PetraAI/Zalmati
Text Classification • Updated • 17 • 3
_id stringlengths 17 20 | url stringlengths 32 327 | title stringlengths 1 51 | text stringlengths 100 4.28k | emb listlengths 1.02k 1.02k |
|---|---|---|---|---|
20231101.ab_807_0 | https://ab.wikipedia.org/wiki/%D0%90%D4%A5%D1%81%D1%83%D0%B0%20%D0%B1%D1%8B%D0%B7%D1%88%D3%99%D0%B0 | Аԥсуа бызшәа | Ацыбжьыҟақәа уԥылоит бзыԥтәи адиалект мцараҿ, аиеҵәа ԥшшәыла иазгәаҭо бзыԥтәи, асаӡтәи диалектқәа — аиаҵәала, абжьауатәи — ҟаԥшьыла. | [
0.0168914794921875,
0.041656494140625,
0.003261566162109375,
-0.006114959716796875,
-0.010406494140625,
0.0077362060546875,
-0.0220947265625,
-0.044891357421875,
-0.0016193389892578125,
-0.0458984375,
-0.0157012939453125,
-0.012969970703125,
-0.03106689453125,
-0.00902557373046875,
-0.07... |
20231101.ab_807_1 | https://ab.wikipedia.org/wiki/%D0%90%D4%A5%D1%81%D1%83%D0%B0%20%D0%B1%D1%8B%D0%B7%D1%88%D3%99%D0%B0 | Аԥсуа бызшәа | Авелиартә фрикатақәа иреиԥшхаӡом ахархәара аҭыԥ зеиԥшро ала, авелиартәи ма аувелиартәи, иахьатәи аамҭаз бзыԥтәы адиалект аҿы ахархәара амоуп афрингалтә шьҭабжьқәа /χˁ χˁʷ/. | [
0.047637939453125,
0.05206298828125,
-0.03680419921875,
0.0276641845703125,
-0.00392913818359375,
0.01328277587890625,
-0.0059967041015625,
-0.050140380859375,
0.0017910003662109375,
-0.01367950439453125,
-0.0177154541015625,
-0.0352783203125,
-0.00238800048828125,
0.004329681396484375,
... |
20231101.ab_807_2 | https://ab.wikipedia.org/wiki/%D0%90%D4%A5%D1%81%D1%83%D0%B0%20%D0%B1%D1%8B%D0%B7%D1%88%D3%99%D0%B0 | Аԥсуа бызшәа | Ахәлымшәытә еидылара [ʔ] ицәырнагоит, актәи ахархәаратә феномен аҟынтә /q’/, аҩбатәи, иара убас иуԥылоит ажәаҿ /ʔaj/ «мап». /ɥ/ уи иахылҵуеит аҟырҟы еиҵалара /ʕʷ/, иара убас уи уаҳауеит анхарҭа ҭыԥқәакырҿ. | [
0.0164947509765625,
0.050140380859375,
-0.03192138671875,
-0.002231597900390625,
-0.0225830078125,
-0.03271484375,
-0.032928466796875,
-0.04278564453125,
-0.023223876953125,
-0.0118865966796875,
0.000942230224609375,
-0.03314208984375,
-0.00720977783203125,
-0.0288543701171875,
-0.029220... |
20231101.ab_1040_0 | https://ab.wikipedia.org/wiki/%D0%90%D2%9F%D3%99%D0%B0 | Аҟәа | А́ҟәа () — Аԥсны Аҳәынҭқарра аҳҭнықалақь. Аҟәа - Аԥсны аполитикеи, ааглыхреи, акультуреи, аҵаралашареи, аҭҵаарадырреи ирцентруп (ирыгәҭылсоуп). Уи ихадоу мҩа еилысырҭоуп. Аҟәа иҟоуп Аԥсны апорт хада. Аҟәа - Аԥсны агәы, аӡиасқәа Аӡаԥшьи, Баслеи, Кьалашәыри Амшын Еиқәа иахьалало аҭыԥ аҿы иҟоуп. Аҟәа алада А... | [
0.0284423828125,
0.047271728515625,
-0.00994873046875,
0.0259552001953125,
-0.0243682861328125,
-0.01342010498046875,
-0.018707275390625,
-0.03839111328125,
0.0008029937744140625,
-0.025543212890625,
-0.019073486328125,
-0.0328369140625,
0.0014905929565429688,
0.01480865478515625,
-0.040... |
20231101.ab_1040_1 | https://ab.wikipedia.org/wiki/%D0%90%D2%9F%D3%99%D0%B0 | Аҟәа | Аҟәа инхоит 62 914-ҩык (2011). Ахацәа – 44,2%, аҳәса – 55,8%. Аетникатә еилазаашьа: аԥсуаа – 67,3%, аурысцәа – 14,8%, аерманцәа – 9,8%, ақырҭцәа – 2,7%, аукраинцәа – 1,1%, абырзенцәа – 1,0%, агырцәа – 0,1%, ашәанцәа – 0,1%, егьырҭ амилаҭқәа – 3,1%. | [
