---
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}
}
```