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en | true | 4,480 | 5,423 | 0.826111 | https://www.lotuscarrental.is/rent-a-car-in-iceland | http://schema.org/FAQPage | {'@context': 'https://schema.org', '@type': 'FAQPage', 'mainEntity': [{'@type': 'Question', 'name': 'How old do you have to be to rent a car in Iceland?', 'acceptedAnswer': {'@type': 'Answer', 'text': 'To rent a car in Iceland Yyou must be at least 20 years old to rent a car and have a valid drivers license in English ... |
pt | true | 293 | 975 | 0.300513 | https://www.perfildosfamosos.com/kourtney-kardashian/ | http://schema.org/FAQPage | {'@context': 'https://schema.org', 'name': 'Perguntas e respostas sobre Kourtney Kardashian', '@type': 'FAQPage', 'id': 'https://www.perfildosfamosos.com/kourtney-kardashian/#faqpage', 'mainEntity': [{'@type': 'Question', 'name': 'Qual é a idade de Kourtney Kardashian?', 'acceptedAnswer': {'@type': 'Answer', 'text': '4... |
en | true | 567 | 930 | 0.609677 | https://www.momondo.com/car-rental/SUV-rentals-Chisinau-12658.csv.ksp | http://schema.org/FAQPage | {'@context': 'http://schema.org', '@type': 'FAQPage', 'mainEntity': [{'@type': 'Question', 'name': 'How much will it cost to rent SUV in Chisinau, Moldova in April?', 'acceptedAnswer': {'@type': 'Answer', 'text': "Our data shows that for SUV rental deals during April in Chisinau, you can expect to pay around $82 per da... |
es | true | 1,109 | 1,799 | 0.616454 | https://www.momondo.cl/vuelos/santiago-de-chile/porto-seguro | http://schema.org/FAQPage | {'@context': 'http://schema.org', '@type': 'FAQPage', 'mainEntity': [{'@type': 'Question', 'name': '¿Cuál es el mes más barato para volar a Porto Seguro desde Santiago de Chile?', 'acceptedAnswer': {'@type': 'Answer', 'text': 'La época más barata del año para volar a Porto Seguro desde Santiago de Chile es en noviembre... |
zh | true | 660 | 1,314 | 0.502283 | https://www.tw.kayak.com/%E8%88%8A%E9%87%91%E5%B1%B1-%E9%A3%AF%E5%BA%97_Russian-Hill.N172155.13852.hotel.ksp | http://schema.org/FAQPage | {'@context': 'http://schema.org', '@type': 'FAQPage', 'mainEntity': [{'@type': 'Question', 'name': 'Russian Hill有哪些優質飯店？', 'acceptedAnswer': {'@type': 'Answer', 'text': '造訪舊金山時不妨以Russian Hill作爲基地。如果你計劃住在Russian Hill區域，漁人碼頭旅遊賓館 - 三藩市、赫利塔茲普萊斯哥羅多利廣場費爾蒙文物飯店和城堡酒店 - 三藩市均是許多KAYAK用戶的選擇。'}}, {'@type': 'Question', 'name': '舊金山Ru... |
it | true | 383 | 986 | 0.388438 | http://www.donna-cerca.net/donna/sicila/palermo/palermo/ | http://schema.org/FAQPage | {'@context': 'https://schema.org', '@type': 'FAQPage', 'mainEntity': [{'@type': 'Question', 'name': 'Quanto costa una Escort?', 'acceptedAnswer': {'@type': 'Answer', 'text': 'Prezzi a partire da 70 Euro.'}}, {'@type': 'Question', 'name': 'Come si svolge un incontro?', 'acceptedAnswer': {'@type': 'Answer', 'text': 'Ques... |
en | true | 1,904 | 2,833 | 0.672079 | https://www.oemsecrets.com/details/sn74ahc04dr | http://schema.org/FAQPage | {'@context': 'https://schema.org', '@type': 'FAQPage', 'mainEntity': [{'@type': 'Question', 'name': 'Where can I find additional details, specifications and documents for a SN74AHC04DR?', 'acceptedAnswer': {'@type': 'Answer', 'text': 'Additional datasheets, footprints and schematics for SN74AHC04DR are listed on our P... |