0.033721923828125,
0.06451416015625,
-0.060272216796875,
0.019866943359375,
0.01922607421875,
-0.009002685546875,
-0.009521484375,
-0.0577392578125,
-0.0179290771484375,
0.00765228271484375,
0.024261474609375,
-0.00962066650390625,
0.0108489990234375,
-0.021331787109375,
0.00504684448242... |
20231101.ab_1040_2 | https://ab.wikipedia.org/wiki/%D0%90%D2%9F%D3%99%D0%B0 | Аҟәа | Аҟәа - ижәытәӡатәиу Кавказтәи ақалақьқәа ируакуп. Раԥхьаӡа акәны араҟа ауаа рынхарҭақәа апалеолит аамҭақәа ирыҵаркуеит. 6-тәи ашә. ҳера ҟалаанӡа иахьатәи Аҟәа аҭыԥан ишьақәыргылан абырзенцәа рколониа Диоскуриада. Анаҩс араҟа ицәырҵит римтәи абаа Себастополис. 8-тәи ашә.инаркны Аҟәа Аԥсуа аҳраҿы инареиҳаз нхарҭа ҭыԥ... | [
0.028961181640625,
0.0579833984375,
-0.0302276611328125,
0.0234375,
-0.0174560546875,
-0.01319122314453125,
-0.0292510986328125,
-0.045684814453125,
0.0012521743774414062,
-0.02178955078125,
0.045379638671875,
0.0041351318359375,
-0.01367950439453125,
-0.00872802734375,
-0.019287109375,
... |
20231101.ab_1040_3 | https://ab.wikipedia.org/wiki/%D0%90%D2%9F%D3%99%D0%B0 | Аҟәа | Аҟәа адгьылҵакыра зегьы даара ибеиоуп археологиатәи аҭоурыхтә-архитектуратәи баҟақәа рыла. Араҟа иҟоуп апалеолит аамҭа иаҵанакуа аанкыларҭақәа ҩба, ҳера ҟалаанӡа 3-1 азқьышықәсақәа ирыҵаркуа анхарҭа ҭыԥқәа рышьҭа-мышьҭақәа рацәаны, 2-тәи ашә. иаҵанакуа римтәи аԥшыхәырҭатә баашқәа 2., Баграт ишьхаҿы игылоу аҭоурыхтә-ар... | [
0.037200927734375,
0.044219970703125,
-0.02459716796875,
0.04071044921875,
-0.0156402587890625,
0.01934814453125,
-0.0026702880859375,
-0.043182373046875,
0.0006232261657714844,
-0.03887939453125,
0.0190277099609375,
0.013763427734375,
-0.02789306640625,
0.01090240478515625,
-0.049072265... |
20231101.ab_1040_4 | https://ab.wikipedia.org/wiki/%D0%90%D2%9F%D3%99%D0%B0 | Аҟәа | Аҟәа аус руеит аиашахаҵаратә ныхақәа ҩба. Раԥхьатәи ақалақь агәҭан иргылан 1908-1915 шш. рзы, бырзен ныхак аҳасабала. Егьи, 1821 ш. рзы иргылаз Аԥшьа Гьаргь иныха ақалақь мрагыларатәи ахәҭа, апансионат «Аиҭар» аҵакырадгьыл аҿы иҟоуп. Ақалақь агәҭаҿы иара убасгьы иҟоуп акотоликатә костел (1908), алиутерантә кирха(1915)... | [
0.03021240234375,
0.05157470703125,
-0.03656005859375,
0.005016326904296875,
0.01241302490234375,
0.023040771484375,
-0.002410888671875,
-0.057891845703125,
-0.006313323974609375,
-0.0212249755859375,
0.003253936767578125,
-0.0280914306640625,
-0.0193328857421875,
-0.0201873779296875,
-0... |
20231101.ab_1040_5 | https://ab.wikipedia.org/wiki/%D0%90%D2%9F%D3%99%D0%B0 | Аҟәа | Агеографиатә ҭыԥырбагақәа - 43°00’ с.ш. 41°00’ в.д. Аҟәа амраҭашәарахьтәи ахәҭаҿы иҟоуп Аҟәатәи аӡҭачы. Ацәаакыра змоу асубтропикатә ҳауа, аԥхын – ашоура ӷәӷәа, аӡын – ацәаакыра зцу аҳауа ԥха. Нанҳәазтәи абжьаратә шоура - +24, жьырныҳәазы - +5,7 °C. Бжьаратәла шықәсык ахьтә 1453 мм ақәа леиуеит. Мрагыларахь ала аҳҭн... | [
0.0183258056640625,
0.0516357421875,
-0.04345703125,
0.009063720703125,
0.0035419464111328125,
-0.0102996826171875,
-0.0272369384765625,
-0.057342529296875,
-0.00908660888671875,
0.0080718994140625,
0.0111846923828125,
-0.04205322265625,
0.00731658935546875,
