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