0518,GlotLID,0.5941,MillID +pcm_Latn,Nigerian Pidgin,56,0.9825,0.9655,1.0,0.9244,0.873,0.9821,0.9256,0.8615,1.0,0.8627,0.9565,0.7857,0.955,0.9636,0.9464,0.0568,MillID,0.0275,MillID +shn_Mymr,Shan,56,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,tie,0.0,tie +slk_Latn,Slovak,56,0.9825,0.9655,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.918,0.8485,1.0,0.918,0.8485,1.0,-0.0175,GlotLID,0.0644,MillID +gle_Latn,Irish,56,1.0,1.0,1.0,0.9825,0.9655,1.0,0.9825,0.9655,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0175,MillID,0.0,tie +bho_Deva,Bhojpuri,56,0.8515,0.9556,0.7679,0.9333,1.0,0.875,0.9333,1.0,0.875,0.8,0.8571,0.75,0.8,0.8571,0.75,-0.0818,GlotLID,0.0515,MillID +yad_Latn,Yagua,55,0.963,0.9811,0.9455,0.9815,1.0,0.9636,0.9815,1.0,0.9636,0.0,0.0,0.0,0.0,0.0,0.0,-0.0185,GlotLID,0.963,MillID +dyo_Latn,Jola-Fonyi,55,0.9908,1.0,0.9818,0.9908,1.0,0.9818,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0092,tie,0.9908,MillID +tem_Latn,Timne,55,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +san_Deva,Sanskrit,55,0.9815,1.0,0.9636,0.9908,1.0,0.9818,0.9908,1.0,0.9818,0.9558,0.931,0.9818,0.9558,0.931,0.9818,-0.0093,tie,0.0257,MillID +shk_Latn,shk_Latn,55,0.0,0.0,0.0,0.9216,1.0,0.8545,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.0,tie +npi_Deva,Nepali,55,1.0,1.0,1.0,0.9908,1.0,0.9818,0.9908,1.0,0.9818,0.9565,0.9167,1.0,0.9565,0.9167,1.0,0.0092,tie,0.0435,MillID +ido_Latn,Ido,55,0.955,0.9464,0.9636,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.045,GlotLID,0.955,MillID +mnw_Mymr,Mon,55,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +guk_Latn,guk_Latn,55,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.0,tie +kbd_Cyrl,Kabardian,55,0.9649,0.9322,1.0,0.9735,0.9483,1.0,0.9735,0.9483,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0085,tie,0.9649,MillID +yrk_Cyrl,Nenets,55,0.9725,0.9815,0.9636,0.963,0.9811,0.9455,0.9455,0.9455,0.9455,0.0,0.0,0.0,0.0,0.0,0.0,0.027,MillID,0.9725,MillID +hlt_Latn,hlt_Latn,55,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.0,tie +dje_Latn,Zarma,54,0.8381,0.8627,0.8148,0.8571,0.8276,0.8889,0.8448,0.7903,0.9074,0.0,0.0,0.0,0.0,0.0,0.0,-0.0067,tie,0.8381,MillID +qxu_Latn,qxu_Latn,54,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.0,tie +blt_Tavt,blt_Tavt,54,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.0,tie +koo_Latn,Konzo,54,0.9714,1.0,0.9444,0.9615,1.0,0.9259,0.9615,1.0,0.9259,0.0,0.0,0.0,0.0,0.0,0.0,0.0099,tie,0.9714,MillID +mag_Deva,Magahi,53,0.8679,0.8679,0.8679,0.9358,0.9107,0.9623,0.9358,0.9107,0.9623,0.6012,0.4455,0.9245,0.6012,0.4455,0.9245,-0.0679,GlotLID,0.2667,MillID +plt_Latn,Malagasy (Plateau),53,0.9907,0.9815,1.0,1.0,1.0,1.0,0.9907,0.9815,1.0,0.9217,0.8548,1.0,0.9217,0.8548,1.0,0.0,tie,0.0689,MillID +iii_Yiii,iii_Yiii,53,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.0,tie +nku_Latn,nku_Latn,52,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.0,tie +cni_Latn,Asháninka,52,0.7727,0.6375,0.9808,0.963,0.9286,1.0,0.963,0.9286,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.1902,GlotLID,0.7727,MillID +yao_Latn,Yao,52,0.9811,0.963,1.0,0.9903,1.0,0.9808,0.9903,1.0,0.9808,0.0,0.0,0.0,0.0,0.0,0.0,-0.0092,tie,0.9811,MillID +ykg_Cyrl,ykg_Cyrl,51,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.0,tie +idu_Latn,Idoma,51,0.6027,1.0,0.4314,0.8791,1.0,0.7843,0.9375,1.0,0.8824,0.0,0.0,0.0,0.0,0.0,0.0,-0.3348,GlotLID,0.6027,MillID +kde_Latn,Makonde,51,0.9278,0.9783,0.8824,0.9703,0.98,0.9608,0.9703,0.98,0.9608,0.0,0.0,0.0,0.0,0.0,0.0,-0.0425,GlotLID,0.9278,MillID +kkh_Lana,kkh_Lana,51,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.0,tie +amh_Ethi,Amharic,51,0.9901,1.0,0.9804,1.0,1.0,1.0,1.0,1.0,1.0,0.8409,1.0,0.7255,0.8409,1.0,0.7255,-0.0099,tie,0.1492,MillID +alt_Cyrl,Southern Altai,51,0.9808,0.9623,1.0,0.9623,0.9273,1.0,0.9623,0.9273,1.0,0.6939,0.5312,1.0,0.6939,0.5312,1.0,0.0185,MillID,0.2869,MillID +miq_Latn,Mískito,51,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +mto_Latn,Totontepec Mixe,51,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.0,tie +nio_Cyrl,nio_Cyrl,51,0.0,0.0,0.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.0,tie +san_Gran,san_Gran,51,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.0,tie +ijs_Latn,ijs_Latn,50,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.0,tie +nyn_Latn,Nyankole,50,0.9804,0.9615,1.0,0.9796,1.0,0.96,0.9796,1.0,0.96,0.0,0.0,0.0,0.0,0.0,0.0,0.0008,tie,0.9804,MillID +zdj_Latn,Ngazidja Comorian,50,0.6536,0.4854,1.0,0.9697,0.9796,0.96,0.6853,0.5269,0.98,0.0,0.0,0.0,0.0,0.0,0.0,-0.0317,GlotLID,0.6536,MillID +yue_Hani,Cantonese,49,0.7073,0.8788,0.5918,0.5797,1.0,0.4082,0.5797,1.0,0.4082,0.0687,0.0357,0.9184,0.0687,0.0357,0.9184,0.1276,MillID,0.6386,MillID +gan_Hani,gan_Hani,49,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.0,tie +nym_Latn,nym_Latn,49,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.0,tie +eve_Cyrl,Even,49,0.4118,0.2593,1.0,0.392,0.26,0.7959,0.39,0.2583,0.7959,0.0,0.0,0.0,0.0,0.0,0.0,0.0218,MillID,0.4118,MillID +lug_Latn,Ganda,49,0.9703,0.9423,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.3311,0.1984,1.0,0.3311,0.1984,1.0,-0.0297,GlotLID,0.6392,MillID +gyr_Latn,Guarayu,49,0.5373,1.0,0.3673,0.9897,1.0,0.9796,0.9897,1.0,0.9796,0.0,0.0,0.0,0.0,0.0,0.0,-0.4524,GlotLID,0.5373,MillID +gug_Latn,Paraguayan Guaraní,49,0.9515,0.9074,1.0,0.9899,0.98,1.0,0.9899,0.98,1.0,0.2328,0.1317,1.0,0.2328,0.1317,1.0,-0.0384,GlotLID,0.7187,MillID +wuu_Hani,Wu Chinese,48,0.4653,0.3052,0.9792,0.4312,0.2765,0.9792,0.4273,0.2733,0.9792,0.0,0.0,0.0,0.0,0.0,0.0,0.0381,MillID,0.4653,MillID +cjy_Hani,cjy_Hani,48,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.0,tie +hsn_Hani,hsn_Hani,48,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.0,tie +nan_Hani,Min Nan Chinese,48,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.0,tie +hak_Hani,Hakka Chinese,48,0.0392,0.3333,0.0208,0.04,0.5,0.0208,0.04,0.5,0.0208,0.0,0.0,0.0,0.0,0.0,0.0,-0.0008,tie,0.0392,MillID +bin_Latn,Bini,47,0.9892,1.0,0.9787,0.9318,1.0,0.8723,0.9318,1.0,0.8723,0.0,0.0,0.0,0.0,0.0,0.0,0.0574,MillID,0.9892,MillID +lia_Latn,West-Central Limba,45,1.0,1.0,1.0,0.989,0.9783,1.0,0.989,0.9783,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.011,MillID,1.0,MillID +oss_Cyrl,Ossetic,44,1.0,1.0,1.0,0.9888,0.9778,1.0,0.9888,0.9778,1.0,0.9565,0.9167,1.0,0.9565,0.9167,1.0,0.0112,MillID,0.0435,MillID +ike_Cans,Eastern Canadian Inuktitut,44,1.0,1.0,1.0,0.9778,0.9565,1.0,0.9778,0.9565,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0222,MillID,1.0,MillID +cbs_Latn,Cashinahua,43,0.8485,0.75,0.9767,0.8723,0.8039,0.9535,0.8723,0.8039,0.9535,0.0,0.0,0.0,0.0,0.0,0.0,-0.0239,GlotLID,0.8485,MillID 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Tamazight,1,0.1667,0.0909,1.0,0.0625,0.0323,1.0,0.0625,0.0323,1.0,0.0328,0.0167,1.0,0.0328,0.0167,1.0,0.1042,MillID,0.1339,MillID +tgl_Tglg,tgl_Tglg,1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.0,tie +taj_Deva,Eastern Tamang,1,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID diff --git a/reports/udhr-all/millid_per_language.csv b/reports/udhr-all/millid_per_language.csv new file mode 100644 index 0000000000000000000000000000000000000000..fae618cf02c7fd5b53133b1beecd727613f73864 --- /dev/null +++ b/reports/udhr-all/millid_per_language.csv @@ -0,0 +1,430 @@ +label,support,tp,fp,fn,tn,precision,recall,f1,specificity,fp_per_million,sensitivity +aar_Latn,57,0,0,57,27566,0.0,0.0,0.0,1.0,0.0,0.0 +abk_Cyrl,57,57,3,0,27563,0.95,1.0,0.974359,0.999891,108.829718,1.0 +ace_Latn,61,61,0,0,27562,1.0,1.0,1.0,1.0,0.0,1.0 +acu_Latn,180,130,5,50,27438,0.962963,0.722222,0.825397,0.999818,182.195824,0.722222 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"macro_f1": 0.7148579318843858, + "macro_specificity": 0.9997903094250377, + "weighted_f1": 0.7196404590366388, + "median_f1": 0.9649122807017544, + "languages_f1_at_least_0_9": 254, + "languages_f1_below_0_5": 105, + "mean_fp_per_million": 209.69057496245543, + "micro_f1": 0.7273648770951743 +} \ No newline at end of file diff --git a/reports/udhr-common/fasttext@millid_per_language.csv b/reports/udhr-common/fasttext@millid_per_language.csv new file mode 100644 index 0000000000000000000000000000000000000000..ba2875517cb55ee0875798f9f04138eab31d399f --- /dev/null +++ b/reports/udhr-common/fasttext@millid_per_language.csv @@ -0,0 +1,171 @@ +label,support,tp,fp,fn,tn,precision,recall,f1,specificity,fp_per_million,sensitivity +abk_Cyrl,57,57,0,0,11853,1.0,1.0,1.0,1.0,0.0,1.0 +ace_Latn,61,60,12,1,11837,0.833333,0.983607,0.902256,0.998987,1012.743691,0.983607 +ady_Cyrl,56,56,0,0,11854,1.0,1.0,1.0,1.0,0.0,1.0 +afr_Latn,60,59,0,1,11850,1.0,0.983333,0.991597,1.0,0.0,0.983333 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0.9996006150778249, + "weighted_f1": 0.9181958923496206, + "median_f1": 1.0, + "languages_f1_at_least_0_9": 142, + "languages_f1_below_0_5": 6, + "mean_fp_per_million": 399.3849221751375, + "micro_f1": 0.9194794290512175 +} \ No newline at end of file diff --git a/reports/udhr-common/fasttext_per_language.csv b/reports/udhr-common/fasttext_per_language.csv new file mode 100644 index 0000000000000000000000000000000000000000..9ac2bd1b6f9d461a207b4cef32dd20c86095c251 --- /dev/null +++ b/reports/udhr-common/fasttext_per_language.csv @@ -0,0 +1,171 @@ +label,support,tp,fp,fn,tn,precision,recall,f1,specificity,fp_per_million,sensitivity +abk_Cyrl,57,57,0,0,11853,1.0,1.0,1.0,1.0,0.0,1.0 +ace_Latn,61,60,12,1,11837,0.833333,0.983607,0.902256,0.998987,1012.743691,0.983607 +ady_Cyrl,56,56,0,0,11854,1.0,1.0,1.0,1.0,0.0,1.0 +afr_Latn,60,59,0,1,11850,1.0,0.983333,0.991597,1.0,0.0,0.983333 +als_Latn,59,59,0,0,11851,1.0,1.0,1.0,1.0,0.0,1.0 +alt_Cyrl,51,51,0,0,11859,1.0,1.0,1.0,1.0,0.0,1.0 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"micro_f1": 0.9187237615449202 +} \ No newline at end of file diff --git a/reports/udhr-common/glotlid@millid_per_language.csv b/reports/udhr-common/glotlid@millid_per_language.csv new file mode 100644 index 0000000000000000000000000000000000000000..e2900bf1959d962a90f52aef984131229c91fd2d --- /dev/null +++ b/reports/udhr-common/glotlid@millid_per_language.csv @@ -0,0 +1,171 @@ +label,support,tp,fp,fn,tn,precision,recall,f1,specificity,fp_per_million,sensitivity +abk_Cyrl,57,57,0,0,11853,1.0,1.0,1.0,1.0,0.0,1.0 +ace_Latn,61,60,0,1,11849,1.0,0.983607,0.991736,1.0,0.0,0.983607 +ady_Cyrl,56,54,0,2,11854,1.0,0.964286,0.981818,1.0,0.0,0.964286 +afr_Latn,60,60,0,0,11850,1.0,1.0,1.0,1.0,0.0,1.0 +als_Latn,59,59,0,0,11851,1.0,1.0,1.0,1.0,0.0,1.0 +alt_Cyrl,51,51,0,0,11859,1.0,1.0,1.0,1.0,0.0,1.0 +amh_Ethi,51,51,0,0,11859,1.0,1.0,1.0,1.0,0.0,1.0 +arb_Arab,58,58,0,0,11852,1.0,1.0,1.0,1.0,0.0,1.0 +arn_Latn,58,48,0,10,11852,1.0,0.827586,0.90566,1.0,0.0,0.827586 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"mean_fp_per_million": 66.15071613431165, + "micro_f1": 0.9338371116708648 +} \ No newline at end of file diff --git a/reports/udhr-common/glotlid_per_language.csv b/reports/udhr-common/glotlid_per_language.csv new file mode 100644 index 0000000000000000000000000000000000000000..cde622221f65cacedc9b02b7bafee257b627882c --- /dev/null +++ b/reports/udhr-common/glotlid_per_language.csv @@ -0,0 +1,171 @@ +label,support,tp,fp,fn,tn,precision,recall,f1,specificity,fp_per_million,sensitivity +abk_Cyrl,57,57,0,0,11853,1.0,1.0,1.0,1.0,0.0,1.0 +ace_Latn,61,60,0,1,11849,1.0,0.983607,0.991736,1.0,0.0,0.983607 +ady_Cyrl,56,54,0,2,11854,1.0,0.964286,0.981818,1.0,0.0,0.964286 +afr_Latn,60,60,0,0,11850,1.0,1.0,1.0,1.0,0.0,1.0 +als_Latn,59,59,0,0,11851,1.0,1.0,1.0,1.0,0.0,1.0 +alt_Cyrl,51,51,0,0,11859,1.0,1.0,1.0,1.0,0.0,1.0 +amh_Ethi,51,51,0,0,11859,1.0,1.0,1.0,1.0,0.0,1.0 +arb_Arab,58,58,0,0,11852,1.0,1.0,1.0,1.0,0.0,1.0 +arn_Latn,58,47,0,11,11852,1.0,0.810345,0.895238,1.0,0.0,0.810345 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66.15071613431165, + "micro_f1": 0.9335852225020991 +} \ No newline at end of file diff --git a/reports/udhr-common/leaderboard.csv b/reports/udhr-common/leaderboard.csv new file mode 100644 index 0000000000000000000000000000000000000000..f842506192cb86469e730dd7874df8fc5fc96806 --- /dev/null +++ b/reports/udhr-common/leaderboard.csv @@ -0,0 +1,171 @@ +label,language,support,millid_f1,millid_precision,millid_recall,glotlid_f1,glotlid_precision,glotlid_recall,glotlid@millid_f1,glotlid@millid_precision,glotlid@millid_recall,fasttext_f1,fasttext_precision,fasttext_recall,fasttext@millid_f1,fasttext@millid_precision,fasttext@millid_recall,delta,winner,delta_fasttext,winner_fasttext +roh_Latn,Romansh,399,0.995,1.0,0.99,1.0,1.0,1.0,1.0,1.0,1.0,0.9963,0.9925,1.0,0.9963,0.9925,1.0,-0.005,tie,-0.0013,tie +oci_Latn,Occitan,398,0.2771,1.0,0.1608,0.3755,1.0,0.2312,0.3755,1.0,0.2312,0.5527,1.0,0.3819,0.5527,1.0,0.3819,-0.0985,GlotLID,-0.2757,fastText +cmn_Hani,Chinese 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+mlt_Latn,Maltese,59,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,tie,0.0,tie +min_Latn,Minangkabau,59,1.0,1.0,1.0,0.9916,0.9833,1.0,0.9916,0.9833,1.0,0.127,1.0,0.0678,0.127,1.0,0.0678,0.0084,tie,0.873,MillID +mar_Deva,Marathi,59,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,tie,0.0,tie +xho_Latn,Xhosa,58,0.9565,0.9649,0.9483,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,-0.0435,GlotLID,-0.0435,fastText +vec_Latn,Venetian,58,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.9355,0.8788,1.0,0.9355,0.8788,1.0,0.0,tie,0.0645,MillID +ukr_Cyrl,Ukrainian,58,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,tie,0.0,tie +tsn_Latn,Tswana,58,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.9355,0.8788,1.0,0.9355,0.8788,1.0,0.0,tie,0.0645,MillID +tel_Telu,Telugu,58,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,tie,0.0,tie 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Pisin,58,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,tie,0.0,tie +tir_Ethi,Tigrinya,58,0.9915,0.9831,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,-0.0085,tie,-0.0085,tie +uig_Arab,Uyghur,58,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,tie,0.0,tie +zul_Latn,Zulu,58,0.9189,0.9623,0.8793,0.9913,1.0,0.9828,0.9913,1.0,0.9828,0.9915,0.9831,1.0,0.9915,0.9831,1.0,-0.0724,GlotLID,-0.0725,fastText +bul_Cyrl,Bulgarian,58,0.9828,0.9828,0.9828,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,-0.0172,GlotLID,-0.0172,fastText +cat_Latn,Catalan,58,0.9748,0.9508,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.9831,0.9667,1.0,0.9831,0.9667,1.0,-0.0252,GlotLID,-0.0083,tie +ben_Beng,Bangla,58,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,tie,0.0,tie +bel_Cyrl,Belarusian,58,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,tie,0.0,tie +mkd_Cyrl,Macedonian,58,0.9915,0.9831,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,-0.0085,tie,-0.0085,tie +ilo_Latn,Iloko,58,1.0,1.0,1.0,0.9913,1.0,0.9828,0.9913,1.0,0.9828,1.0,1.0,1.0,1.0,1.0,1.0,0.0087,tie,0.0,tie +ibo_Latn,Igbo,58,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,tie,0.0,tie +uzn_Latn,Northern Uzbek,58,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,tie,0.0,tie +pan_Guru,Punjabi,58,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,tie,0.0,tie +nno_Latn,Norwegian Nynorsk,58,0.9558,0.9818,0.931,1.0,1.0,1.0,1.0,1.0,1.0,0.9915,0.9831,1.0,0.9915,0.9831,1.0,-0.0442,GlotLID,-0.0357,fastText +nso_Latn,Northern Sotho,58,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.9748,0.9508,1.0,0.9748,0.9508,1.0,0.0,tie,0.0252,MillID +pap_Latn,Papiamento,58,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,tie,0.0,tie +rus_Cyrl,Russian,58,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,tie,0.0,tie +run_Latn,Rundi,58,0.8636,0.7703,0.9828,0.9062,0.8286,1.0,0.9062,0.8286,1.0,0.9355,0.8788,1.0,0.9355,0.8788,1.0,-0.0426,GlotLID,-0.0718,fastText +swh_Latn,Swahili,58,0.9159,1.0,0.8448,0.9825,1.0,0.9655,0.9825,1.0,0.9655,1.0,1.0,1.0,1.0,1.0,1.0,-0.0666,GlotLID,-0.0841,fastText +kab_Latn,Kabyle,58,0.9259,1.0,0.8621,0.9913,1.0,0.9828,0.9913,1.0,0.9828,1.0,1.0,1.0,1.0,1.0,1.0,-0.0654,GlotLID,-0.0741,fastText +kir_Cyrl,Kyrgyz,58,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,tie,0.0,tie +lua_Latn,Luba-Lulua,58,0.7174,0.9706,0.569,0.7391,1.0,0.5862,0.7391,1.0,0.5862,0.7571,0.6463,0.9138,0.7571,0.6463,0.9138,-0.0217,GlotLID,-0.0398,fastText +kmr_Latn,Northern Kurdish,58,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.8227,0.6988,1.0,0.8227,0.6988,1.0,0.0,tie,0.1773,MillID +lit_Latn,Lithuanian,58,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,tie,0.0,tie +lij_Latn,Ligurian,58,0.9831,0.9667,1.0,0.8657,0.7632,1.0,0.8657,0.7632,1.0,0.5561,0.3878,0.9828,0.5561,0.3878,0.9828,0.1174,MillID,0.427,MillID +kea_Latn,Kabuverdianu,58,0.9913,1.0,0.9828,1.0,1.0,1.0,1.0,1.0,1.0,0.3429,1.0,0.2069,0.3429,1.0,0.2069,-0.0087,tie,0.6484,MillID +lus_Latn,Mizo,58,0.9913,1.0,0.9828,1.0,1.0,1.0,1.0,1.0,1.0,0.9915,0.9831,1.0,0.9915,0.9831,1.0,-0.0087,tie,-0.0001,tie +kaz_Cyrl,Kazakh,58,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,tie,0.0,tie +kor_Hang,Korean,58,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,tie,0.0,tie +glg_Latn,Galician,58,0.9828,0.9828,0.9828,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,-0.0172,GlotLID,-0.0172,fastText +guj_Gujr,Gujarati,58,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,tie,0.0,tie +fra_Latn,French,58,0.8627,1.0,0.7586,1.0,1.0,1.0,1.0,1.0,1.0,0.9508,0.9062,1.0,0.9508,0.9062,1.0,-0.1373,GlotLID,-0.0881,fastText 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+bem_Latn,Bemba,57,0.9913,0.9828,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.9744,0.95,1.0,0.9744,0.95,1.0,-0.0087,tie,0.0169,MillID +fao_Latn,Faroese,57,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.7473,1.0,0.5965,0.7473,1.0,0.5965,0.0,tie,0.2527,MillID +khk_Cyrl,Halh Mongolian,57,1.0,1.0,1.0,0.9912,1.0,0.9825,0.9912,1.0,0.9825,1.0,1.0,1.0,1.0,1.0,1.0,0.0088,tie,0.0,tie +yor_Latn,Yoruba,57,1.0,1.0,1.0,0.9913,0.9828,1.0,0.9913,0.9828,1.0,0.95,0.9048,1.0,0.95,0.9048,1.0,0.0087,tie,0.05,MillID +mri_Latn,Māori,57,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.7862,0.6477,1.0,0.7862,0.6477,1.0,0.0,tie,0.2138,MillID +lao_Laoo,Lao,57,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,tie,0.0,tie +ady_Cyrl,Adyghe,56,0.963,1.0,0.9286,0.9818,1.0,0.9643,0.9818,1.0,0.9643,1.0,1.0,1.0,1.0,1.0,1.0,-0.0189,GlotLID,-0.037,fastText +slk_Latn,Slovak,56,0.9825,0.9655,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,-0.0175,GlotLID,-0.0175,fastText +pcm_Latn,Nigerian Pidgin,56,1.0,1.0,1.0,0.991,1.0,0.9821,1.0,1.0,1.0,0.88,1.0,0.7857,0.9725,1.0,0.9464,0.0,tie,0.0275,MillID +bho_Deva,Bhojpuri,56,0.8515,0.9556,0.7679,0.9333,1.0,0.875,0.9333,1.0,0.875,0.84,0.9545,0.75,0.84,0.9545,0.75,-0.0818,GlotLID,0.0115,MillID +gle_Latn,Irish,56,1.0,1.0,1.0,0.9825,0.9655,1.0,0.9825,0.9655,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0175,MillID,0.0,tie +mos_Latn,Mossi,56,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,tie,0.0,tie +shn_Mymr,Shan,56,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,tie,0.0,tie +mya_Mymr,Burmese,56,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,tie,0.0,tie +npi_Deva,Nepali,55,1.0,1.0,1.0,0.9908,1.0,0.9818,0.9908,1.0,0.9818,1.0,1.0,1.0,1.0,1.0,1.0,0.0092,tie,0.0,tie +san_Deva,Sanskrit,55,0.9815,1.0,0.9636,0.9908,1.0,0.9818,0.9908,1.0,0.9818,0.9908,1.0,0.9818,0.9908,1.0,0.9818,-0.0093,tie,-0.0093,tie +mag_Deva,Magahi,53,0.8679,0.8679,0.8679,0.9444,0.9273,0.9623,0.9444,0.9273,0.9623,0.8596,0.8033,0.9245,0.8596,0.8033,0.9245,-0.0765,GlotLID,0.0083,tie +plt_Latn,Malagasy (Plateau),53,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,tie,0.0,tie +alt_Cyrl,Southern Altai,51,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,tie,0.0,tie +amh_Ethi,Amharic,51,0.9901,1.0,0.9804,1.0,1.0,1.0,1.0,1.0,1.0,0.8409,1.0,0.7255,0.8409,1.0,0.7255,-0.0099,tie,0.1492,MillID +lug_Latn,Ganda,49,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.9703,0.9423,1.0,0.9703,0.9423,1.0,0.0,tie,0.0297,MillID +gug_Latn,Paraguayan Guaraní,49,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.9703,0.9423,1.0,0.9703,0.9423,1.0,0.0,tie,0.0297,MillID +yue_Hani,Cantonese,49,0.7436,1.0,0.5918,0.5797,1.0,0.4082,0.5797,1.0,0.4082,0.2719,0.1596,0.9184,0.2719,0.1596,0.9184,0.1639,MillID,0.4717,MillID +oss_Cyrl,Ossetic,44,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,tie,0.0,tie +chv_Cyrl,Chuvash,25,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.9804,0.9615,1.0,0.9804,0.9615,1.0,0.0,tie,0.0196,MillID +tzm_Tfng,Central Atlas Tamazight,1,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,tie,0.0,tie diff --git a/reports/udhr-common/millid_per_language.csv b/reports/udhr-common/millid_per_language.csv new file mode 100644 index 0000000000000000000000000000000000000000..509d05f3545b2e2aa7c8a6e79f335770e0f93d38 --- /dev/null +++ b/reports/udhr-common/millid_per_language.csv @@ -0,0 +1,171 @@ +label,support,tp,fp,fn,tn,precision,recall,f1,specificity,fp_per_million,sensitivity +abk_Cyrl,57,57,0,0,11853,1.0,1.0,1.0,1.0,0.0,1.0 +ace_Latn,61,61,0,0,11849,1.0,1.0,1.0,1.0,0.0,1.0 +ady_Cyrl,56,52,0,4,11854,1.0,0.928571,0.962963,1.0,0.0,0.928571 +afr_Latn,60,59,0,1,11850,1.0,0.983333,0.991597,1.0,0.0,0.983333 +als_Latn,59,58,0,1,11851,1.0,0.983051,0.991453,1.0,0.0,0.983051 +alt_Cyrl,51,51,0,0,11859,1.0,1.0,1.0,1.0,0.0,1.0 +amh_Ethi,51,50,0,1,11859,1.0,0.980392,0.990099,1.0,0.0,0.980392 +arb_Arab,58,46,0,12,11852,1.0,0.793103,0.884615,1.0,0.0,0.793103 +arn_Latn,58,56,0,2,11852,1.0,0.965517,0.982456,1.0,0.0,0.965517 +ast_Latn,58,55,0,3,11852,1.0,0.948276,0.973451,1.0,0.0,0.948276 +ayr_Latn,59,59,0,0,11851,1.0,1.0,1.0,1.0,0.0,1.0 +azj_Latn,58,58,0,0,11852,1.0,1.0,1.0,1.0,0.0,1.0 +bam_Latn,57,54,20,3,11833,0.72973,0.947368,0.824427,0.998313,1687.336539,0.947368 +ban_Latn,60,57,0,3,11850,1.0,0.95,0.974359,1.0,0.0,0.95 +bel_Cyrl,58,58,0,0,11852,1.0,1.0,1.0,1.0,0.0,1.0 +bem_Latn,57,57,1,0,11852,0.982759,1.0,0.991304,0.999916,84.366827,1.0 +ben_Beng,58,58,0,0,11852,1.0,1.0,1.0,1.0,0.0,1.0 +bho_Deva,56,43,2,13,11852,0.955556,0.767857,0.851485,0.999831,168.71942,0.767857 +bis_Latn,59,59,0,0,11851,1.0,1.0,1.0,1.0,0.0,1.0 +bod_Tibt,60,58,1,2,11849,0.983051,0.966667,0.97479,0.999916,84.388186,0.966667 +bos_Latn,59,13,7,46,11844,0.65,0.220339,0.329114,0.999409,590.667454,0.220339 +bug_Latn,60,53,0,7,11850,1.0,0.883333,0.938053,1.0,0.0,0.883333 +bul_Cyrl,58,57,1,1,11851,0.982759,0.982759,0.982759,0.999916,84.373945,0.982759 +cat_Latn,58,58,3,0,11849,0.95082,1.0,0.97479,0.999747,253.121836,1.0 +ceb_Latn,59,59,0,0,11851,1.0,1.0,1.0,1.0,0.0,1.0 +ces_Latn,58,56,0,2,11852,1.0,0.965517,0.982456,1.0,0.0,0.965517 +chv_Cyrl,25,25,0,0,11885,1.0,1.0,1.0,1.0,0.0,1.0 +cjk_Latn,114,88,0,26,11796,1.0,0.77193,0.871287,1.0,0.0,0.77193 +cmn_Hani,319,306,14,13,11577,0.95625,0.959248,0.957746,0.998792,1207.833664,0.959248 +crh_Latn,59,59,0,0,11851,1.0,1.0,1.0,1.0,0.0,1.0 +cym_Latn,60,60,0,0,11850,1.0,1.0,1.0,1.0,0.0,1.0 +dan_Latn,61,58,4,3,11845,0.935484,0.95082,0.943089,0.999662,337.58123,0.95082 +deu_Latn,67,67,0,0,11843,1.0,1.0,1.0,1.0,0.0,1.0 +dyu_Latn,58,0,3,58,11849,0.0,0.0,0.0,0.999747,253.121836,0.0 +dzo_Tibt,59,58,2,1,11849,0.966667,0.983051,0.97479,0.999831,168.76213,0.983051 +ekk_Latn,60,60,0,0,11850,1.0,1.0,1.0,1.0,0.0,1.0 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+yue_Hani,49,29,0,20,11861,1.0,0.591837,0.74359,1.0,0.0,0.591837 +zul_Latn,58,51,2,7,11850,0.962264,0.87931,0.918919,0.999831,168.747891,0.87931 diff --git a/reports/udhr-common/millid_summary.json b/reports/udhr-common/millid_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..e48f4beb011b12f49ff3187f8f037551cd597084 --- /dev/null +++ b/reports/udhr-common/millid_summary.json @@ -0,0 +1,17 @@ +{ + "top1_accuracy": 0.9123425692695214, + "top3_accuracy": 0.9606213266162889, + "top5_accuracy": 0.9654911838790932, + "passages": 11910, + "languages": 170, + "macro_precision": 0.9794271783100589, + "macro_recall": 0.9393117513722192, + "macro_f1": 0.9512636942896991, + "macro_specificity": 0.9999174355030307, + "weighted_f1": 0.92868171659548, + "median_f1": 1.0, + "languages_f1_at_least_0_9": 149, + "languages_f1_below_0_5": 4, + "mean_fp_per_million": 82.56449696922371, + "micro_f1": 0.9123425692695214 +} \ No newline at end of file diff --git a/reports/udhr/fasttext@millid_per_language.csv b/reports/udhr/fasttext@millid_per_language.csv new file mode 100644 index 0000000000000000000000000000000000000000..9ea5a6f187d7cc1636b44b34a73212f45e0214fe --- /dev/null +++ b/reports/udhr/fasttext@millid_per_language.csv @@ -0,0 +1,359 @@ +label,support,tp,fp,fn,tn,precision,recall,f1,specificity,fp_per_million,sensitivity +abk_Cyrl,57,57,1,0,23601,0.982759,1.0,0.991304,0.999958,42.369291,1.0 +ace_Latn,61,60,103,1,23495,0.368098,0.983607,0.535714,0.995635,4364.776676,0.983607 +acu_Latn,180,0,0,180,23479,0.0,0.0,0.0,1.0,0.0,0.0 +ada_Latn,59,0,0,59,23600,0.0,0.0,0.0,1.0,0.0,0.0 +ady_Cyrl,56,56,55,0,23548,0.504505,1.0,0.670659,0.99767,2330.212261,1.0 +afr_Latn,60,59,6,1,23593,0.907692,0.983333,0.944,0.999746,254.248061,0.983333 +agr_Latn,57,0,0,57,23602,0.0,0.0,0.0,1.0,0.0,0.0 +aii_Syrc,57,0,0,57,23602,0.0,0.0,0.0,1.0,0.0,0.0 +ajg_Latn,59,0,0,59,23600,0.0,0.0,0.0,1.0,0.0,0.0 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b/reports/udhr/fasttext@millid_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..3ff4df81e8eb628c33c58488cd61987ed657adbc --- /dev/null +++ b/reports/udhr/fasttext@millid_summary.json @@ -0,0 +1,17 @@ +{ + "top1_accuracy": 0.4628682530960734, + "top3_accuracy": 0.4856502810769686, + "top5_accuracy": 0.4904264761824253, + "passages": 23659, + "languages": 358, + "macro_precision": 0.3151627394343268, + "macro_recall": 0.4483116546914005, + "macro_f1": 0.34986047374808604, + "macro_specificity": 0.9986947805299987, + "weighted_f1": 0.37111316345366563, + "median_f1": 0.0, + "languages_f1_at_least_0_9": 61, + "languages_f1_below_0_5": 220, + "mean_fp_per_million": 1305.2194700013772, + "micro_f1": 0.4628682530960734 +} \ No newline at end of file diff --git a/reports/udhr/fasttext_per_language.csv b/reports/udhr/fasttext_per_language.csv new file mode 100644 index 0000000000000000000000000000000000000000..32d4879c6570b522d6879b797560d7d555af2ece --- 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"weighted_f1": 0.3709499799103122, + "median_f1": 0.0, + "languages_f1_at_least_0_9": 60, + "languages_f1_below_0_5": 220, + "mean_fp_per_million": 1303.4427173741606, + "micro_f1": 0.4624878481761697 +} \ No newline at end of file diff --git a/reports/udhr/glotlid@millid_per_language.csv b/reports/udhr/glotlid@millid_per_language.csv new file mode 100644 index 0000000000000000000000000000000000000000..fb57de98f849a9a1d8988485862373b174f8fc89 --- /dev/null +++ b/reports/udhr/glotlid@millid_per_language.csv @@ -0,0 +1,359 @@ +label,support,tp,fp,fn,tn,precision,recall,f1,specificity,fp_per_million,sensitivity +abk_Cyrl,57,57,0,0,23602,1.0,1.0,1.0,1.0,0.0,1.0 +ace_Latn,61,60,0,1,23598,1.0,0.983607,0.991736,1.0,0.0,0.983607 +acu_Latn,180,134,0,46,23479,1.0,0.744444,0.853503,1.0,0.0,0.744444 +ada_Latn,59,59,8,0,23592,0.880597,1.0,0.936508,0.999661,338.983051,1.0 +ady_Cyrl,56,54,0,2,23603,1.0,0.964286,0.981818,1.0,0.0,0.964286 +afr_Latn,60,60,0,0,23599,1.0,1.0,1.0,1.0,0.0,1.0 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diff --git a/reports/udhr/glotlid_per_language.csv b/reports/udhr/glotlid_per_language.csv new file mode 100644 index 0000000000000000000000000000000000000000..a0b0fc9ef869f6961d3c0e63321d33c9768c9850 --- /dev/null +++ b/reports/udhr/glotlid_per_language.csv @@ -0,0 +1,359 @@ +label,support,tp,fp,fn,tn,precision,recall,f1,specificity,fp_per_million,sensitivity +abk_Cyrl,57,57,0,0,23602,1.0,1.0,1.0,1.0,0.0,1.0 +ace_Latn,61,60,0,1,23598,1.0,0.983607,0.991736,1.0,0.0,0.983607 +acu_Latn,180,134,0,46,23479,1.0,0.744444,0.853503,1.0,0.0,0.744444 +ada_Latn,59,59,8,0,23592,0.880597,1.0,0.936508,0.999661,338.983051,1.0 +ady_Cyrl,56,54,0,2,23603,1.0,0.964286,0.981818,1.0,0.0,0.964286 +afr_Latn,60,60,0,0,23599,1.0,1.0,1.0,1.0,0.0,1.0 +agr_Latn,57,56,2,1,23600,0.965517,0.982456,0.973913,0.999915,84.738581,0.982456 +aii_Syrc,57,0,0,57,23602,0.0,0.0,0.0,1.0,0.0,0.0 +ajg_Latn,59,59,1,0,23599,0.983333,1.0,0.991597,0.999958,42.372881,1.0 +als_Latn,59,59,0,0,23600,1.0,1.0,1.0,1.0,0.0,1.0 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--- /dev/null +++ b/reports/udhr/glotlid_summary.json @@ -0,0 +1,17 @@ +{ + "top1_accuracy": 0.8598419206221734, + "top3_accuracy": 0.9279766684982459, + "top5_accuracy": 0.9420516505346802, + "passages": 23659, + "languages": 358, + "macro_precision": 0.9261030959501081, + "macro_recall": 0.8825915640670888, + "macro_f1": 0.8864649884094992, + "macro_specificity": 0.999887104475242, + "weighted_f1": 0.8701800337416647, + "median_f1": 0.9915248150542268, + "languages_f1_at_least_0_9": 287, + "languages_f1_below_0_5": 32, + "mean_fp_per_million": 112.89552475798357, + "micro_f1": 0.8598419206221734 +} \ No newline at end of file diff --git