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README.md
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license: openrail
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---
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| 1 |
---
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| 2 |
license: openrail
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| 3 |
---
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| 4 |
+
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+
# Nordic language identification
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This repo contains models for the identification of language in text. It is based on Fasttext and designed with the Nordic languages in mind, including several Sámi languages. It comes in two flavours, a model that identifies between the 14 most common languages in the Nordic countries, and a model that extends that 159 languages in the world.
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## `nordic-lid.bin`
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Trained on sentences from the [GiellaT's Tranlation Memories](https://giellalt.github.io/tm/TranslationMemories.html) and [Wortschatz's corpora](https://wortschatz.uni-leipzig.de/en/download).
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| ISO-639-3 | Language | Precision | Recall | F1-Score | Support |
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|:-------------|:------------------|------------:|---------:|-----------:|----------:|
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| dan | Danish | 0.9720 | 0.9838 | 0.9779 | 494 |
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| eng | English | 0.9980 | 0.9940 | 0.9960 | 502 |
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| fao | Faroese | 0.9920 | 0.9940 | 0.9930 | 499 |
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| fin | Finnish | 1.0000 | 1.0000 | 1.0000 | 500 |
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| isl | Icelandic | 0.9900 | 0.9920 | 0.9910 | 499 |
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| nno | Norwegian Nynorsk | 0.9920 | 0.9861 | 0.9890 | 503 |
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| nob | Norwegian Bokmål | 0.9840 | 0.9743 | 0.9791 | 505 |
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| sma | Southern Sami | 0.9800 | 0.9703 | 0.9751 | 101 |
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| sme | Northern Sami | 1.0000 | 0.9921 | 0.9960 | 504 |
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| smj | Lule Sami | 0.9920 | 0.9960 | 0.9940 | 498 |
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| smn | Inari Sami | 0.9950 | 1.0000 | 0.9975 | 199 |
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| sms | Skolt Sami | 0.9900 | 0.9950 | 0.9925 | 199 |
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| swe | Swedish | 0.9860 | 0.9920 | 0.9890 | 497 |
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| Accuracy | | | | 0.9905 | 5500 |
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| Weighted avg | | 0.9906 | 0.9905 | 0.9905 | 5500 |
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| Macro avg | | 0.9901 | 0.9900 | 0.9900 | 5500 |
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## `nordic-lid_all.bin`
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Additionally trained on sentences from [Taoteba](https://tatoeba.org/en/).
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| ISO-639-3 | Language | Precision | Recall | F1-Score | Support |
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|:-------------|:----------------------------|------------:|---------:|-----------:|----------:|
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| afr | Afrikaans | 0.9476 | 0.9476 | 0.9476 | 191 |
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| ara | Arabic | 0.9708 | 0.9472 | 0.9588 | 492 |
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| arq | Algerian Arabic | 0.9478 | 0.9237 | 0.9356 | 118 |
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| arz | Egyptian Arabic | 0.6316 | 0.7660 | 0.6923 | 47 |
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| asm | Assamese | 0.9828 | 0.9884 | 0.9856 | 173 |
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| avk | Kotava | 0.9791 | 0.9894 | 0.9842 | 189 |
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| aze | Azerbaijani | 0.9707 | 0.9789 | 0.9748 | 237 |
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| bel | Belarusian | 0.9892 | 0.9733 | 0.9812 | 375 |
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| ben | Bengali | 0.9872 | 0.9872 | 0.9872 | 235 |
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| ber | Berber | 0.8881 | 0.8388 | 0.8627 | 577 |
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| bos | Bosnian | 0.1310 | 0.3333 | 0.1880 | 33 |
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| bre | Breton | 0.9648 | 0.9786 | 0.9716 | 280 |
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| bua | Buryat | 0.9111 | 0.9111 | 0.9111 | 45 |
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| bul | Bulgarian | 0.9597 | 0.9662 | 0.9630 | 444 |
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| cat | Catalan | 0.9538 | 0.9475 | 0.9507 | 305 |