-0.01395416259765625,
0.00303... |
20231101.ab_1040_6 | https://ab.wikipedia.org/wiki/%D0%90%D2%9F%D3%99%D0%B0 | Аҟәа | "Аҟәа иахьа аус руеит Аԥсны аҳәынҭқарратә университет,(...TRUNCATED) | [0.017486572265625,0.0130462646484375,-0.0007338523864746094,0.02459716796875,-0.026031494140625,0.0(...TRUNCATED) |
End of preview. Expand in Data Studio
Multilingual Embeddings for Wikipedia in 300+ Languages
This dataset contains the wikimedia/wikipedia dataset dump from 2023-11-01 from Wikipedia in all 300+ languages.
The individual articles have been chunked and embedded with the state-of-the-art multilingual Cohere Embed V3 embedding model. This enables an easy way to semantically search across all of Wikipedia or to use it as a knowledge source for your RAG application. In total is it close to 250M paragraphs / embeddings.
You can also use the model to perform cross-lingual search: Enter your search query in any language and get the most relevant results back.
Loading the dataset
Loading the document embeddings
You can either load the dataset like this:
from datasets import load_dataset
lang = "simple" #Use the Simple English Wikipedia subset
docs = load_dataset("CohereLabs/wikipedia-2023-11-embed-multilingual-v3", lang, split="train")
Or you can also stream it without downloading it before:
from datasets import load_dataset
lang = "simple" #Use the Simple English Wikipedia subset
docs = load_dataset("CohereLabs/wikipedia-2023-11-embed-multilingual-v3", lang, split="train", streaming=True)
for doc in docs:
doc_id = doc['_id']
title = doc['title']
text = doc['text']
emb = doc['emb']
Note, depending on the language, the download can be quite large.
Search
A full search example (on the first 1,000 paragraphs):
#Run: pip install cohere datasets numpy
from datasets import load_dataset
import numpy as np
import cohere
co = cohere.Client("YOUR_COHERE_API_KEY") # Add your cohere API key from www.cohere.com
lang = "simple"
top_k = 3
#Load at max 1000 chunks + embeddings
max_docs = 1000
docs_stream = load_dataset(f"CohereLabs/wikipedia-2023-11-embed-multilingual-v3", lang, split="train", streaming=True)
docs = []
doc_embeddings = []
for doc in docs_stream:
docs.append(doc)
doc_embeddings.append(doc['emb'])
if len(docs) >= max_docs:
break
doc_embeddings = np.asarray(doc_embeddings)
query = 'Who was Alan Turing'
response = co.embed(texts=[query], model='embed-multilingual-v3.0', input_type="search_query")
query_embedding = response.embeddings
query_embedding = np.asarray(query_embedding)
# Compute dot score between query embedding and document embeddings
dot_scores = np.matmul(query_embedding, doc_embeddings.transpose())[0]
top_k_hits = np.argpartition(dot_scores, -top_k)[-top_k:].tolist()
# Sort top_k_hits by dot score
top_k_hits.sort(key=lambda x: dot_scores[x], reverse=True)
# Print results
print("Query:", query)
for doc_id in top_k_hits:
print(docs[doc_id]['title'])
print(docs[doc_id]['text'])
print(docs[doc_id]['url'], "\n")
Overview
The following table contains all language codes together with the total numbers of passages.