a/reports/udhr/leaderboard.csv b/reports/udhr/leaderboard.csv new file mode 100644 index 0000000000000000000000000000000000000000..3ee724cb6e10512dabc9d099ce94857d344ab263 --- /dev/null +++ b/reports/udhr/leaderboard.csv @@ -0,0 +1,359 @@ +label,language,support,millid_f1,millid_precision,millid_recall,glotlid_f1,glotlid_precision,glotlid_recall,glotlid@millid_f1,glotlid@millid_precision,glotlid@millid_recall,fasttext_f1,fasttext_precision,fasttext_recall,fasttext@millid_f1,fasttext@millid_precision,fasttext@millid_recall,delta,winner,delta_fasttext,winner_fasttext +roh_Latn,Romansh,399,0.9937,0.9975,0.99,0.9987,0.9975,1.0,0.9987,0.9975,1.0,0.9455,0.8966,1.0,0.9455,0.8966,1.0,-0.005,tie,0.0482,MillID +oci_Latn,Occitan,398,0.2771,1.0,0.1608,0.3755,1.0,0.2312,0.3755,1.0,0.2312,0.4355,0.5067,0.3819,0.4355,0.5067,0.3819,-0.0985,GlotLID,-0.1585,fastText +cmn_Hani,Chinese (Mandarin),319,0.8921,0.8338,0.9592,0.8681,0.823,0.9185,0.8681,0.823,0.9185,0.4676,0.6263,0.373,0.4676,0.6263,0.373,0.024,MillID,0.4245,MillID +krl_Latn,Karelian,183,0.0,0.0,0.0,0.0109,1.0,0.0055,0.0109,1.0,0.0055,0.0,0.0,0.0,0.0,0.0,0.0,-0.0109,GlotLID,0.0,tie +qug_Latn,Chimborazo Highland Quichua,182,0.0109,1.0,0.0055,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0109,MillID,0.0109,MillID +acu_Latn,Achuar-Shiwiar,180,0.828,0.9701,0.7222,0.8535,1.0,0.7444,0.8535,1.0,0.7444,0.0,0.0,0.0,0.0,0.0,0.0,-0.0255,GlotLID,0.828,MillID +hus_Latn,Huastec,175,0.9766,1.0,0.9543,0.9855,1.0,0.9714,0.9855,1.0,0.9714,0.0,0.0,0.0,0.0,0.0,0.0,-0.0089,tie,0.9766,MillID +hau_Latn,Hausa,155,0.9904,0.9872,0.9935,1.0,1.0,1.0,1.0,1.0,1.0,0.8757,0.7789,1.0,0.8757,0.7789,1.0,-0.0096,tie,0.1146,MillID +auc_Latn,Waorani,154,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.0,tie +kwi_Latn,Awa-Cuaiquer,145,0.8803,1.0,0.7862,0.8769,0.9913,0.7862,0.8769,0.9913,0.7862,0.0,0.0,0.0,0.0,0.0,0.0,0.0034,tie,0.8803,MillID +jpn_Jpan,Japanese,140,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.9437,0.9306,0.9571,0.9437,0.9306,0.9571,0.0,tie,0.0563,MillID +snn_Latn,Siona,136,0.6305,0.9552,0.4706,0.5137,1.0,0.3456,0.5137,1.0,0.3456,0.0,0.0,0.0,0.0,0.0,0.0,0.1169,MillID,0.6305,MillID +ktu_Latn,Kituba (Democratic Republic of Congo),118,0.7653,0.6667,0.8983,0.6803,0.6587,0.7034,0.6803,0.6587,0.7034,0.0,0.0,0.0,0.0,0.0,0.0,0.085,MillID,0.7653,MillID +lat_Latn,Latin,118,0.9957,1.0,0.9915,0.9915,1.0,0.9831,0.9915,1.0,0.9831,0.0,0.0,0.0,0.0,0.0,0.0,0.0043,tie,0.9957,MillID +hat_Latn,Haitian Creole,117,0.9915,0.9915,0.9915,0.9785,0.9828,0.9744,0.9785,0.9828,0.9744,0.6988,0.5395,0.9915,0.6988,0.5395,0.9915,0.0129,MillID,0.2927,MillID +nya_Latn,Nyanja,116,0.9913,1.0,0.9828,1.0,1.0,1.0,1.0,1.0,1.0,0.8056,0.6744,1.0,0.8056,0.6744,1.0,-0.0087,tie,0.1857,MillID +kmb_Latn,Kimbundu,116,0.9702,0.958,0.9828,1.0,1.0,1.0,1.0,1.0,1.0,0.8775,0.8102,0.9569,0.8775,0.8102,0.9569,-0.0298,GlotLID,0.0927,MillID +rmn_Latn,Balkan Romani,116,0.678,0.9836,0.5172,0.8571,1.0,0.75,0.8571,1.0,0.75,0.0,0.0,0.0,0.0,0.0,0.0,-0.1792,GlotLID,0.678,MillID +twi_Latn,Twi,116,0.9831,0.9667,1.0,0.9957,0.9915,1.0,0.9957,0.9915,1.0,0.3993,0.2495,1.0,0.3959,0.2468,1.0,-0.0127,GlotLID,0.5871,MillID +chr_Cher,Cherokee,115,0.6705,1.0,0.5043,0.6628,1.0,0.4957,0.6628,1.0,0.4957,0.0,0.0,0.0,0.0,0.0,0.0,0.0077,tie,0.6705,MillID +por_Latn,Portuguese,115,0.9554,0.9817,0.9304,0.9957,0.9914,1.0,0.9957,0.9914,1.0,0.7931,0.6571,1.0,0.7931,0.6571,1.0,-0.0403,GlotLID,0.1623,MillID +lvs_Latn,Standard Latvian,115,0.9868,1.0,0.9739,1.0,1.0,1.0,1.0,1.0,1.0,0.9914,0.9829,1.0,0.9914,0.9829,1.0,-0.0132,GlotLID,-0.0046,tie +pov_Latn,Upper Guinea Crioulo,115,0.8205,1.0,0.6957,0.8325,1.0,0.713,0.8325,1.0,0.713,0.0,0.0,0.0,0.0,0.0,0.0,-0.012,GlotLID,0.8205,MillID +kng_Latn,Koongo,115,0.0758,0.2941,0.0435,0.1928,0.3137,0.1391,0.1928,0.3137,0.1391,0.4571,0.36,0.6261,0.4571,0.36,0.6261,-0.117,GlotLID,-0.3814,fastText +ell_Grek,Greek,115,0.6705,1.0,0.5043,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,-0.3295,GlotLID,-0.3295,fastText +tha_Thai,Thai,114,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.9956,0.9913,1.0,0.9956,0.9913,1.0,0.0,tie,0.0044,tie +tso_Latn,Tsonga,114,0.86,1.0,0.7544,0.7807,1.0,0.6404,0.7807,1.0,0.6404,0.6909,0.5278,1.0,0.6909,0.5278,1.0,0.0793,MillID,0.1691,MillID +cjk_Latn,Chokwe,114,0.8713,1.0,0.7719,1.0,1.0,1.0,1.0,1.0,1.0,0.5327,0.3679,0.9649,0.5327,0.3679,0.9649,-0.1287,GlotLID,0.3386,MillID +fas_Arab,Persian,114,0.9912,1.0,0.9825,1.0,1.0,1.0,1.0,1.0,1.0,0.9344,0.8769,1.0,0.9344,0.8769,1.0,-0.0088,tie,0.0567,MillID +lin_Latn,Lingala,110,0.991,0.9821,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.9864,0.982,0.9909,0.9864,0.982,0.9909,-0.009,tie,0.0046,tie +urd_Arab,Urdu,108,0.9907,1.0,0.9815,0.986,0.9907,0.9815,0.986,0.9907,0.9815,0.6353,0.4655,1.0,0.6353,0.4655,1.0,0.0046,tie,0.3554,MillID +fuv_Latn,Nigerian Fulfulde,108,0.6588,0.9032,0.5185,0.6813,0.8378,0.5741,0.6885,0.84,0.5833,0.4747,0.3112,1.0,0.4747,0.3112,1.0,-0.0297,GlotLID,0.1841,MillID +umb_Latn,Umbundu,107,0.9662,1.0,0.9346,0.9906,1.0,0.9813,0.9906,1.0,0.9813,0.9083,0.8525,0.972,0.9083,0.8525,0.972,-0.0244,GlotLID,0.0579,MillID +mal_Mlym,Malayalam,100,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,tie,0.0,tie +ron_Latn,Romanian,97,0.9949,0.9898,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.8727,0.7805,0.9897,0.8727,0.7805,0.9897,-0.0051,tie,0.1221,MillID +ven_Latn,Venda,89,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +spa_Latn,Spanish,78,0.974,0.9868,0.9615,0.9872,0.9872,0.9872,0.9872,0.9872,0.9872,0.5571,0.3861,1.0,0.5571,0.3861,1.0,-0.0132,GlotLID,0.4169,MillID +hye_Armn,Armenian,70,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.9855,1.0,0.9714,0.9855,1.0,0.9714,0.0,tie,0.0145,MillID +tam_Taml,Tamil,68,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,tie,0.0,tie +tiv_Latn,Tiv,67,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +deu_Latn,German,67,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.9571,0.9178,1.0,0.9571,0.9178,1.0,0.0,tie,0.0429,MillID +sun_Latn,Sundanese,66,0.9924,1.0,0.9848,0.9924,1.0,0.9848,0.9924,1.0,0.9848,0.7692,0.6311,0.9848,0.7692,0.6311,0.9848,0.0,tie,0.2231,MillID +pam_Latn,Pampanga,66,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +knc_Latn,Central Kanuri,64,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.4384,0.2807,1.0,0.4384,0.2807,1.0,0.0,tie,0.5616,MillID +njo_Latn,Ao Naga,64,1.0,1.0,1.0,0.9921,1.0,0.9844,0.9921,1.0,0.9844,0.0,0.0,0.0,0.0,0.0,0.0,0.0079,tie,1.0,MillID +skr_Arab,Saraiki,63,0.8673,0.98,0.7778,0.5,1.0,0.3333,0.5,1.0,0.3333,0.0,0.0,0.0,0.0,0.0,0.0,0.3673,MillID,0.8673,MillID +smo_Latn,Samoan,63,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.7922,0.6703,0.9683,0.7922,0.6703,0.9683,0.0,tie,0.2078,MillID +nob_Latn,Norwegian Bokmål,62,0.9134,0.8923,0.9355,0.9764,0.9538,1.0,0.9764,0.9538,1.0,0.992,0.9841,1.0,0.992,0.9841,1.0,-0.063,GlotLID,-0.0786,fastText +mcf_Latn,Matsés,62,1.0,1.0,1.0,0.992,0.9841,1.0,0.992,0.9841,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.008,tie,1.0,MillID +shp_Latn,Shipibo-Conibo,62,0.4691,1.0,0.3065,0.9123,1.0,0.8387,0.9123,1.0,0.8387,0.0,0.0,0.0,0.0,0.0,0.0,-0.4431,GlotLID,0.4691,MillID +cbi_Latn,Chachi,62,0.9841,0.9688,1.0,0.9919,1.0,0.9839,0.9919,1.0,0.9839,0.0,0.0,0.0,0.0,0.0,0.0,-0.0077,tie,0.9841,MillID +gla_Latn,Scottish Gaelic,62,0.9919,1.0,0.9839,0.9836,1.0,0.9677,0.9836,1.0,0.9677,0.9587,0.9831,0.9355,0.9587,0.9831,0.9355,0.0083,tie,0.0332,MillID +pnb_Arab,Western Panjabi,61,0.8824,0.8,0.9836,0.7394,0.5865,1.0,0.7394,0.5865,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.143,MillID,0.8824,MillID +dan_Latn,Danish,61,0.9431,0.9355,0.9508,0.9833,1.0,0.9672,0.9833,1.0,0.9672,0.9677,0.9524,0.9836,0.9677,0.9524,0.9836,-0.0402,GlotLID,-0.0247,fastText +fin_Latn,Finnish,61,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.2998,0.1763,1.0,0.2998,0.1763,1.0,0.0,tie,0.7002,MillID +sey_Latn,Secoya,61,0.5799,0.4537,0.8033,0.5744,0.4179,0.918,0.5888,0.4265,0.9508,0.0,0.0,0.0,0.0,0.0,0.0,-0.009,tie,0.5799,MillID +swe_Latn,Swedish,61,0.9917,1.0,0.9836,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,-0.0083,tie,-0.0083,tie +boa_Latn,Bora,61,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +amr_Latn,Amarakaeri,61,0.9919,0.9839,1.0,0.976,0.9531,1.0,0.976,0.9531,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0159,MillID,0.9919,MillID +ace_Latn,Acehnese,61,1.0,1.0,1.0,0.9917,1.0,0.9836,0.9917,1.0,0.9836,0.5357,0.3681,0.9836,0.5357,0.3681,0.9836,0.0083,tie,0.4643,MillID +sna_Latn,Shona,60,0.9756,0.9524,1.0,0.9917,0.9836,1.0,0.9917,0.9836,1.0,0.5729,0.4101,0.95,0.5729,0.4101,0.95,-0.0161,GlotLID,0.4027,MillID +bug_Latn,Buginese,60,0.9298,0.9815,0.8833,1.0,1.0,1.0,1.0,1.0,1.0,0.5742,0.4027,1.0,0.5742,0.4027,1.0,-0.0702,GlotLID,0.3557,MillID +cab_Latn,Garifuna,60,1.0,1.0,1.0,0.9831,1.0,0.9667,0.9831,1.0,0.9667,0.0,0.0,0.0,0.0,0.0,0.0,0.0169,MillID,1.0,MillID +bod_Tibt,Tibetan,60,0.9748,0.9831,0.9667,0.9009,0.9804,0.8333,0.9009,0.9804,0.8333,0.8992,0.8406,0.9667,0.8992,0.8406,0.9667,0.0739,MillID,0.0756,MillID +cot_Latn,Caquinte,60,0.9916,1.0,0.9833,0.9916,1.0,0.9833,0.9916,1.0,0.9833,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.9916,MillID +cpu_Latn,Pichis Ashéninka,60,0.7292,0.9722,0.5833,0.9744,1.0,0.95,0.9744,1.0,0.95,0.0,0.0,0.0,0.0,0.0,0.0,-0.2452,GlotLID,0.7292,MillID +cbr_Latn,Cashibo-Cacataibo,60,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +tbz_Latn,Ditammari,60,0.0,0.0,0.0,0.3784,1.0,0.2333,0.3784,1.0,0.2333,0.0,0.0,0.0,0.0,0.0,0.0,-0.3784,GlotLID,0.0,tie +zgh_Tfng,Standard Moroccan Tamazight,60,0.75,1.0,0.6,0.4615,1.0,0.3,0.4615,1.0,0.3,0.0,0.0,0.0,0.0,0.0,0.0,0.2885,MillID,0.75,MillID +ton_Latn,Tongan,60,1.0,1.0,1.0,0.9917,0.9836,1.0,0.9917,0.9836,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0083,tie,1.0,MillID +tca_Latn,Ticuna,60,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +zam_Latn,Miahuatlán Zapotec,60,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.0,tie +cym_Latn,Welsh,60,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.8108,0.6818,1.0,0.8108,0.6818,1.0,0.0,tie,0.1892,MillID +qvm_Latn,Margos-Yarowilca-Lauricocha Quechua,60,0.3562,1.0,0.2167,0.5,1.0,0.3333,0.5,1.0,0.3333,0.0,0.0,0.0,0.0,0.0,0.0,-0.1438,GlotLID,0.3562,MillID +quy_Latn,Ayacucho Quechua,60,0.6744,0.5179,0.9667,0.7763,0.6413,0.9833,0.7763,0.6413,0.9833,0.1039,0.0548,0.9833,0.1039,0.0548,0.9833,-0.1019,GlotLID,0.5705,MillID +fil_Latn,Filipino,60,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.553,0.3822,1.0,0.553,0.3822,1.0,0.0,tie,0.447,MillID +mad_Latn,Madurese,60,0.9833,0.9833,0.9833,0.9748,0.9831,0.9667,0.9748,0.9831,0.9667,0.0,0.0,0.0,0.0,0.0,0.0,0.0085,tie,0.9833,MillID +mcd_Latn,Sharanahua,60,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +ekk_Latn,Estonian,60,0.9917,0.9836,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.3448,0.2083,1.0,0.3448,0.2083,1.0,-0.0083,tie,0.6469,MillID +ctd_Latn,Tedim Chin,60,0.6047,1.0,0.4333,0.6957,1.0,0.5333,0.7234,1.0,0.5667,0.0,0.0,0.0,0.0,0.0,0.0,-0.1188,GlotLID,0.6047,MillID +gaz_Latn,Oromo (West Central),60,0.958,0.9661,0.95,0.9752,0.9672,0.9833,0.9752,0.9672,0.9833,0.5381,0.3681,1.0,0.5381,0.3681,1.0,-0.0172,GlotLID,0.4199,MillID +ind_Latn,Indonesian,60,0.7677,0.9744,0.6333,0.9027,0.9623,0.85,0.9027,0.9623,0.85,0.5652,0.4194,0.8667,0.5652,0.4194,0.8667,-0.135,GlotLID,0.2025,MillID +jav_Latn,Javanese,60,0.9833,0.9833,0.9833,0.9916,1.0,0.9833,0.9916,1.0,0.9833,0.513,0.3471,0.9833,0.513,0.3471,0.9833,-0.0083,tie,0.4703,MillID +jiv_Latn,Shuar,60,0.8227,0.716,0.9667,0.8027,0.6782,0.9833,0.8027,0.6782,0.9833,0.0,0.0,0.0,0.0,0.0,0.0,0.02,MillID,0.8227,MillID +vie_Latn,Vietnamese,60,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.9524,0.9091,1.0,0.9524,0.9091,1.0,0.0,tie,0.0476,MillID +wol_Latn,Wolof,60,0.9917,0.9836,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.2362,0.1339,1.0,0.2362,0.1339,1.0,-0.0083,tie,0.7555,MillID +gjn_Latn,Gonja,60,0.9916,1.0,0.9833,0.9831,1.0,0.9667,0.9831,1.0,0.9667,0.0,0.0,0.0,0.0,0.0,0.0,0.0085,tie,0.9916,MillID +war_Latn,Waray,60,0.9836,0.9677,1.0,0.9917,0.9836,1.0,0.9917,0.9836,1.0,0.944,0.9077,0.9833,0.944,0.9077,0.9833,-0.0081,tie,0.0396,MillID +ban_Latn,Balinese,60,0.9744,1.0,0.95,1.0,1.0,1.0,1.0,1.0,1.0,0.5607,0.3896,1.0,0.5607,0.3896,1.0,-0.0256,GlotLID,0.4136,MillID +udu_Latn,Uduk,60,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +arl_Latn,Arabela,60,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +afr_Latn,Afrikaans,60,0.9916,1.0,0.9833,1.0,1.0,1.0,1.0,1.0,1.0,0.944,0.9077,0.9833,0.944,0.9077,0.9833,-0.0084,tie,0.0476,MillID +ada_Latn,Adangme,59,0.9916,0.9833,1.0,0.9365,0.8806,1.0,0.9365,0.8806,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0551,MillID,0.9916,MillID +ceb_Latn,Cebuano,59,0.9916,0.9833,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.6146,0.4436,1.0,0.6146,0.4436,1.0,-0.0084,tie,0.377,MillID +als_Latn,Albanian (Tosk),59,0.9915,1.0,0.9831,1.0,1.0,1.0,1.0,1.0,1.0,0.7329,0.5784,1.0,0.7329,0.5784,1.0,-0.0085,tie,0.2585,MillID +ajg_Latn,Aja (Benin),59,0.9219,0.8551,1.0,0.9916,0.9833,1.0,0.9916,0.9833,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0697,GlotLID,0.9219,MillID +bos_Latn,Bosnian,59,0.2,0.1831,0.2203,0.3121,0.2368,0.4576,0.3121,0.2368,0.4576,0.1979,0.125,0.4746,0.1979,0.125,0.4746,-0.1121,GlotLID,0.0021,tie +bre_Latn,Breton,59,0.9831,0.9831,0.9831,0.9915,1.0,0.9831,0.9915,1.0,0.9831,0.0,0.0,0.0,0.0,0.0,0.0,-0.0084,tie,0.9831,MillID +ssw_Latn,Swati,59,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.9516,0.9077,1.0,0.9516,0.9077,1.0,0.0,tie,0.0484,MillID +hsb_Latn,Upper Sorbian,59,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +yua_Latn,Yucateco,59,0.9833,0.9672,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0167,GlotLID,0.9833,MillID +fur_Latn,Friulian,59,0.9667,0.9508,0.9831,1.0,1.0,1.0,1.0,1.0,1.0,0.6082,0.437,1.0,0.6051,0.4338,1.0,-0.0333,GlotLID,0.3615,MillID +gaa_Latn,Ga,59,0.9752,0.9516,1.0,0.9916,0.9833,1.0,0.9833,0.9672,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0081,tie,0.9752,MillID +gsw_Latn,Swiss German,59,0.8462,0.9778,0.7458,0.9915,1.0,0.9831,0.9915,1.0,0.9831,0.0,0.0,0.0,0.0,0.0,0.0,-0.1453,GlotLID,0.8462,MillID +hin_Deva,Hindi,59,0.7234,0.9714,0.5763,0.9573,0.9655,0.9492,0.9573,0.9655,0.9492,0.9752,0.9516,1.0,0.9752,0.9516,1.0,-0.2339,GlotLID,-0.2518,fastText +hns_Latn,Caribbean Hindustani,59,0.9273,1.0,0.8644,0.9369,1.0,0.8814,0.9369,1.0,0.8814,0.0,0.0,0.0,0.0,0.0,0.0,-0.0097,tie,0.9273,MillID +hun_Latn,Hungarian,59,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.3224,0.1922,1.0,0.3224,0.1922,1.0,0.0,tie,0.6776,MillID +sin_Sinh,Sinhala,59,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,tie,0.0,tie +srp_Latn,Serbian,59,0.3486,0.38,0.322,0.45,0.8571,0.3051,0.45,0.8571,0.3051,0.0,0.0,0.0,0.0,0.0,0.0,-0.1014,GlotLID,0.3486,MillID +sag_Latn,Sango,59,0.9915,1.0,0.9831,0.5783,1.0,0.4068,0.5783,1.0,0.4068,0.1892,0.4667,0.1186,0.1892,0.4667,0.1186,0.4131,MillID,0.8023,MillID +srp_Cyrl,Serbian,59,0.9915,1.0,0.9831,0.9915,1.0,0.9831,0.9915,1.0,0.9831,0.9915,1.0,0.9831,0.9915,1.0,0.9831,0.0,tie,0.0,tie +slv_Latn,Slovenian,59,0.9661,0.9661,0.9661,0.9752,0.9516,1.0,0.9752,0.9516,1.0,0.8027,0.6705,1.0,0.8027,0.6705,1.0,-0.0091,tie,0.1634,MillID +kdh_Latn,Tem,59,0.9916,0.9833,1.0,0.8654,1.0,0.7627,0.9915,1.0,0.9831,0.0,0.0,0.0,0.0,0.0,0.0,0.0001,tie,0.9916,MillID +khm_Khmr,Khmer,59,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,tie,0.0,tie +kqn_Latn,Kaonde,59,0.9831,0.9831,0.9831,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0169,GlotLID,0.9831,MillID +kbr_Latn,Kafa,59,1.0,1.0,1.0,0.9915,1.0,0.9831,0.9915,1.0,0.9831,0.0,0.0,0.0,0.0,0.0,0.0,0.0085,tie,1.0,MillID +kin_Latn,Kinyarwanda,59,0.8039,0.9535,0.6949,0.8868,1.0,0.7966,0.8868,1.0,0.7966,0.8571,0.85,0.8644,0.8571,0.85,0.8644,-0.0829,GlotLID,-0.0532,fastText +kbp_Latn,Kabiyè,59,0.7815,0.6413,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.3893,0.2427,0.9831,0.3893,0.2427,0.9831,-0.2185,GlotLID,0.3922,MillID +xsm_Latn,Kasem,59,0.9273,1.0,0.8644,0.9915,1.0,0.9831,0.9915,1.0,0.9831,0.0,0.0,0.0,0.0,0.0,0.0,-0.0642,GlotLID,0.9273,MillID +gag_Latn,Gagauz,59,0.9828,1.0,0.9661,0.9915,1.0,0.9831,0.9915,1.0,0.9831,0.0,0.0,0.0,0.0,0.0,0.0,-0.0087,tie,0.9828,MillID +ydd_Hebr,Eastern Yiddish,59,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,tie,0.0,tie +tly_Latn,Talysh,59,0.9915,1.0,0.9831,0.9915,1.0,0.9831,0.9915,1.0,0.9831,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.9915,MillID +bis_Latn,Bislama,59,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.7516,0.602,1.0,0.7516,0.602,1.0,0.0,tie,0.2484,MillID +pol_Latn,Polish,59,0.9916,0.9833,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.7296,0.58,0.9831,0.7296,0.58,0.9831,-0.0084,tie,0.262,MillID +nba_Latn,Nyemba,59,0.0328,0.5,0.0169,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0328,MillID,0.0328,MillID +nav_Latn,Navajo,59,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.7024,0.5413,1.0,0.7024,0.5413,1.0,0.0,tie,0.2976,MillID +rar_Latn,Rarotongan,59,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +qwh_Latn,Huaylas Ancash Quechua,59,0.494,0.3832,0.6949,0.6545,0.7059,0.6102,0.6545,0.7059,0.6102,0.0,0.0,0.0,0.0,0.0,0.0,-0.1606,GlotLID,0.494,MillID +dga_Latn,Southern Dagaare,59,1.0,1.0,1.0,0.9915,1.0,0.9831,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +dzo_Tibt,Dzongkha,59,0.9748,0.9667,0.9831,0.9134,0.8529,0.9831,0.9134,0.8529,0.9831,0.8571,0.9057,0.8136,0.8571,0.9057,0.8136,0.0614,MillID,0.1176,MillID +crh_Latn,Crimean Tatar,59,0.9916,0.9833,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.8551,0.7468,1.0,0.8551,0.7468,1.0,-0.0084,tie,0.1365,MillID +not_Latn,Nomatsiguenga,59,0.9831,0.9831,0.9831,0.9915,1.0,0.9831,0.9915,1.0,0.9831,0.0,0.0,0.0,0.0,0.0,0.0,-0.0084,tie,0.9831,MillID +ewe_Latn,Ewe,59,0.9916,0.9833,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.6517,0.4874,0.9831,0.6517,0.4874,0.9831,-0.0084,tie,0.3399,MillID +fij_Latn,Fijian,59,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.9752,0.9516,1.0,0.9752,0.9516,1.0,0.0,tie,0.0248,MillID +eus_Latn,Basque,59,0.9219,0.8551,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.8923,0.8169,0.9831,0.8923,0.8169,0.9831,-0.0781,GlotLID,0.0296,MillID +lld_Latn,Ladin,59,0.9091,0.9804,0.8475,0.7312,1.0,0.5763,0.7312,1.0,0.5763,0.0,0.0,0.0,0.0,0.0,0.0,0.1779,MillID,0.9091,MillID +uig_Latn,Uyghur,59,0.9833,0.9672,1.0,0.9833,0.9672,1.0,0.9752,0.9516,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0081,tie,0.9833,MillID +bcl_Latn,Central Bikol,59,0.9915,1.0,0.9831,0.9916,0.9833,1.0,0.9916,0.9833,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0001,tie,0.9915,MillID +ayr_Latn,Central Aymara,59,0.9916,0.9833,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.716,0.5631,0.9831,0.716,0.5631,0.9831,-0.0084,tie,0.2755,MillID +wln_Latn,Walloon,59,0.6118,0.4685,0.8814,0.655,0.5,0.9492,0.655,0.5,0.9492,0.0,0.0,0.0,0.0,0.0,0.0,-0.0432,GlotLID,0.6118,MillID +cnr_Latn,Serbian (Montenegro),59,0.0,0.0,0.0,0.0303,0.1429,0.0169,0.0303,0.1429,0.0169,0.0,0.0,0.0,0.0,0.0,0.0,-0.0303,GlotLID,0.0,tie +cof_Latn,Colorado,59,1.0,1.0,1.0,0.9273,1.0,0.8644,0.9369,1.0,0.8814,0.0,0.0,0.0,0.0,0.0,0.0,0.0631,MillID,1.0,MillID +cos_Latn,Corsican,59,1.0,1.0,1.0,0.9915,1.0,0.9831,0.9915,1.0,0.9831,0.0,0.0,0.0,0.0,0.0,0.0,0.0085,tie,1.0,MillID +cjs_Cyrl,Shor,59,0.9558,1.0,0.9153,0.9369,1.0,0.8814,0.9369,1.0,0.8814,0.0,0.0,0.0,0.0,0.0,0.0,0.0188,MillID,0.9558,MillID +qva_Latn,Ambo-Pasco Quechua,59,0.0,0.0,0.0,0.0328,0.5,0.0169,0.0328,0.5,0.0169,0.0,0.0,0.0,0.0,0.0,0.0,-0.0328,GlotLID,0.0,tie +ote_Latn,Mezquital Otomi,59,0.1538,0.8333,0.0847,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.1538,MillID,0.1538,MillID +nzi_Latn,Nzima,59,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +tsz_Latn,Purepecha,59,0.9739,1.0,0.9492,0.9655,0.9825,0.9492,0.9744,0.9828,0.9661,0.0,0.0,0.0,0.0,0.0,0.0,-0.0004,tie,0.9739,MillID +tob_Latn,Toba,59,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +ame_Latn,Yanesha',59,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +tur_Latn,Turkish,59,0.9833,0.9672,1.0,0.9916,0.9833,1.0,0.9916,0.9833,1.0,0.59,0.4184,1.0,0.59,0.4184,1.0,-0.0083,tie,0.3933,MillID +tuk_Latn,Turkmen,59,0.9828,1.0,0.9661,1.0,1.0,1.0,1.0,1.0,1.0,0.9672,0.9365,1.0,0.9672,0.9365,1.0,-0.0172,GlotLID,0.0155,MillID +top_Latn,Papantla Totonac,59,0.958,0.95,0.9661,0.9916,0.9833,1.0,0.9916,0.9833,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0336,GlotLID,0.958,MillID +maz_Latn,Central Mazahua,59,0.7891,0.6591,0.9831,0.9391,0.9643,0.9153,0.9391,0.9643,0.9153,0.0,0.0,0.0,0.0,0.0,0.0,-0.15,GlotLID,0.7891,MillID +men_Latn,Mende,59,1.0,1.0,1.0,0.9916,0.9833,1.0,0.9916,0.9833,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0084,tie,1.0,MillID +mic_Latn,Mi'kmaw,59,0.9915,1.0,0.9831,0.4267,1.0,0.2712,0.4267,1.0,0.2712,0.0,0.0,0.0,0.0,0.0,0.0,0.5648,MillID,0.9915,MillID +ltz_Latn,Luxembourgish,59,0.9915,1.0,0.9831,0.9915,1.0,0.9831,0.9915,1.0,0.9831,0.648,0.4833,0.9831,0.648,0.4833,0.9831,0.0,tie,0.3434,MillID +min_Latn,Minangkabau,59,0.9916,0.9833,1.0,0.9916,0.9833,1.0,0.9916,0.9833,1.0,0.127,1.0,0.0678,0.127,1.0,0.0678,0.0,tie,0.8646,MillID +mor_Latn,Moro,59,1.0,1.0,1.0,0.9915,1.0,0.9831,0.9915,1.0,0.9831,0.0,0.0,0.0,0.0,0.0,0.0,0.0085,tie,1.0,MillID +mlt_Latn,Maltese,59,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.8939,0.8082,1.0,0.8939,0.8082,1.0,0.0,tie,0.1061,MillID +mar_Deva,Marathi,59,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,tie,0.0,tie +ibo_Latn,Igbo,58,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.8227,0.6988,1.0,0.8227,0.6988,1.0,0.0,tie,0.1773,MillID +kat_Geor,Georgian,58,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,tie,0.0,tie +kha_Latn,Khasi,58,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +kab_Latn,Kabyle,58,0.9259,1.0,0.8621,0.9913,1.0,0.9828,0.9913,1.0,0.9828,0.9831,0.9667,1.0,0.9748,0.9508,1.0,-0.0654,GlotLID,-0.0489,fastText +heb_Hebr,Hebrew,58,0.9825,1.0,0.9655,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,-0.0175,GlotLID,-0.0175,fastText +sco_Latn,Scots,58,0.9825,1.0,0.9655,0.9735,1.0,0.9483,0.9735,1.0,0.9483,0.0,0.0,0.0,0.0,0.0,0.0,0.009,tie,0.9825,MillID +srr_Latn,Serer,58,1.0,1.0,1.0,0.9831,0.9667,1.0,0.9831,0.9667,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0169,MillID,1.0,MillID +kaz_Cyrl,Kazakh,58,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.4444,0.2857,1.0,0.4444,0.2857,1.0,0.0,tie,0.5556,MillID +ces_Latn,Czech,58,0.9825,1.0,0.9655,1.0,1.0,1.0,1.0,1.0,1.0,0.9508,0.9062,1.0,0.9508,0.9062,1.0,-0.0175,GlotLID,0.0316,MillID +bul_Cyrl,Bulgarian,58,0.9828,0.9828,0.9828,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,-0.0172,GlotLID,-0.0172,fastText +suk_Latn,Sukuma,58,0.9828,0.9828,0.9828,0.9828,0.9828,0.9828,0.9828,0.9828,0.9828,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.9828,MillID +zul_Latn,Zulu,58,0.9189,0.9623,0.8793,0.9744,0.9661,0.9828,0.9744,0.9661,0.9828,0.6073,0.4361,1.0,0.6073,0.4361,1.0,-0.0554,GlotLID,0.3116,MillID +chk_Latn,Chuukese,58,0.9915,0.9831,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0085,tie,0.9915,MillID +guj_Gujr,Gujarati,58,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,tie,0.0,tie +guc_Latn,Wayuu,58,0.9831,0.9667,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0169,GlotLID,0.9831,MillID +tzo_Latn,Tzotzil,58,0.9643,1.0,0.931,0.9913,1.0,0.9828,0.9913,1.0,0.9828,0.0,0.0,0.0,0.0,0.0,0.0,-0.027,GlotLID,0.9643,MillID +vmw_Latn,Makhuwa,58,0.9825,1.0,0.9655,0.9825,1.0,0.9655,0.9913,1.0,0.9828,0.0,0.0,0.0,0.0,0.0,0.0,-0.0088,tie,0.9825,MillID +vec_Latn,Venetian,58,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.8056,0.6744,1.0,0.8056,0.6744,1.0,0.0,tie,0.1944,MillID +ukr_Cyrl,Ukrainian,58,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.9667,0.9355,1.0,0.9667,0.9355,1.0,0.0,tie,0.0333,MillID +bci_Latn,Baoulé,58,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +bba_Latn,Baatonum,58,0.9913,1.0,0.9828,0.9913,1.0,0.9828,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0087,tie,0.9913,MillID +bel_Cyrl,Belarusian,58,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.8345,0.716,1.0,0.8345,0.716,1.0,0.0,tie,0.1655,MillID +uig_Arab,Uyghur,58,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,tie,0.0,tie +ast_Latn,Asturian,58,0.9735,1.0,0.9483,1.0,1.0,1.0,1.0,1.0,1.0,0.7484,0.5979,1.0,0.7484,0.5979,1.0,-0.0265,GlotLID,0.2251,MillID +sus_Latn,Susu,58,0.955,1.0,0.9138,0.9748,0.9508,1.0,0.9748,0.9508,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0198,GlotLID,0.955,MillID +uzn_Cyrl,Northern Uzbek,58,0.9913,1.0,0.9828,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0087,tie,0.9913,MillID +uzn_Latn,Northern Uzbek,58,0.9667,0.9355,1.0,0.9915,0.9831,1.0,0.9915,0.9831,1.0,0.4056,0.2544,1.0,0.4056,0.2544,1.0,-0.0248,GlotLID,0.5611,MillID +ndo_Latn,Ndonga,58,0.95,0.9194,0.9828,0.958,0.9344,0.9828,0.958,0.9344,0.9828,0.0,0.0,0.0,0.0,0.0,0.0,-0.008,tie,0.95,MillID +nds_Latn,Low German,58,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +qvh_Latn,Huamalíes-Dos de Mayo Huánuco Quechua,58,0.4675,0.9474,0.3103,0.1538,0.7143,0.0862,0.1538,0.7143,0.0862,0.0,0.0,0.0,0.0,0.0,0.0,0.3137,MillID,0.4675,MillID +qvc_Latn,Cajamarca Quechua,58,0.648,0.4793,1.0,0.9062,0.8286,1.0,0.9062,0.8286,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.2582,GlotLID,0.648,MillID +dyu_Latn,Dyula,58,0.0,0.0,0.0,0.4337,0.72,0.3103,0.4337,0.72,0.3103,0.0154,0.0139,0.0172,0.0154,0.0139,0.0172,-0.4337,GlotLID,-0.0154,fastText +eng_Latn,English,58,0.9748,0.9508,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.5979,0.4265,1.0,0.5979,0.4265,1.0,-0.0252,GlotLID,0.3769,MillID +yap_Latn,Yapese,58,0.9913,1.0,0.9828,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0087,tie,0.9913,MillID +kmr_Latn,Northern Kurdish,58,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.7582,0.6105,1.0,0.7582,0.6105,1.0,0.0,tie,0.2418,MillID +kir_Cyrl,Kyrgyz,58,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.6237,0.4531,1.0,0.6237,0.4531,1.0,0.0,tie,0.3763,MillID +glv_Latn,Manx,58,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +kor_Hang,Korean,58,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.8923,0.8056,1.0,0.8923,0.8056,1.0,0.0,tie,0.1077,MillID +rus_Cyrl,Russian,58,0.9748,0.9508,1.0,0.9667,0.9355,1.0,0.9667,0.9355,1.0,0.7838,0.6444,1.0,0.7838,0.6444,1.0,0.0081,tie,0.191,MillID +glg_Latn,Galician,58,0.9828,0.9828,0.9828,1.0,1.0,1.0,1.0,1.0,1.0,0.8286,0.7073,1.0,0.8286,0.7073,1.0,-0.0172,GlotLID,0.1542,MillID +xho_Latn,Xhosa,58,0.9402,0.9322,0.9483,1.0,1.0,1.0,1.0,1.0,1.0,0.8529,0.7436,1.0,0.8529,0.7436,1.0,-0.0598,GlotLID,0.0872,MillID +kaa_Cyrl,Kara-Kalpak,58,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +kal_Latn,Kalaallisut,58,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.76,0.6196,0.9828,0.76,0.6196,0.9828,0.0,tie,0.24,MillID +kea_Latn,Kabuverdianu,58,0.7917,0.6628,0.9828,0.9355,0.8788,1.0,0.9355,0.8788,1.0,0.125,0.0896,0.2069,0.1244,0.0889,0.2069,-0.1438,GlotLID,0.6673,MillID +kan_Knda,Kannada,58,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,tie,0.0,tie +ina_Latn,Interlingua,58,0.9913,1.0,0.9828,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0087,tie,0.9913,MillID +ilo_Latn,Iloko,58,0.9831,0.9667,1.0,0.9913,1.0,0.9828,0.9913,1.0,0.9828,0.8593,0.7532,1.0,0.8593,0.7532,1.0,-0.0083,tie,0.1238,MillID +bum_Latn,Bulu,58,0.2154,1.0,0.1207,0.0984,1.0,0.0517,0.0984,1.0,0.0517,0.0,0.0,0.0,0.0,0.0,0.0,0.117,MillID,0.2154,MillID +cat_Latn,Catalan,58,0.9748,0.9508,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.6905,0.5273,1.0,0.6905,0.5273,1.0,-0.0252,GlotLID,0.2843,MillID +sme_Latn,Northern Sami,58,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +haw_Latn,Hawaiian,58,1.0,1.0,1.0,0.9735,1.0,0.9483,0.9735,1.0,0.9483,0.0,0.0,0.0,0.0,0.0,0.0,0.0265,MillID,1.0,MillID +hnj_Latn,Hmong Njua,58,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.0,tie +hil_Latn,Hiligaynon,58,0.9913,1.0,0.9828,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0087,tie,0.9913,MillID +hrv_Latn,Croatian,58,0.5,0.3772,0.7414,0.7273,0.5833,0.9655,0.7273,0.5833,0.9655,0.4737,0.3176,0.931,0.4737,0.3176,0.931,-0.2273,GlotLID,0.0263,MillID +huu_Latn,Murui Huitoto,58,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +kri_Latn,Krio,58,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +nso_Latn,Northern Sotho,58,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.9508,0.9062,1.0,0.9508,0.9062,1.0,0.0,tie,0.0492,MillID +nld_Latn,Dutch,58,0.9915,0.9831,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.703,0.5421,1.0,0.703,0.5421,1.0,-0.0085,tie,0.2884,MillID +niu_Latn,Niuean,58,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +mxv_Latn,Metlatónoc Mixtec,58,0.129,1.0,0.069,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.129,MillID,0.129,MillID +lij_Latn,Ligurian,58,0.9831,0.9667,1.0,0.8593,0.7532,1.0,0.8593,0.7532,1.0,0.4872,0.3239,0.9828,0.4872,0.3239,0.9828,0.1238,MillID,0.4959,MillID +lit_Latn,Lithuanian,58,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.8112,0.6824,1.0,0.8112,0.6824,1.0,0.0,tie,0.1888,MillID +loz_Latn,Lozi,58,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +quc_Latn,Kʼicheʼ,58,1.0,1.0,1.0,0.9174,0.9804,0.8621,0.9174,0.9804,0.8621,0.0,0.0,0.0,0.0,0.0,0.0,0.0826,MillID,1.0,MillID +run_Latn,Rundi,58,0.8571,0.76,0.9828,0.8992,0.8169,1.0,0.8992,0.8169,1.0,0.8,0.6667,1.0,0.8,0.6667,1.0,-0.0421,GlotLID,0.0571,MillID +crs_Latn,Seselwa Creole French,58,0.9915,0.9831,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0085,tie,0.9915,MillID +nbl_Latn,South Ndebele,58,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.0,tie +lad_Latn,Ladino,58,0.9643,1.0,0.931,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0357,GlotLID,0.9643,MillID +lue_Latn,Luvale,58,0.9748,0.9508,1.0,0.9913,1.0,0.9828,0.9913,1.0,0.9828,0.0,0.0,0.0,0.0,0.0,0.0,-0.0165,GlotLID,0.9748,MillID +mah_Latn,Marshallese,58,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +lus_Latn,Mizo,58,0.9913,1.0,0.9828,1.0,1.0,1.0,0.9915,0.9831,1.0,0.3986,0.2489,1.0,0.3986,0.2489,1.0,-0.0001,tie,0.5927,MillID +epo_Latn,Esperanto,58,0.9913,1.0,0.9828,1.0,1.0,1.0,1.0,1.0,1.0,0.4234,0.2685,1.0,0.4234,0.2685,1.0,-0.0087,tie,0.5679,MillID +lua_Latn,Luba-Lulua,58,0.7097,0.9429,0.569,0.7391,1.0,0.5862,0.7391,1.0,0.5862,0.6386,0.4907,0.9138,0.6386,0.4907,0.9138,-0.0295,GlotLID,0.0711,MillID +ita_Latn,Italian,58,0.9913,1.0,0.9828,1.0,1.0,1.0,1.0,1.0,1.0,0.6629,0.4957,1.0,0.6629,0.4957,1.0,-0.0087,tie,0.3284,MillID +mfq_Latn,Moba,58,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +isl_Latn,Icelandic,58,0.8738,1.0,0.7759,1.0,1.0,1.0,1.0,1.0,1.0,0.8345,0.716,1.0,0.8345,0.716,1.0,-0.1262,GlotLID,0.0393,MillID +mam_Latn,Mam,58,0.8846,1.0,0.7931,0.9455,1.0,0.8966,0.9455,1.0,0.8966,0.0,0.0,0.0,0.0,0.0,0.0,-0.0608,GlotLID,0.8846,MillID +mai_Deva,Maithili,58,0.9355,0.8788,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,-0.0645,GlotLID,-0.0645,fastText +mkd_Cyrl,Macedonian,58,0.9915,0.9831,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,-0.0085,tie,-0.0085,tie +azj_Latn,North Azerbaijani,58,0.9915,0.9831,1.0,0.9915,0.9831,1.0,0.9915,0.9831,1.0,0.5949,0.4234,1.0,0.5949,0.4234,1.0,0.0,tie,0.3966,MillID +ben_Beng,Bangla,58,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,tie,0.0,tie +arb_Arab,Arabic (Modern Standard),58,0.8846,1.0,0.7931,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,-0.1154,GlotLID,-0.1154,fastText +ami_Latn,Amis,58,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.0,tie +arn_Latn,Mapuche,58,0.9739,0.9825,0.9655,0.8952,1.0,0.8103,0.9057,1.0,0.8276,0.8175,0.7089,0.9655,0.8175,0.7089,0.9655,0.0683,MillID,0.1564,MillID +tel_Telu,Telugu,58,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,tie,0.0,tie +cnh_Latn,Hakha Chin,58,0.9915,0.9831,1.0,0.9915,0.9831,1.0,0.9915,0.9831,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.9915,MillID +tet_Latn,Tetum,58,0.6377,0.55,0.7586,0.1667,0.4286,0.1034,0.1667,0.4286,0.1034,0.0,0.0,0.0,0.0,0.0,0.0,0.471,MillID,0.6377,MillID +vep_Latn,Veps,58,0.9825,1.0,0.9655,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0175,GlotLID,0.9825,MillID +tpi_Latn,Tok Pisin,58,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.9831,0.9667,1.0,0.9831,0.9667,1.0,0.0,tie,0.0169,MillID +fuf_Latn,Pular,58,0.9057,1.0,0.8276,0.4828,0.7241,0.3621,0.4828,0.7241,0.3621,0.0,0.0,0.0,0.0,0.0,0.0,0.4229,MillID,0.9057,MillID +fry_Latn,Western Frisian,58,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +fkv_Latn,Kven Finnish,58,0.6353,1.0,0.4655,0.6667,1.0,0.5,0.6667,1.0,0.5,0.0,0.0,0.0,0.0,0.0,0.0,-0.0314,GlotLID,0.6353,MillID +pcd_Latn,Picard,58,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.0,tie +pan_Guru,Punjabi,58,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,tie,0.0,tie +pap_Latn,Papiamento,58,1.0,1.0,1.0,0.9915,0.9831,1.0,0.9915,0.9831,1.0,0.725,0.5686,1.0,0.725,0.5686,1.0,0.0085,tie,0.275,MillID +swh_Latn,Swahili,58,0.9074,0.98,0.8448,0.9825,1.0,0.9655,0.9825,1.0,0.9655,0.5088,0.3412,1.0,0.5088,0.3412,1.0,-0.075,GlotLID,0.3986,MillID +fon_Latn,Fon,58,0.9492,0.9333,0.9655,0.9913,1.0,0.9828,0.9913,1.0,0.9828,0.4979,0.3314,1.0,0.4979,0.3314,1.0,-0.0422,GlotLID,0.4513,MillID +nno_Latn,Norwegian Nynorsk,58,0.9558,0.9818,0.931,1.0,1.0,1.0,1.0,1.0,1.0,0.9748,0.9508,1.0,0.9748,0.9508,1.0,-0.0442,GlotLID,-0.019,fastText +tir_Ethi,Tigrinya,58,0.9915,0.9831,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.9915,0.9831,1.0,0.9915,0.9831,1.0,-0.0085,tie,0.0,tie +fra_Latn,French,58,0.8544,0.9778,0.7586,0.9915,0.9831,1.0,0.9915,0.9831,1.0,0.9134,0.8406,1.0,0.9134,0.8406,1.0,-0.1371,GlotLID,-0.059,fastText +tsn_Latn,Tswana,58,1.0,1.0,1.0,0.9915,0.9831,1.0,0.9915,0.9831,1.0,0.9134,0.8406,1.0,0.9134,0.8406,1.0,0.0085,tie,0.0866,MillID +tyv_Cyrl,Tuvinian,58,1.0,1.0,1.0,0.9915,0.9831,1.0,0.9915,0.9831,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0085,tie,1.0,MillID +zyb_Latn,Yongbei Zhuang,57,0.8769,0.7808,1.0,0.9828,0.9661,1.0,0.9744,0.95,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0974,GlotLID,0.8769,MillID +agr_Latn,Aguaruna,57,0.9565,0.9483,0.9649,0.9739,0.9655,0.9825,0.9739,0.9655,0.9825,0.0,0.0,0.0,0.0,0.0,0.0,-0.0174,GlotLID,0.9565,MillID +sid_Latn,Sidamo,57,0.9825,0.9825,0.9825,0.9268,0.8636,1.0,0.9268,0.8636,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0556,MillID,0.9825,MillID +aii_Syrc,Assyrian Neo-Aramaic,57,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.0,tie +abk_Cyrl,Abkhazian,57,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.9913,0.9828,1.0,0.9913,0.9828,1.0,0.0,tie,0.0087,tie +cbt_Latn,Chayahuita,57,1.0,1.0,1.0,0.9913,0.9828,1.0,0.9913,0.9828,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0087,tie,1.0,MillID +cbu_Latn,Candoshi-Shapra,57,0.5,1.0,0.3333,0.8824,1.0,0.7895,0.8738,0.9783,0.7895,0.0,0.0,0.0,0.0,0.0,0.0,-0.3738,GlotLID,0.5,MillID +cfm_Latn,Falam Chin,57,0.9912,1.0,0.9825,0.9821,1.0,0.9649,0.9821,1.0,0.9649,0.0,0.0,0.0,0.0,0.0,0.0,0.009,tie,0.9912,MillID +cha_Latn,Chamorro,57,0.9913,0.9828,1.0,0.9245,1.0,0.8596,0.9245,1.0,0.8596,0.0,0.0,0.0,0.0,0.0,0.0,0.0668,MillID,0.9913,MillID +kek_Latn,Kekchí,57,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +khk_Cyrl,Halh Mongolian,57,1.0,1.0,1.0,0.9912,1.0,0.9825,0.9912,1.0,0.9825,0.8976,0.8143,1.0,0.8976,0.8143,1.0,0.0088,tie,0.1024,MillID +kjh_Cyrl,Khakas,57,0.9744,0.95,1.0,0.9913,0.9828,1.0,0.9913,0.9828,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0169,GlotLID,0.9744,MillID +koi_Cyrl,Komi-Permyak,57,0.8367,1.0,0.7193,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.1633,GlotLID,0.8367,MillID +yor_Latn,Yoruba,57,1.0,1.0,1.0,0.9913,0.9828,1.0,0.9913,0.9828,1.0,0.7808,0.6404,1.0,0.7808,0.6404,1.0,0.0087,tie,0.2192,MillID +sah_Cyrl,Yakut,57,1.0,1.0,1.0,0.958,0.9194,1.0,0.958,0.9194,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.042,MillID,1.0,MillID +som_Latn,Somali,57,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.6994,0.5377,1.0,0.6994,0.5377,1.0,0.0,tie,0.3006,MillID +sot_Latn,Southern Sotho,57,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.7863,0.7667,0.807,0.7863,0.7667,0.807,0.0,tie,0.2137,MillID +cak_Latn,Kaqchikel,57,0.9912,1.0,0.9825,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0088,tie,0.9912,MillID +lao_Laoo,Lao,57,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,tie,0.0,tie +fao_Latn,Faroese,57,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.7473,1.0,0.5965,0.7473,1.0,0.5965,0.0,tie,0.2527,MillID +fat_Latn,Fanti,57,1.0,1.0,1.0,0.9913,0.9828,1.0,0.9913,0.9828,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0087,tie,1.0,MillID +mri_Latn,Māori,57,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.3826,0.2365,1.0,0.3813,0.2355,1.0,0.0,tie,0.6187,MillID +qxn_Latn,Northern Conchucos Ancash Quechua,57,0.129,0.8,0.0702,0.0345,1.0,0.0175,0.0345,1.0,0.0175,0.0,0.0,0.0,0.0,0.0,0.0,0.0945,MillID,0.129,MillID +dag_Latn,Dagbani,57,0.9573,0.9333,0.9825,0.9739,0.9655,0.9825,0.9739,0.9655,0.9825,0.0,0.0,0.0,0.0,0.0,0.0,-0.0166,GlotLID,0.9573,MillID +div_Thaa,Divehi,57,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +quh_Latn,South Bolivian Quechua,57,0.9655,0.9492,0.9825,0.9369,0.963,0.9123,0.9649,0.9649,0.9649,0.0,0.0,0.0,0.0,0.0,0.0,0.0006,tie,0.9655,MillID +pon_Latn,Pohnpeian,57,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +rup_Latn,Aromanian,57,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +pis_Latn,Pijin,57,1.0,1.0,1.0,0.9913,0.9828,1.0,0.9913,0.9828,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0087,tie,1.0,MillID +qvn_Latn,North Junín Quechua,57,0.2188,1.0,0.1228,0.4595,1.0,0.2982,0.4595,1.0,0.2982,0.0,0.0,0.0,0.0,0.0,0.0,-0.2407,GlotLID,0.2188,MillID +tdt_Latn,Tetun Dili,57,0.4565,0.6,0.3684,0.6115,0.48,0.8421,0.6115,0.48,0.8421,0.0,0.0,0.0,0.0,0.0,0.0,-0.1549,GlotLID,0.4565,MillID +pau_Latn,Palauan,57,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +tuk_Cyrl,Turkmen,57,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +quz_Latn,Cusco Quechua,57,0.8,0.7931,0.807,0.8947,0.8947,0.8947,0.906,0.8833,0.9298,0.0,0.0,0.0,0.0,0.0,0.0,-0.106,GlotLID,0.8,MillID +tat_Cyrl,Tatar,57,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.5938,0.4222,1.0,0.5938,0.4222,1.0,0.0,tie,0.4062,MillID +tah_Latn,Tahitian,57,0.973,1.0,0.9474,0.8125,1.0,0.6842,0.8125,1.0,0.6842,0.9661,0.9344,1.0,0.9661,0.9344,1.0,0.1605,MillID,0.0069,tie +toi_Latn,Tonga (Zambia),57,0.9825,0.9825,0.9825,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0175,GlotLID,0.9825,MillID +toj_Latn,Tojolabal,57,0.9825,0.9825,0.9825,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0175,GlotLID,0.9825,MillID +tgk_Cyrl,Tajik,57,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.623,0.4524,1.0,0.623,0.4524,1.0,0.0,tie,0.377,MillID +bam_Latn,Bambara,57,0.8244,0.7297,0.9474,0.7519,0.6579,0.8772,0.7519,0.6579,0.8772,0.1992,0.1124,0.8772,0.1969,0.1109,0.8772,0.0725,MillID,0.6276,MillID +bem_Latn,Bemba,57,0.9913,0.9828,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.4385,0.2808,1.0,0.4385,0.2808,1.0,-0.0087,tie,0.5528,MillID +azj_Cyrl,North Azerbaijani,56,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +bho_Deva,Bhojpuri,56,0.8515,0.9556,0.7679,0.9333,1.0,0.875,0.9333,1.0,0.875,0.8317,0.9333,0.75,0.8317,0.9333,0.75,-0.0818,GlotLID,0.0198,MillID +pcm_Latn,Nigerian Pidgin,56,1.0,1.0,1.0,0.9402,0.9016,0.9821,0.9412,0.8889,1.0,0.8627,0.9565,0.7857,0.955,0.9636,0.9464,0.0588,MillID,0.045,MillID +pbb_Latn,Páez,56,0.6977,1.0,0.5357,0.7126,1.0,0.5536,0.7126,1.0,0.5536,0.0,0.0,0.0,0.0,0.0,0.0,-0.015,GlotLID,0.6977,MillID +mya_Mymr,Burmese,56,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.6707,0.5045,1.0,0.6707,0.5045,1.0,0.0,tie,0.3293,MillID +ura_Latn,Urarina,56,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +gle_Latn,Irish,56,1.0,1.0,1.0,0.9825,0.9655,1.0,0.9825,0.9655,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0175,MillID,0.0,tie +ady_Cyrl,Adyghe,56,0.963,1.0,0.9286,0.9818,1.0,0.9643,0.9818,1.0,0.9643,0.6707,0.5045,1.0,0.6707,0.5045,1.0,-0.0189,GlotLID,0.2923,MillID +slk_Latn,Slovak,56,0.9825,0.9655,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.9256,0.8615,1.0,0.9256,0.8615,1.0,-0.0175,GlotLID,0.0568,MillID +shn_Mymr,Shan,56,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,tie,0.0,tie +mos_Latn,Mossi,56,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.855,0.7467,1.0,0.855,0.7467,1.0,0.0,tie,0.145,MillID +lun_Latn,Lunda,56,0.991,1.0,0.9821,0.991,1.0,0.9821,0.991,1.0,0.9821,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.991,MillID +npi_Deva,Nepali,55,1.0,1.0,1.0,0.9908,1.0,0.9818,0.9908,1.0,0.9818,0.9565,0.9167,1.0,0.9565,0.9167,1.0,0.0092,tie,0.0435,MillID +tem_Latn,Timne,55,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +dyo_Latn,Jola-Fonyi,55,0.9908,1.0,0.9818,0.9908,1.0,0.9818,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0092,tie,0.9908,MillID +mnw_Mymr,Mon,55,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +yrk_Cyrl,Nenets,55,0.9815,1.0,0.9636,0.972,1.0,0.9455,0.972,1.0,0.9455,0.0,0.0,0.0,0.0,0.0,0.0,0.0095,tie,0.9815,MillID +kbd_Cyrl,Kabardian,55,0.9649,0.9322,1.0,0.9735,0.9483,1.0,0.9735,0.9483,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0085,tie,0.9649,MillID +san_Deva,Sanskrit,55,0.9815,1.0,0.9636,0.9908,1.0,0.9818,0.9908,1.0,0.9818,0.973,0.9643,0.9818,0.973,0.9643,0.9818,-0.0093,tie,0.0085,tie +yad_Latn,Yagua,55,0.963,0.9811,0.9455,0.9815,1.0,0.9636,0.9815,1.0,0.9636,0.0,0.0,0.0,0.0,0.0,0.0,-0.0185,GlotLID,0.963,MillID +ido_Latn,Ido,55,0.9636,0.9636,0.9636,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0364,GlotLID,0.9636,MillID +koo_Latn,Konzo,54,0.9714,1.0,0.9444,0.9615,1.0,0.9259,0.9615,1.0,0.9259,0.0,0.0,0.0,0.0,0.0,0.0,0.0099,tie,0.9714,MillID +dje_Latn,Zarma,54,0.898,1.0,0.8148,0.9412,1.0,0.8889,0.9515,1.0,0.9074,0.0,0.0,0.0,0.0,0.0,0.0,-0.0535,GlotLID,0.898,MillID +plt_Latn,Malagasy (Plateau),53,0.9907,0.9815,1.0,1.0,1.0,1.0,0.9907,0.9815,1.0,0.955,0.9138,1.0,0.955,0.9138,1.0,0.0,tie,0.0357,MillID +mag_Deva,Magahi,53,0.8679,0.8679,0.8679,0.9444,0.9273,0.9623,0.9444,0.9273,0.9623,0.6323,0.4804,0.9245,0.6323,0.4804,0.9245,-0.0765,GlotLID,0.2357,MillID +yao_Latn,Yao,52,0.9811,0.963,1.0,0.9903,1.0,0.9808,0.9903,1.0,0.9808,0.0,0.0,0.0,0.0,0.0,0.0,-0.0092,tie,0.9811,MillID +cni_Latn,Asháninka,52,0.7727,0.6375,0.9808,0.963,0.9286,1.0,0.963,0.9286,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.1902,GlotLID,0.7727,MillID +alt_Cyrl,Southern Altai,51,0.9903,0.9808,1.0,0.9623,0.9273,1.0,0.9623,0.9273,1.0,0.6986,0.5368,1.0,0.6986,0.5368,1.0,0.028,MillID,0.2917,MillID +kde_Latn,Makonde,51,0.9278,0.9783,0.8824,0.9703,0.98,0.9608,0.9703,0.98,0.9608,0.0,0.0,0.0,0.0,0.0,0.0,-0.0425,GlotLID,0.9278,MillID +mto_Latn,Totontepec Mixe,51,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.0,tie +miq_Latn,Mískito,51,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +idu_Latn,Idoma,51,0.6027,1.0,0.4314,0.8791,1.0,0.7843,0.9375,1.0,0.8824,0.0,0.0,0.0,0.0,0.0,0.0,-0.3348,GlotLID,0.6027,MillID +amh_Ethi,Amharic,51,0.9901,1.0,0.9804,1.0,1.0,1.0,1.0,1.0,1.0,0.8409,1.0,0.7255,0.8409,1.0,0.7255,-0.0099,tie,0.1492,MillID +zdj_Latn,Ngazidja Comorian,50,1.0,1.0,1.0,0.9796,1.0,0.96,0.9899,1.0,0.98,0.0,0.0,0.0,0.0,0.0,0.0,0.0101,MillID,1.0,MillID +nyn_Latn,Nyankole,50,1.0,1.0,1.0,0.9796,1.0,0.96,0.9796,1.0,0.96,0.0,0.0,0.0,0.0,0.0,0.0,0.0204,MillID,1.0,MillID +gug_Latn,Paraguayan Guaraní,49,0.9515,0.9074,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.2367,0.1342,1.0,0.2367,0.1342,1.0,-0.0485,GlotLID,0.7147,MillID +lug_Latn,Ganda,49,0.9899,0.98,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.359,0.2188,1.0,0.359,0.2188,1.0,-0.0101,GlotLID,0.6309,MillID +eve_Cyrl,Even,49,1.0,1.0,1.0,0.8864,1.0,0.7959,0.8864,1.0,0.7959,0.0,0.0,0.0,0.0,0.0,0.0,0.1136,MillID,1.0,MillID +yue_Hani,Cantonese,49,0.7342,0.9667,0.5918,0.5797,1.0,0.4082,0.5797,1.0,0.4082,0.1108,0.059,0.9184,0.1108,0.059,0.9184,0.1545,MillID,0.6233,MillID +gyr_Latn,Guarayu,49,0.5373,1.0,0.3673,0.9897,1.0,0.9796,0.9897,1.0,0.9796,0.0,0.0,0.0,0.0,0.0,0.0,-0.4524,GlotLID,0.5373,MillID +wuu_Hani,Wu Chinese,48,0.6144,0.4476,0.9792,0.5562,0.3884,0.9792,0.5529,0.3852,0.9792,0.0,0.0,0.0,0.0,0.0,0.0,0.0614,MillID,0.6144,MillID +hak_Hani,Hakka Chinese,48,0.0392,0.3333,0.0208,0.0408,1.0,0.0208,0.0408,1.0,0.0208,0.0,0.0,0.0,0.0,0.0,0.0,-0.0016,tie,0.0392,MillID +nan_Hani,Min Nan Chinese,48,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,0.0,tie +bin_Latn,Bini,47,0.9892,1.0,0.9787,0.9318,1.0,0.8723,0.9318,1.0,0.8723,0.0,0.0,0.0,0.0,0.0,0.0,0.0574,MillID,0.9892,MillID +lia_Latn,West-Central Limba,45,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +oss_Cyrl,Ossetic,44,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.9778,0.9565,1.0,0.9778,0.9565,1.0,0.0,tie,0.0222,MillID +ike_Cans,Eastern Canadian Inuktitut,44,1.0,1.0,1.0,0.9778,0.9565,1.0,0.9778,0.9565,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0222,MillID,1.0,MillID +ojb_Cans,Northwestern Ojibwa,43,1.0,1.0,1.0,0.9639,1.0,0.9302,0.9639,1.0,0.9302,0.0,0.0,0.0,0.0,0.0,0.0,0.0361,MillID,1.0,MillID +cbs_Latn,Cashinahua,43,0.9882,1.0,0.9767,0.9647,0.9762,0.9535,0.9647,0.9762,0.9535,0.0,0.0,0.0,0.0,0.0,0.0,0.0235,MillID,0.9882,MillID +ese_Latn,Ese Ejja,35,1.0,1.0,1.0,0.9855,1.0,0.9714,0.9855,1.0,0.9714,0.0,0.0,0.0,0.0,0.0,0.0,0.0145,MillID,1.0,MillID +tzh_Latn,Tzeltal,25,0.9259,0.8621,1.0,0.9804,0.9615,1.0,0.9804,0.9615,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.0545,GlotLID,0.9259,MillID +chv_Cyrl,Chuvash,25,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.9434,0.8929,1.0,0.9434,0.8929,1.0,0.0,tie,0.0566,MillID +taj_Deva,Eastern Tamang,1,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,tie,1.0,MillID +tzm_Tfng,Central Atlas Tamazight,1,0.1667,0.0909,1.0,0.0645,0.0333,1.0,0.0645,0.0333,1.0,0.0328,0.0167,1.0,0.0328,0.0167,1.0,0.1022,MillID,0.1339,MillID diff --git a/reports/udhr/millid_per_language.csv b/reports/udhr/millid_per_language.csv new file mode 100644 index 0000000000000000000000000000000000000000..a94b8504ddb17cb6287331622c3f24b7148175b5 --- /dev/null +++ b/reports/udhr/millid_per_language.csv @@ -0,0 +1,359 @@ +label,support,tp,fp,fn,tn,precision,recall,f1,specificity,fp_per_million,sensitivity +abk_Cyrl,57,57,0,0,23602,1.0,1.0,1.0,1.0,0.0,1.0 +ace_Latn,61,61,0,0,23598,1.0,1.0,1.0,1.0,0.0,1.0 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+ "top3_accuracy": 0.911703791369035, + "top5_accuracy": 0.9256519717655015, + "passages": 23659, + "languages": 358, + "macro_precision": 0.914803800630921, + "macro_recall": 0.8736275490421017, + "macro_f1": 0.8764285216392155, + "macro_specificity": 0.9998609432354121, + "weighted_f1": 0.8584797362391883, + "median_f1": 0.9906542056074767, + "languages_f1_at_least_0_9": 274, + "languages_f1_below_0_5": 32, + "mean_fp_per_million": 139.05676458798044, + "micro_f1": 0.8492328500781944 +} \ No newline at end of file diff --git a/reports/validation/millid_per_language.csv b/reports/validation/millid_per_language.csv new file mode 100644 index 0000000000000000000000000000000000000000..077d7dad8af5e5d2b43743a004c52e135d2bfdce --- /dev/null +++ b/reports/validation/millid_per_language.csv @@ -0,0 +1,1627 @@ +label,support,tp,fp,fn,tn,precision,recall,f1,specificity,fp_per_million,sensitivity +aai_Latn,132,132,4,0,245352,0.970588,1.0,0.985075,0.999984,16.302842,1.0 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a/reports/validation/millid_summary.json b/reports/validation/millid_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..faaa5ad20d93c0deea7583b4770ea5192ea0de5a --- /dev/null +++ b/reports/validation/millid_summary.json @@ -0,0 +1,22 @@ +{ + "top1_accuracy": 0.9577820504464577, + "top3_accuracy": 0.9888874405266245, + "top5_accuracy": 0.9932746203480415, + "passages": 245488, + "languages": 1626, + "macro_precision": 0.9538820330004751, + "macro_recall": 0.9590954075456577, + "macro_f1": 0.9550536411106632, + "macro_specificity": 0.9999740290832557, + "weighted_f1": 0.9579611590588513, + "median_f1": 0.9822485207100591, + "languages_f1_at_least_0_9": 1435, + "languages_f1_below_0_5": 8, + "mean_fp_per_million": 25.97091674438312, + "micro_f1": 0.9577820504464577, + "top1_by_size": { + "paragraph": 0.984960458955001, + "sentence": 0.9788390119887341, + "short": 0.9312356034595158 + } +} \ No newline at end of file diff --git a/training_log.jsonl 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