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| cbk | Chavacano | 0.9627 | 0.9773 | 0.9699 | 132 |
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| ceb | Cebuano | 0.8205 | 0.8533 | 0.8366 | 75 |
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| ces | Czech | 0.9606 | 0.9740 | 0.9672 | 500 |
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| chv | Chuvash | 0.9756 | 0.9877 | 0.9816 | 81 |
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| ckb | Central Kurdish (Soranî) | 0.9751 | 0.9915 | 0.9832 | 355 |
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| ckt | Chukchi | 0.9615 | 1.0000 | 0.9804 | 25 |
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| cmn | Mandarin Chinese | 0.9530 | 0.8743 | 0.9120 | 557 |
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| cor | Cornish | 0.9945 | 0.9628 | 0.9784 | 188 |
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| csb | Kashubian | 0.9574 | 1.0000 | 0.9783 | 45 |
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| cym | Welsh | 0.9375 | 0.9615 | 0.9494 | 78 |
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| dan | Danish | 0.9401 | 0.9363 | 0.9382 | 1005 |
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| deu | German | 0.9853 | 0.9781 | 0.9817 | 549 |
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| dsb | Lower Sorbian | 0.8704 | 0.8246 | 0.8468 | 57 |
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| dtp | Central Dusun | 0.8881 | 0.9549 | 0.9203 | 133 |
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| ell | Greek | 0.9979 | 0.9979 | 0.9979 | 475 |
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| eng | English | 0.9895 | 0.9839 | 0.9867 | 1055 |
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| epo | Esperanto | 0.9817 | 0.9926 | 0.9871 | 540 |
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| est | Estonian | 0.9545 | 0.9711 | 0.9628 | 173 |
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| eus | Basque | 0.9844 | 0.9583 | 0.9712 | 264 |
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| fao | Faroese | 0.9820 | 0.9859 | 0.9840 | 498 |
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| fin | Finnish | 0.9932 | 0.9780 | 0.9855 | 1045 |
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| fkv | Kven Finnish | 0.6154 | 0.8889 | 0.7273 | 18 |
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| fra | French | 0.9871 | 0.9908 | 0.9890 | 542 |
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| frr | North Frisian | 0.9640 | 0.9710 | 0.9675 | 138 |
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| fry | Frisian | 0.6774 | 0.9545 | 0.7925 | 22 |
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| gcf | Guadeloupean Creole French | 0.9619 | 1.0000 | 0.9806 | 101 |
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| gla | Scottish Gaelic | 0.9412 | 0.9796 | 0.9600 | 49 |
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| gle | Irish | 0.9635 | 0.9778 | 0.9706 | 135 |
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| glg | Galician | 0.9104 | 0.9369 | 0.9234 | 206 |
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| gos | Gronings | 0.9549 | 0.9588 | 0.9569 | 243 |
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| grc | Ancient Greek | 0.9828 | 0.9828 | 0.9828 | 58 |
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| grn | Guarani | 0.9684 | 0.9935 | 0.9808 | 154 |
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| guc | Wayuu | 0.9111 | 0.9762 | 0.9425 | 42 |
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| hau | Hausa | 0.9814 | 0.9953 | 0.9883 | 425 |
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| heb | Hebrew | 1.0000 | 1.0000 | 1.0000 | 536 |
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| hin | Hindi | 1.0000 | 0.9974 | 0.9987 | 391 |
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| hoc | Ho | 0.9429 | 0.9167 | 0.9296 | 36 |
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| hrv | Croatian | 0.7447 | 0.6119 | 0.6718 | 286 |
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| hrx | Hunsrik | 0.8727 | 0.9231 | 0.8972 | 52 |
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| hsb | Upper Sorbian | 0.8400 | 0.8289 | 0.8344 | 76 |
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| hun | Hungarian | 0.9853 | 0.9926 | 0.9889 | 539 |
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| hye | Armenian | 1.0000 | 1.0000 | 1.0000 | 225 |
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| ido | Ido | 0.9791 | 0.9563 | 0.9676 | 343 |
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| ile | Interlingue | 0.9352 | 0.9416 | 0.9384 | 291 |
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| ilo | Ilocano | 0.9917 | 0.9600 | 0.9756 | 125 |
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| ina | Interlingua | 0.9558 | 0.9621 | 0.9589 | 449 |
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| ind | Indonesian | 0.8526 | 0.8203 | 0.8361 | 423 |
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| isl | Icelandic | 0.9863 | 0.9897 | 0.9880 | 871 |
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| ita | Italian | 0.9817 | 0.9711 | 0.9764 | 553 |