en | false | 570 | 1,080 | 0.527778 | https://www.rajnokri.com/ifsc-code/barb0nokhab/ | http://schema.org/FAQPage | {'@context': 'https://schema.org', '@type': 'FAQPage', 'mainEntity': [{'@type': 'Question', 'name': 'What is the IFSC Code of BOB Nokha Br., Bikaner Branch', 'acceptedAnswer': {'@type': 'Answer', 'text': 'The IFS Code of Bank Of Baroda Nokha Br., Bikaner is BARB0NOKHAB'}}, {'@type': 'Question', 'name': 'What is the MIC... |
en | true | 1,565 | 2,053 | 0.762299 | https://www.mt.com/us/en/home/products/Process-Analytics/thornton-water-analytics/sodium-silica-analyzer.html | http://schema.org/FAQPage | {'@context': 'https://schema.org', '@type': 'FAQPage', 'mainEntity': [{'@type': 'Question', 'name': 'How do water chemistry analyzers help prevent corrosion and scaling?', 'acceptedAnswer': {'@type': 'Answer', 'text': 'Water chemistry analyzers take automatic, on-line water samples at critical points where contaminants... |
en | true | 1,093 | 1,472 | 0.742527 | https://www.vet4healthypet.com/site/veterinary-services-orange/dentistry | http://schema.org/FAQPage | {'@context': 'https://schema.org', '@type': 'FAQPage', 'mainEntity': [{'@type': 'Question', 'name': 'Why do pets need their teeth cleaned?', 'acceptedAnswer': {'@type': 'Answer', 'text': "<p>Cats and dogs are able to develop periodontal disease or tooth decay as a result of poor oral health. \r\n\r\nLike humans, when a... |
en | true | 1,467 | 2,103 | 0.697575 | https://www.slotsource.com/guides/virtual-slots-vs-mechanical-slots-what-s-the-difference | http://schema.org/FAQPage | {'@context': 'http://schema.org/', '@type': 'FAQPage', 'mainEntity': [{'@type': 'Question', 'name': '🎰 How are online slots different from slot machines?', 'acceptedAnswer': {'@type': 'Answer', 'text': 'Online slots are computer generated and run using an RNG and algorithm. Machine slots are mechanical and use differe... |
pt | true | 1,531 | 2,218 | 0.690261 | https://www.rdstation.com/marketing/landing-page/ | http://schema.org/FAQPage | {'@context': 'https://schema.org', '@type': 'FAQPage', 'mainEntity': [{'@type': 'Question', 'name': 'O que é uma Landing Page?', 'acceptedAnswer': {'@type': 'Answer', 'text': '<p>Landing Page é uma página que possui todos os elementos voltados à conversão do visitante em Lead, oportunidade ou cliente. Também conhecidas... |
ja | true | 379 | 896 | 0.422991 | https://act-kougu.com/enginekougu_category/enginepump/ | http://schema.org/FAQPage | {'@context': 'https://schema.org', '@type': 'FAQPage', 'mainEntity': [{'@type': 'Question', 'name': '海外のインパクトドライバーや、有名メーカー以外のインパクトドライバーでも買取可能ですか？', 'acceptedAnswer': {'@type': 'Answer', 'text': '商品の状態や、メーカー次第ではありますが、インパクトドライバーは人気が高いので、一度ご相談ください。'}}, {'@type': 'Question', 'name': '国内のメーカーで、ホームぺージに記載がないメーカーでも買取可能ですか？', '... |
es | true | 2,948 | 3,449 | 0.854741 | https://www.tripadvisor.es/AttractionsNear-g60827-d3967492-Ditmas_Park-Brooklyn_New_York.html | http://schema.org/FAQPage | {'@context': 'http://schema.org', '@type': 'FAQPage', 'mainEntity': [{'@type': 'Question', 'name': '¿Cuáles son las mejores experiencias cerca de Ditmas Park?', 'acceptedAnswer': {'@type': 'Answer', 'text': 'Estas son las mejores experiencias cerca de Ditmas Park:<ul><li><a href="/AttractionProductReview-g60763-d234544... |
en | true | 773 | 1,168 | 0.661815 | https://www.ultimuttinn.com/school-for-dogs/can-you-guarantee-my-dog-will-be-trained-the-way-i-want-38138 | http://schema.org/FAQPage | {'@type': 'FAQPage', 'mainEntity': {'@type': 'Question', 'name': 'Can you guarantee my dog will be trained the way I want?', 'acceptedAnswer': {'@type': 'Answer', 'text': '<p>We prefer to call it a Commitment: a commitment to helping your dog be the best dog that he/she can be and helping you, the pet parent, be the be... |
