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---
license: cc-by-4.0
---
# Clean ConceptNet Data for All Languages
## Data Details
For our project on [Retrofitting Glove embeddings for Low Resource Languages](https://github.com/pyRis/retrofitting-embeddings-lrls/tree/main?tab=readme-ov-file), we extracted all data from the [ConceptNet](https://github.com/commonsense/conceptnet5/wiki/Downloads) database for 304 languages. The extraction process involved several steps to clean and analyze the data from the official ConceptNet dump available [here](https://s3.amazonaws.com/conceptnet/downloads/2019/edges/conceptnet-assertions-5.7.0.csv.gz).
The final extracted dataset is a JSON file representing a dictionary with language codes and start and end edges for each language. Start edges represent the unique words in a target language, while end edges are the words related to the start edges through various types of relationships. The relationship types and sources are not extracted.
### Dataset Structure
cn_relations_clean.json:
``
{
'language_iso_code_1':{'start_edge_word_1':['end_edge_word_1', 'end_edge_word_2', ...], ...},
...
}
``
### Dataset Details
| Language Code | Start Edges | End Edges |
| --- | ------- | ------- |
| ab | 252 | 470 |
| adx | 549 | 884 |
| ae | 192 | 583 |
| af | 12973 | 27263 |
| ang | 9788 | 42140 |
| ar | 75684 | 148744 |
| arc | 1688 | 4555 |
| arn | 1181 | 2540 |
| ast | 27485 | 35625 |
| av | 172 | 256 |
| az | 13277 | 20363 |
| ba | 4250 | 15745 |
| bal | 370 | 877 |
| be | 14871 | 20806 |
| bg | 171740 | 203272 |
| bm | 2422 | 6082 |
| bn | 7306 | 10979 |
| bo | 2127 | 5961 |
| br | 11665 | 19923 |
| ca | 82706 | 182331 |
| ce | 2311 | 2994 |
| ceb | 18882 | 46877 |
| chk | 724 | 1251 |
| cim | 889 | 1842 |
| cop | 1071 | 4606 |
| crh | 2449 | 5064 |
| cs | 77422 | 195513 |
| csb | 602 | 1169 |
| cu | 7526 | 13555 |
| cy | 13243 | 25507 |
| da | 46600 | 91833 |
| de | 500260 | 1682740 |
| dsb | 3993 | 8395 |
| ee | 571 | 934 |
| egl | 854 | 2892 |
| egx | 1890 | 7189 |
| egy | 447 | 516 |
| el | 39667 | 112012 |
| en | 941858 | 5123286 |
| enm | 17286 | 38396 |
| eo | 91074 | 143024 |
| es | 646097 | 945036 |
| et | 20088 | 34980 |
| eu | 41427 | 75928 |
| fa | 46736 | 89120 |
| fi | 259852 | 589931 |
| fil | 16165 | 38613 |
| fj | 209 | 452 |
| fo | 10513 | 32922 |
| fr | 1449790 | 3871820 |
| frm | 4472 | 10636 |
| fro | 14493 | 41614 |
| frp | 2799 | 9840 |
| frr | 476 | 1743 |
| fur | 2295 | 9386 |
| fy | 7608 | 15078 |
| ga | 29459 | 79505 |
| gag | 505 | 841 |
| gd | 14418 | 41729 |
| gl | 52824 | 95824 |
| gml | 177 | 722 |
| got | 2982 | 8258 |
| grc | 25689 | 69250 |
| gu | 4427 | 11282 |
| gv | 6812 | 22512 |
| haw | 1371 | 4768 |
| hbo | 2898 | 3824 |
| he | 27283 | 52365 |
| hi | 18363 | 52422 |
| hil | 1414 | 3544 |
