metadata
license: cc-by-4.0
Clean ConceptNet Data for All Languages
Data Details
For our project on Retrofitting Glove embeddings for Low Resource Languages, we extracted all data from the ConceptNet database for 304 languages. The extraction process involved several steps to clean and analyze the data from the official ConceptNet dump available here.
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}
}