en | true | 1,273 | 1,865 | 0.682574 | https://betting-sport-online.com/sportingbet/ | http://schema.org/FAQPage | {'@context': 'https://schema.org', '@type': 'FAQPage', 'mainEntity': [{'@type': 'Question', 'name': 'What welcome bonus does the bookmaker offer?', 'acceptedAnswer': {'@type': 'Answer', 'text': 'A newly registered user can receive up to 200% after the first replenishment of the account.'}}, {'@type': 'Question', 'name'... |
en | true | 1,422 | 2,098 | 0.677788 | https://www.new-york-carhire.com/?cur=BHD | http://schema.org/FAQPage | {'@context': 'https://schema.org', '@type': 'FAQPage', 'mainEntity': [{'@type': 'Question', 'name': "The average car rental duration in 2023 is 6 days. <a href='www.new-york-carhire.com' >Search car rental in New York</a>", 'acceptedAnswer': {'@type': 'Answer', 'text': 'The average car rental duration in 2023 is 6 day... |
vi | true | 766 | 1,562 | 0.490397 | https://bantinsuckhoe24h.org/xuat-tinh-ra-mau/ | http://schema.org/FAQPage | {'@context': 'https://schema.org', '@type': 'FAQPage', 'name': 'Chuyên Nhận Điều Trị Xuất Tinh Ra Máu - Phòng Khám Lê Lợi', 'mainEntity': [{'@type': 'Question', 'name': '✅ Làm thế nào để nhận được tư vấn miễn phí về bệnh từ bác sĩ?', 'answerCount': 1, 'acceptedAnswer': {'@type': 'Answer', 'text': 'Bạn chỉ cần vào websi... |
en | true | 1,635 | 2,246 | 0.727961 | https://call2shift.in/local-packers-movers/ekkaduthangal-chennai | http://schema.org/FAQPage | {'@context': 'https://schema.org', '@type': 'FAQPage', 'mainEntity': [{'@type': 'Question', 'name': 'What Is A Pre-Move Survey And Is It Necessary To Take It?', 'acceptedAnswer': {'@type': 'Answer', 'text': 'A pre-move survey is a free service provided by packing and moving companies in which they visit your house and ... |
End of preview. Expand in Data Studio
Every Prompt
Every Prompt is a data-driven approach to mining instructions from the web. It contains over a million FAQs and HowTos from around the world in a structured format. It also has basic pre-processing to calculate the length of the useful text and identify the language of that text with the help of GCLD3
It relies on the Web Data Commons dataset (from October 2022) to find the seed list of sites with HowTo and FAQPage items. The general pipeline looks like this:
- Download 1.6TB of structured data from webdatacommons to identify the pages with the structured data we need (wget/parallel). That gives us 1,985,925 seed pages
- Crawls the seed pages and tries to extract structured data using extruct package. That left around 1,358,638 pages which are alive and well-formed.
- Extracts only the relevant structured data of the HowTo/FAQPage type with the help of jmespath. That boils down to 1,266,926 json documents.
- Extracts the textual information out of the structure to identify the text's language, the textual data's length, and the text/data ratio.
You can use the resulting dataset by filtering for the language and amount of the text. You need to convert the structured data into instructions yourself. You'll need to apply extra cleansing/evaluation of the instructions you've got because, you know, the internet is still full of crap.
Caveat emptor: the format of the FAQs and HowTo's in the dataset might vary greatly. Account for that. To understand potential pitfalls, look at the jmespath expression at the export_structured_data.py.