| Language | #Docs |
|---|---|
| en | 41,488,110 |
| de | 20,772,081 |
| fr | 17,813,768 |
| ru | 13,734,543 |
| es | 12,905,284 |
| it | 10,462,162 |
| ceb | 9,818,657 |
| uk | 6,901,192 |
| ja | 6,626,537 |
| nl | 6,101,353 |
| pl | 5,973,650 |
| pt | 5,637,930 |
| sv | 4,911,480 |
| ca | 4,156,889 |
| ar | 3,691,451 |
| cs | 3,118,524 |
| he | 2,948,882 |
| hu | 2,924,609 |
| vi | 2,835,049 |
| zh | 2,775,260 |
| fi | 2,427,097 |
| id | 2,358,335 |
| no | 2,211,270 |
| sr | 2,154,631 |
| fa | 2,073,154 |
| tr | 1,775,036 |
| ro | 1,770,527 |
| el | 1,599,770 |
| ko | 1,513,291 |
| bg | 1,455,765 |
| hy | 1,386,140 |
| eu | 1,327,579 |
| da | 1,224,982 |
| eo | 1,216,706 |
| war | 1,185,097 |
| sh | 1,139,309 |
| tt | 1,119,546 |
| arz | 1,089,164 |
| gl | 1,056,990 |
| et | 1,054,770 |
| ce | 1,013,217 |
| ast | 1,010,445 |
| sl | 984,855 |
| hr | 910,923 |
| sk | 874,014 |
| ms | 869,579 |
| be | 857,033 |
| th | 839,712 |
| az | 817,631 |
| uz | 811,028 |
| mk | 784,576 |
| lt | 770,069 |
| bn | 767,965 |
| cy | 762,338 |
| ta | 685,975 |
| simple | 646,424 |
| te | 634,778 |
| kk | 627,085 |
| ka | 595,401 |
| hi | 541,822 |
| nn | 530,590 |
| lv | 484,957 |
| af | 461,674 |
| ba | 434,939 |
| ur | 434,269 |
| bs | 396,692 |
| sq | 388,788 |
| ml | 384,795 |
| min | 373,156 |
| la | 340,521 |
| pnb | 335,958 |
| be-x-old | 314,600 |
| kn | 309,085 |
| azb | 294,248 |
| oc | 283,297 |
| zh-min-nan | 278,547 |
| fy | 248,075 |
| my | 241,025 |
| lb | 216,558 |
| ky | 216,344 |
| als | 206,387 |
| mr | 203,479 |
| br | 200,486 |
| pa | 188,091 |
| is | 177,272 |
| mg | 171,947 |
| sw | 171,650 |
| ha | 167,807 |
| tl | 166,907 |
| nds | 166,019 |
| an | 143,163 |
| jv | 142,104 |
| ps | 138,240 |
| ig | 132,250 |
| new | 128,696 |
| tg | 128,237 |
| ga | 125,456 |
| lld | 125,094 |
| su | 124,390 |
| cv | 122,671 |
| ckb | 120,886 |
| si | 119,223 |
| mn | 114,878 |
| lmo | 103,836 |
| io | 101,713 |
| gu | 99,450 |
| vec | 95,072 |
| zh-yue | 89,145 |
| bar | 88,238 |
| sco | 83,906 |
| ne | 83,598 |
| ku | 82,935 |
| hyw | 82,343 |
| pms | 77,834 |
| as | 76,093 |
| km | 74,177 |
| sah | 71,599 |
| li | 69,267 |
| or | 65,510 |
| mt | 64,038 |
| szl | 56,836 |
| yi | 55,375 |
| ht | 55,079 |
| dag | 53,343 |
| sa | 51,735 |
| nv | 49,355 |
| bpy | 47,757 |
| vo | 47,375 |
| ug | 44,764 |
| sat | 43,500 |
| ia | 42,012 |
| bo | 41,438 |
| mwl | 41,273 |
| sd | 40,395 |
| bcl | 39,967 |
| mnw | 39,578 |
| hsb | 39,560 |
| avk | 39,001 |
| scn | 38,359 |
| rm | 37,436 |
| diq | 34,743 |
| vep | 33,654 |
| xmf | 33,238 |
| ban | 32,320 |
| wa | 32,132 |
| ilo | 31,046 |
| nds-nl | 30,918 |
| qu | 30,529 |
| so | 29,936 |
| mhr | 29,619 |
| vls | 29,227 |
| sc | 28,977 |
| fo | 28,809 |
| gd | 28,149 |