| hsb | 25778 | 26913 |
| ht | 2699 | 4685 |
| hu | 65163 | 138230 |
| hy | 23434 | 63055 |
| ia | 5728 | 8835 |
| io | 21076 | 48758 |
| is | 40287 | 90890 |
| ist | 422 | 1792 |
| it | 548767 | 975877 |
| iu | 1871 | 4031 |
| ja | 283049 | 1473713 |
| ka | 25014 | 44660 |
| khb | 297 | 1053 |
| ki | 1374 | 3873 |
| kjh | 482 | 1412 |
| kk | 13700 | 20243 |
| kl | 1427 | 2814 |
| km | 3466 | 14703 |
| ko | 30616 | 57974 |
| koy | 205 | 423 |
| ku | 9737 | 16008 |
| kw | 1797 | 3754 |
| ky | 3574 | 4570 |
| la | 848943 | 1103644 |
| lad | 1453 | 3239 |
| lb | 10863 | 27341 |
| li | 485 | 1284 |
| lij | 1331 | 3760 |
| lld | 4884 | 6479 |
| lmo | 2109 | 2388 |
| ln | 4109 | 10005 |
| lo | 1422 | 5289 |
| lt | 21184 | 31588 |
| lv | 30059 | 84061 |
| mdf | 2086 | 3301 |
| mg | 26575 | 28503 |
| mga | 178 | 582 |
| mi | 945 | 2503 |
| mk | 28935 | 47833 |
| mn | 6740 | 16462 |
| ms | 88416 | 236012 |
| mt | 2006 | 4933 |
| mul | 16034 | 425333 |
| mwl | 1302 | 1975 |
| my | 4875 | 9251 |
| myv | 642 | 1492 |
| nap | 1506 | 2754 |
| nci | 3358 | 9871 |
| nds | 5192 | 12205 |
| nl | 138580 | 347510 |
| no | 94946 | 173186 |
| nog | 450 | 676 |
| non | 4079 | 12588 |
| nov | 649 | 1523 |
| nrf | 9724 | 31582 |
| nv | 6333 | 19455 |
| oc | 22113 | 42380 |
| oge | 438 | 936 |
| osp | 458 | 1332 |
| ota | 834 | 2604 |
| pal | 256 | 808 |
| pcd | 1424 | 3367 |
| pi | 1828 | 3774 |
| pjt | 364 | 718 |
| pl | 139396 | 227321 |
| ppl | 268 | 740 |
| pro | 2798 | 5015 |
| ps | 1087 | 2423 |
| pt | 248669 | 502566 |
| rm | 3919 | 12959 |
| ro | 36206 | 95016 |
| rom | 552 | 1011 |
| ru | 424944 | 672836 |
| rue | 200 | 447 |
| rup | 3079 | 17106 |
| rw | 355 | 525 |
| sa | 5789 | 26810 |
| scn | 4749 | 8161 |
| sco | 8537 | 14598 |
| se | 68758 | 82605 |
| ses | 3095 | 5790 |
| sga | 2913 | 8507 |
| sh | 57974 | 122601 |
| sk | 21657 | 32058 |
| sl | 89210 | 110311 |
| sm | 588 | 1124 |
| so | 593 | 781 |
| sq | 16262 | 42776 |
| stq | 1237 | 4562 |
| su | 2514 | 2802 |
| sv | 133965 | 253397 |
| sw | 9131 | 17048 |
| swb | 672 | 800 |
| syc | 2855 | 20456 |
| szl | 237 | 386 |
| ta | 9064 | 11125 |
| te | 18707 | 41847 |
| tg | 2937 | 4995 |
| th | 94281 | 155060 |
| tk | 815 | 1560 |
| tpi | 1511 | 4032 |
| tpw | 270 | 540 |
| tr | 38490 | 71535 |
| tt | 4676 | 6086 |
| ty | 293 | 646 |
| tyv | 337 | 761 |
| ug | 998 | 2151 |
| uk | 27682 | 35275 |
| ur | 8476 | 17376 |
| uz | 5224 | 6296 |
| vec | 5555 | 11298 |
| vep | 2867 | 6443 |
| vi | 37433 | 105546 |
| vo | 8277 | 15818 |
| vot | 489 | 941 |
| wa | 1956 | 3189 |
| wau | 184 | 728 |
| wo | 1196 | 1855 |
| wym | 1330 | 2775 |
| xcl | 16182 | 40937 |
| yi | 8054 | 17814 |
| yua | 735 | 1571 |
| za | 473 | 1611 |
| zh | 274080 | 1040323 |
| zza | 621 | 1299 |
| abe | 185 | 353 |
| ady | 3807 | 8277 |
| ain | 298 | 555 |