Detailed stats (with breakdown by language and data type)
| language | FAQPage count | FAQPage text length | HowTo count | HowTo text length | items count | text length |
|---|---|---|---|---|---|---|
| en | 592730 | 1186748927 | 29017 | 77135350 | 621747 | 1263884277 |
| de | 83184 | 213931486 | 3370 | 13905977 | 86554 | 227837463 |
| es | 63237 | 113906536 | 6466 | 30517773 | 69703 | 144424309 |
| fr | 65081 | 141638675 | 3672 | 21632272 | 68753 | 163270947 |
| ja | 55439 | 46231152 | 1402 | 1678468 | 56841 | 47909620 |
| ru | 41271 | 70947161 | 2403 | 12805308 | 43674 | 83752469 |
| nl | 34066 | 102719276 | 2007 | 11078079 | 36073 | 113797355 |
| it | 23076 | 43968063 | 2465 | 13696136 | 25541 | 57664199 |
| vi | 23115 | 38603954 | 720 | 3224051 | 23835 | 41828005 |
| zh | 22496 | 21111729 | 1112 | 1513344 | 23608 | 22625073 |
| pl | 19424 | 41446645 | 306 | 419787 | 19730 | 41866432 |
| fa | 17263 | 31294557 | 1819 | 1915117 | 19082 | 33209674 |
| tr | 13619 | 20040069 | 722 | 418695 | 14341 | 20458764 |
| und | 12256 | 1032156 | 322 | 8941 | 12578 | 1041097 |
| pt | 10784 | 26163387 | 1775 | 8295306 | 12559 | 34458693 |
| ro | 10536 | 16405628 | 75 | 89946 | 10611 | 16495574 |
| id | 8256 | 14353165 | 1871 | 13055561 | 10127 | 27408726 |
| ko | 8348 | 7624222 | 616 | 1533830 | 8964 | 9158052 |
| sv | 8007 | 15926376 | 390 | 638054 | 8397 | 16564430 |
| ar | 6950 | 10240266 | 1241 | 7517175 | 8191 | 17757441 |
| da | 7691 | 15277244 | 408 | 450176 | 8099 | 15727420 |
| cs | 7546 | 13201121 | 480 | 2471544 | 8026 | 15672665 |
| fi | 7767 | 14468764 | 199 | 170138 | 7966 | 14638902 |
| hi | 4517 | 4307716 | 683 | 4294129 | 5200 | 8601845 |
| hu | 4866 | 10639836 | 125 | 61118 | 4991 | 10700954 |
| el | 4600 | 10555382 | 103 | 55576 | 4703 | 10610958 |
| no | 4357 | 8426887 | 179 | 354796 | 4536 | 8781683 |
| uk | 4401 | 6925331 | 90 | 37285 | 4491 | 6962616 |
| iw | 4056 | 7723904 | 36 | 35305 | 4092 | 7759209 |
| bg | 3620 | 10154727 | 41 | 31268 | 3661 | 10185995 |
| sk | 2639 | 4394140 | 65 | 32527 | 2704 | 4426667 |
| th | 1877 | 3823867 | 613 | 3171583 | 2490 | 6995450 |
| mr | 2002 | 2274197 | 57 | 75906 | 2059 | 2350103 |
| mt | 1886 | 3761332 | 14 | 5443 | 1900 | 3766775 |
| cy | 1524 | 3171667 | 25 | 11641 | 1549 | 3183308 |
| bs | 1366 | 2031881 | 34 | 23298 | 1400 | 2055179 |
| et | 1299 | 1694117 | 5 | 2005 | 1304 | 1696122 |
| ms | 989 | 1927545 | 174 | 720492 | 1163 | 2648037 |
| ca | 1068 | 1614073 | 62 | 34072 | 1130 | 1648145 |
| lt | 1056 | 2272916 | 44 | 57169 | 1100 | 2330085 |
| ne | 966 | 771410 | 29 | 28569 | 995 | 799979 |
| hr | 796 | 1394174 | 15 | 10191 | 811 | 1404365 |
| fy | 743 | 633705 | 24 | 5823 | 767 | 639528 |
| lb | 703 | 1133527 | 18 | 3985 | 721 | 1137512 |
| gl | 628 | 1159618 | 34 | 9049 | 662 | 1168667 |
| mn | 644 | 1174921 | 11 | 3592 | 655 | 1178513 |
| la | 635 | 363380 | 13 | 2009 | 648 | 365389 |
| af | 577 | 444351 | 38 | 14403 | 615 | 458754 |
| sl | 451 | 1708497 | 50 | 50361 | 501 | 1758858 |
| ht | 455 | 223768 | 13 | 4406 | 468 | 228174 |