| rw | 28,037 |
| gom | 27,792 |
| yo | 27,789 |
| tum | 26,743 |
| wuu | 26,532 |
| frr | 26,010 |
| sn | 25,941 |
| tk | 24,269 |
| blk | 24,194 |
| mzn | 23,837 |
| co | 23,065 |
| szy | 22,854 |
| am | 22,467 |
| shn | 22,432 |
| skr | 21,081 |
| lfn | 20,781 |
| tyv | 20,762 |
| lij | 20,553 |
| ie | 19,994 |
| rue | 19,916 |
| crh | 19,016 |
| gor | 18,146 |
| ary | 17,463 |
| dv | 16,941 |
| lg | 16,751 |
| roa-tara | 16,572 |
| bjn | 16,429 |
| tw | 16,304 |
| bh | 15,938 |
| pam | 15,134 |
| os | 15,096 |
| myv | 15,062 |
| gn | 14,983 |
| lez | 14,152 |
| mai | 13,806 |
| kv | 13,534 |
| pcd | 13,057 |
| zh-classical | 12,791 |
| zea | 12,528 |
| lo | 12,525 |
| gv | 12,074 |
| stq | 11,890 |
| zu | 11,680 |
| smn | 11,672 |
| kw | 11,539 |
| bat-smg | 11,240 |
| hif | 11,215 |
| ext | 10,967 |
| ace | 10,821 |
| trv | 10,546 |
| ami | 10,538 |
| tcy | 10,531 |
| lad | 10,386 |
| alt | 10,256 |
| pap | 10,187 |
| kab | 10,179 |
| fur | 10,148 |
| nap | 10,079 |
| mrj | 9,771 |
| kaa | 9,548 |
| nqo | 9,153 |
| glk | 9,120 |
| pfl | 8,790 |
| fiu-vro | 8,757 |
| nso | 8,635 |
| jbo | 8,577 |
| bxr | 8,549 |
| wo | 8,549 |
| olo | 8,530 |
| map-bms | 8,393 |
| ksh | 8,226 |
| csb | 8,085 |
| av | 7,873 |
| mni | 7,740 |
| udm | 7,730 |
| mi | 7,643 |
| kbp | 7,616 |
| dsb | 7,536 |
| frp | 7,294 |
| om | 7,045 |
| ang | 7,023 |
| hak | 6,866 |
| gur | 6,761 |
| se | 6,733 |
| anp | 6,704 |
| tay | 6,434 |
| mdf | 6,351 |
| gcr | 6,347 |
| koi | 6,300 |
| krc | 6,293 |
| ay | 5,985 |
| cdo | 5,917 |
| nrm | 5,786 |
| xh | 5,756 |
| tn | 5,712 |
| tly | 5,598 |
| shi | 5,179 |
| pcm | 5,076 |
| fat | 4,968 |
| nia | 4,795 |
| dty | 4,728 |
| kbd | 4,667 |
| gpe | 4,289 |
| cbk-zam | 4,224 |
| ff | 4,166 |
| dz | 4,117 |
| guw | 3,982 |
| eml | 3,979 |
| ln | 3,774 |
| inh | 3,768 |
| nah | 3,720 |
| ab | 3,465 |
| ks | 3,255 |
| mad | 3,236 |
| haw | 3,227 |
| gag | 3,076 |
| tet | 3,030 |
| ny | 2,933 |
| pag | 2,727 |
| guc | 2,454 |
| roa-rup | 2,409 |
| jam | 2,387 |
| awa | 2,242 |
| pdc | 2,239 |
| to | 2,165 |
| za | 2,132 |
| st | 2,051 |
| ltg | 2,005 |
| atj | 1,967 |
| nov | 1,916 |
| ss | 1,904 |
| pwn | 1,881 |
| ee | 1,819 |
| sm | 1,659 |
| ts | 1,645 |
| gan | 1,626 |
| xal | 1,619 |
| kcg | 1,555 |
| cu | 1,477 |
| srn | 1,395 |
| got | 1,280 |
| fon | 1,247 |
| din | 1,214 |
| arc | 1,167 |
| fj | 1,164 |
| rmy | 1,113 |
| ady | 1,040 |
| rn | 1,033 |
| bm | 1,017 |
| tpi | 957 |
| ve | 919 |
| ki | 798 |
| pnt | 796 |
| chr | 788 |
| kl | 770 |
| lbe | 766 |
| bi | 718 |
| ti | 706 |
| kg | 609 |
| pih | 606 |
| ch | 513 |
| bug | 429 |
| ty | 297 |
| ik | 275 |
| iu | 263 |
| pi | 260 |
| sg | 204 |
| chy | 57 |
| cr | 41 |
| Total | 247,154,006 |
- Downloads last month
- 54,548