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| jav | Javanese | 0.9600 | 0.9600 | 0.9600 | 50 |
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| jbo | Lojban | 1.0000 | 0.9926 | 0.9963 | 405 |
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| jpn | Japanese | 0.9851 | 1.0000 | 0.9925 | 530 |
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| kab | Kabyle | 0.8382 | 0.8959 | 0.8661 | 509 |
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| kat | Georgian | 1.0000 | 0.9885 | 0.9942 | 260 |
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| kaz | Kazakh | 0.9896 | 0.9845 | 0.9870 | 193 |
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| kha | Khasi | 0.9038 | 0.9400 | 0.9216 | 100 |
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| khm | Khmer | 1.0000 | 1.0000 | 1.0000 | 75 |
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| kmr | Northern Kurdish (Kurmancî) | 0.9851 | 0.9763 | 0.9807 | 338 |
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| knc | Central Kanuri | 0.9719 | 0.9886 | 0.9802 | 175 |
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| kor | Korean | 0.9972 | 0.9832 | 0.9902 | 358 |
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| kzj | Coastal Kadazan | 0.9615 | 0.9336 | 0.9474 | 241 |
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| lad | Ladino | 0.7846 | 0.7969 | 0.7907 | 64 |
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| lat | Latin | 0.9756 | 0.9639 | 0.9697 | 498 |
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| lfn | Lingua Franca Nova | 0.9745 | 0.9700 | 0.9723 | 434 |
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| lij | Ligurian | 0.9333 | 0.9333 | 0.9333 | 90 |
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| lin | Lingala | 0.9765 | 0.9765 | 0.9765 | 213 |
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| lit | Lithuanian | 0.9864 | 0.9922 | 0.9893 | 512 |
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| ltz | Luxembourgish | 0.9773 | 0.9348 | 0.9556 | 46 |
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| lvs | Latvian | 0.9597 | 0.9795 | 0.9695 | 146 |
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| lzh | Literary Chinese | 0.7692 | 0.8046 | 0.7865 | 87 |
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| mal | Malayalam | 1.0000 | 1.0000 | 1.0000 | 44 |
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| mar | Marathi | 0.9961 | 1.0000 | 0.9980 | 509 |
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| mhr | Meadow Mari | 0.9849 | 0.9751 | 0.9800 | 201 |
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| mkd | Macedonian | 0.9572 | 0.9480 | 0.9526 | 519 |
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| mon | Mongolian | 0.9708 | 0.9779 | 0.9744 | 136 |
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| mus | Muskogee (Creek) | 0.9000 | 0.9643 | 0.9310 | 28 |
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| mya | Burmese | 1.0000 | 0.9643 | 0.9818 | 28 |
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| nds | Low German (Low Saxon) | 0.9829 | 0.9710 | 0.9769 | 414 |
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| nld | Dutch | 0.9662 | 0.9772 | 0.9717 | 527 |
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| nnb | Nande | 0.9870 | 0.9870 | 0.9870 | 385 |
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| nno | Norwegian Nynorsk | 0.9585 | 0.9652 | 0.9619 | 575 |
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| nob | Norwegian Bokmål | 0.9247 | 0.9156 | 0.9201 | 912 |
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| nst | Naga (Tangshang) | 1.0000 | 1.0000 | 1.0000 | 39 |
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| nus | Nuer | 0.9903 | 0.9903 | 0.9903 | 103 |
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| oci | Occitan | 0.9672 | 0.9555 | 0.9613 | 247 |
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| orv | Old East Slavic | 0.9692 | 0.9692 | 0.9692 | 65 |
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| 139 |
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| oss | Ossetian | 0.9818 | 0.9926 | 0.9872 | 271 |
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| 140 |
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| ota | Ottoman Turkish | 0.9204 | 0.9905 | 0.9541 | 105 |
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| 141 |
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| pam | Kapampangan | 0.9865 | 0.9865 | 0.9865 | 74 |
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| pcd | Picard | 0.9552 | 0.9846 | 0.9697 | 65 |
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| 143 |
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| pes | Persian | 0.9890 | 0.9890 | 0.9890 | 455 |
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| 144 |
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| pms | Piedmontese | 0.8780 | 0.9000 | 0.8889 | 40 |
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| 145 |
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| pol | Polish | 0.9848 | 0.9829 | 0.9838 | 526 |
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| por | Portuguese | 0.9687 | 0.9616 | 0.9651 | 547 |
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| prg | Old Prussian | 0.9800 | 0.9800 | 0.9800 | 50 |