| akk | 313 | 729 |
| akz | 151 | 271 |
| alt | 289 | 568 |
| an | 4457 | 5283 |
| axm | 350 | 828 |
| ccc | 445 | 619 |
| ch | 174 | 340 |
| chl | 528 | 905 |
| cho | 155 | 406 |
| chr | 1087 | 1560 |
| cic | 699 | 1128 |
| cjs | 306 | 512 |
| cv | 2892 | 3646 |
| dlm | 1091 | 4297 |
| dum | 2040 | 7426 |
| esu | 227 | 612 |
| ff | 215 | 404 |
| gmh | 217 | 620 |
| gn | 131 | 184 |
| goh | 2002 | 6720 |
| gsw | 2336 | 8129 |
| ha | 802 | 1743 |
| hit | 221 | 696 |
| ie | 637 | 840 |
| ii | 51 | 142 |
| ilo | 442 | 780 |
| jv | 4919 | 5949 |
| kbd | 762 | 1709 |
| kn | 3415 | 5158 |
| krl | 637 | 1033 |
| liv | 569 | 1630 |
| lkt | 682 | 1710 |
| ltg | 139 | 374 |
| lzz | 127 | 263 |
| mch | 384 | 582 |
| mh | 200 | 524 |
| ml | 6750 | 7108 |
| mr | 5545 | 9198 |
| na | 200 | 362 |
| nah | 1612 | 1627 |
| nan | 486 | 960 |
| ne | 4224 | 5605 |
| nhn | 269 | 499 |
| nmn | 313 | 998 |
| odt | 365 | 667 |
| ofs | 345 | 501 |
| oj | 587 | 1372 |
| or | 109 | 262 |
| orv | 199 | 374 |
| os | 4481 | 5616 |
| osx | 1848 | 4978 |
| pa | 4488 | 6511 |
| pap | 3612 | 9452 |
| peo | 184 | 566 |
| pms | 2857 | 3013 |
| qu | 5156 | 10936 |
| raj | 190 | 627 |
| rap | 313 | 618 |
| sah | 2695 | 3753 |
| sc | 573 | 1246 |
| sd | 143 | 334 |
| si | 2062 | 2248 |
| smn | 511 | 892 |
| sms | 493 | 771 |
| srn | 1249 | 3578 |
| sux | 785 | 1503 |
| tet | 361 | 658 |
| twf | 527 | 1291 |
| txb | 588 | 1344 |
| uga | 573 | 1382 |
| war | 12987 | 13825 |
| xh | 2504 | 3213 |
| xmf | 149 | 383 |
| xpr | 98 | 196 |
| xwo | 456 | 896 |
| yo | 2283 | 2384 |
| zu | 2758 | 8067 |
| co | 1474 | 2319 |
| prg | 480 | 913 |
| aii | 345 | 459 |
| am | 1909 | 2273 |
| bi | 92 | 320 |
| dv | 117 | 221 |
| kim | 388 | 473 |
| krc | 460 | 762 |
| kum | 505 | 871 |
| ti | 292 | 390 |
| udm | 306 | 436 |
| xto | 121 | 492 |
| zdj | 58 | 77 |
| dak | 879 | 1735 |
| frk | 1 | 8 |
| oma | 748 | 1111 |
| shh | 185 | 385 |
| aa | 725 | 987 |
| dje | 338 | 651 |
| hke | 246 | 514 |
| qya | 180 | 894 |
| st | 102 | 126 |
| wae | 437 | 566 |
| xno | 274 | 446 |
| dua | 317 | 834 |
| fon | 805 | 1858 |
| hak | 4 | 6 |
| jbo | 32 | 44 |
### Licensing Information
This work includes data from ConceptNet 5, which was compiled by the
Commonsense Computing Initiative. ConceptNet 5 is freely available under
the Creative Commons Attribution-ShareAlike license (CC BY SA 3.0) from
http://conceptnet.io.
### Citation Information
```
@paper{speer2017conceptnet,
author = {Robyn Speer and Joshua Chin and Catherine Havasi},
title = {ConceptNet 5.5: An Open Multilingual Graph of General Knowledge},
conference = {AAAI Conference on Artificial Intelligence},
year = {2017},
pages = {4444--4451},
keywords = {ConceptNet; knowledge graph; word embeddings},
url = {http://aaai.org/ocs/index.php/AAAI/AAAI17/paper/view/14972}
}
``` |