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| 148 |
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| rhg | Rohingya | 0.9780 | 0.9944 | 0.9861 | 179 |
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| rom | Romani | 0.9302 | 0.8889 | 0.9091 | 45 |
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| ron | Romanian | 0.9826 | 0.9912 | 0.9869 | 457 |
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| run | Kirundi | 0.9914 | 0.9665 | 0.9788 | 239 |
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| rus | Russian | 0.9634 | 0.9814 | 0.9723 | 537 |
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| sah | Yakut | 1.0000 | 0.9600 | 0.9796 | 50 |
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| sat | Santali | 0.9942 | 0.9942 | 0.9942 | 171 |
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| sdh | Southern Kurdish | 0.9423 | 0.9074 | 0.9245 | 54 |
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| shi | Tashelhit | 0.9706 | 0.8980 | 0.9329 | 147 |
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| slk | Slovak | 0.9333 | 0.9380 | 0.9356 | 403 |
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| slv | Slovenian | 0.7018 | 0.8889 | 0.7843 | 45 |
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| sma | Southern Sami | 0.9600 | 0.9600 | 0.9600 | 100 |
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| sme | Northern Sami | 0.9980 | 0.9901 | 0.9940 | 504 |
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| smj | Lule Sami | 0.9820 | 0.9959 | 0.9889 | 493 |
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| smn | Inari Sami | 0.9950 | 0.9900 | 0.9925 | 201 |
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| sms | Skolt Sami | 0.9750 | 0.9848 | 0.9799 | 198 |
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| spa | Spanish | 0.9760 | 0.9601 | 0.9680 | 551 |
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| sqi | Albanian | 0.9762 | 0.9762 | 0.9762 | 126 |
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| srp | Serbian | 0.8367 | 0.8216 | 0.8291 | 499 |
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| swc | Congo Swahili | 0.8727 | 0.8458 | 0.8591 | 454 |
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| swe | Swedish | 0.9819 | 0.9819 | 0.9819 | 994 |
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| 169 |
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| swg | Swabian | 0.9694 | 0.9406 | 0.9548 | 101 |
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| 170 |
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| swh | Swahili | 0.6798 | 0.7225 | 0.7005 | 191 |
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| 171 |
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| tat | Tatar | 0.9791 | 0.9843 | 0.9817 | 381 |
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| tgl | Tagalog | 0.9757 | 0.9710 | 0.9734 | 414 |
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| 173 |
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| tha | Thai | 1.0000 | 0.9910 | 0.9955 | 222 |
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| 174 |
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| thv | Tahaggart Tamahaq | 0.6552 | 0.7037 | 0.6786 | 27 |
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| 175 |
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| tig | Tigre | 1.0000 | 1.0000 | 1.0000 | 181 |
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| 176 |
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| tlh | Klingon | 1.0000 | 0.9932 | 0.9966 | 442 |
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| 177 |
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| tok | Toki Pona | 1.0000 | 1.0000 | 1.0000 | 495 |
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| 178 |
+
| tpw | Old Tupi | 0.8929 | 0.9259 | 0.9091 | 27 |
|
| 179 |
+
| tuk | Turkmen | 0.9779 | 0.9603 | 0.9690 | 277 |
|
| 180 |
+
| tur | Turkish | 0.9908 | 0.9541 | 0.9721 | 567 |
|
| 181 |
+
| uig | Uyghur | 0.9966 | 0.9900 | 0.9933 | 300 |
|
| 182 |
+
| ukr | Ukrainian | 0.9831 | 0.9831 | 0.9831 | 534 |
|
| 183 |
+
| urd | Urdu | 1.0000 | 0.9914 | 0.9957 | 116 |
|
| 184 |
+
| uzb | Uzbek | 0.8200 | 0.9318 | 0.8723 | 44 |
|
| 185 |
+
| vie | Vietnamese | 0.9977 | 0.9953 | 0.9965 | 427 |
|
| 186 |
+
| vol | Volapük | 0.9908 | 0.9908 | 0.9908 | 218 |
|
| 187 |
+
| war | Waray | 0.9307 | 0.9691 | 0.9495 | 97 |
|
| 188 |
+
| wuu | Shanghainese | 0.8318 | 0.9036 | 0.8662 | 197 |
|
| 189 |
+
| xal | Kalmyk | 0.9302 | 0.9524 | 0.9412 | 42 |
|
| 190 |
+
| xmf | Mingrelian | 0.7419 | 0.8519 | 0.7931 | 27 |
|
| 191 |
+
| yid | Yiddish | 0.9971 | 1.0000 | 0.9986 | 348 |
|
| 192 |
+
| yue | Cantonese | 0.9004 | 0.9711 | 0.9344 | 242 |
|
| 193 |
+
| zgh | Standard Moroccan Tamazight | 0.9873 | 0.9873 | 0.9873 | 158 |
|
| 194 |
+
| zlm | Malay (Vernacular) | 0.8488 | 0.8902 | 0.8690 | 82 |
|
| 195 |
+
| zsm | Malay | 0.7606 | 0.7883 | 0.7742 | 274 |
|
| 196 |
+
| zza | Zaza | 0.9294 | 0.9634 | 0.9461 | 82 |
|
| 197 |
+
| Accuracy | | | | 0.9591 | 44049 |
|
| 198 |
+
| Weighted avg | | 0.9604 | 0.9591 | 0.9595 | 44049 |
|
| 199 |
+
| Macro avg | | 0.9371 | 0.9474 | 0.9413 | 44049 |
|
| 200 |
+
|