| lv | 317 | 1017694 | 32 | 31983 | 349 | 1049677 |
| gd | 273 | 295170 | 52 | 20374 | 325 | 315544 |
| sr | 287 | 367782 | 23 | 5177 | 310 | 372959 |
| co | 288 | 284629 | 12 | 3530 | 300 | 288159 |
| az | 268 | 273548 | 9 | 13011 | 277 | 286559 |
| fil | 210 | 165520 | 63 | 77100 | 273 | 242620 |
| jv | 244 | 153411 | 14 | 75932 | 258 | 229343 |
| sn | 239 | 175459 | 10 | 8890 | 249 | 184349 |
| bn | 190 | 301199 | 42 | 23451 | 232 | 324650 |
| ga | 198 | 263174 | 30 | 12905 | 228 | 276079 |
| mg | 201 | 53082 | 18 | 6141 | 219 | 59223 |
| hi-Latn | 194 | 250495 | 4 | 33091 | 198 | 283586 |
| hmn | 173 | 793850 | 16 | 5902 | 189 | 799752 |
| ka | 162 | 262305 | 8 | 3427 | 170 | 265732 |
| ig | 136 | 129243 | 10 | 2941 | 146 | 132184 |
| is | 139 | 236415 | 4 | 1277 | 143 | 237692 |
| ta | 129 | 155042 | 12 | 4079 | 141 | 159121 |
| kk | 102 | 152629 | 28 | 11885 | 130 | 164514 |
| eu | 118 | 130847 | 10 | 3522 | 128 | 134369 |
| eo | 121 | 69071 | 6 | 1885 | 127 | 70956 |
| ur | 93 | 259680 | 33 | 20499 | 126 | 280179 |
| so | 112 | 203877 | 6 | 2151 | 118 | 206028 |
| tg | 99 | 73437 | 16 | 5539 | 115 | 78976 |
| mk | 29 | 62730 | 84 | 391780 | 113 | 454510 |
| be | 100 | 88386 | 8 | 2193 | 108 | 90579 |
| sm | 100 | 1309239 | 8 | 2778 | 108 | 1312017 |
| uz | 93 | 116820 | 7 | 2987 | 100 | 119807 |
| zu | 84 | 136023 | 9 | 2744 | 93 | 138767 |
| haw | 81 | 59685 | 6 | 822 | 87 | 60507 |
| sq | 74 | 120593 | 12 | 6205 | 86 | 126798 |
| ny | 78 | 19403 | 6 | 2046 | 84 | 21449 |
| hy | 66 | 81675 | 10 | 3613 | 76 | 85288 |
| ha | 44 | 84457 | 19 | 68032 | 63 | 152489 |
| ru-Latn | 60 | 40266 | 1 | 61 | 61 | 40327 |
| el-Latn | 57 | 55657 | 4 | 342 | 61 | 55999 |
| zh-Latn | 58 | 27522 | 1 | 66 | 59 | 27588 |
| sd | 52 | 51341 | 7 | 2044 | 59 | 53385 |
| su | 50 | 17291 | 7 | 2358 | 57 | 19649 |
| ku | 47 | 23147 | 6 | 1998 | 53 | 25145 |
| bg-Latn | 48 | 15419 | 1 | 414 | 49 | 15833 |
| st | 25 | 65162 | 19 | 6346 | 44 | 71508 |
| yo | 37 | 103685 | 6 | 1790 | 43 | 105475 |
| ceb | 41 | 72950 | 1 | 107 | 42 | 73057 |
| ky | 30 | 23062 | 10 | 3679 | 40 | 26741 |
| te | 32 | 42803 | 7 | 2558 | 39 | 45361 |
| yi | 32 | 227267 | 7 | 2443 | 39 | 229710 |
| mi | 26 | 10132 | 11 | 2915 | 37 | 13047 |
| gu | 25 | 37857 | 10 | 4608 | 35 | 42465 |
| ja-Latn | 33 | 17560 | 2 | 88 | 35 | 17648 |
| sw | 26 | 17579 | 8 | 2726 | 34 | 20305 |
| xh | 28 | 46466 | 4 | 1409 | 32 | 47875 |
| ml | 16 | 33198 | 6 | 2721 | 22 | 35919 |
| ps | 10 | 7671 | 12 | 2642 | 22 | 10313 |
| am | 6 | 8017 | 8 | 1987 | 14 | 10004 |
| kn | 5 | 22197 | 9 | 3523 | 14 | 25720 |
| km | 7 | 8936 | 6 | 1879 | 13 | 10815 |
| pa | 10 | 26617 | 3 | 1100 | 13 | 27717 |
| si | 5 | 24000 | 5 | 1722 | 10 | 25722 |
| lo | 1 | 6204 | 7 | 2115 | 8 | 8319 |
| my | 3 | 14663 | 3 | 1179 | 6 | 15842 |
Recreating the results
- Clone the repo without the LFS files.
- Install requirements from
requirements.txt. - Install
pvandparallel. - Run
bin/get_seed_urls.shto filter urls of interest out of 1.6TB of compressed data. Don't worry about disk space. Worry about the traffic. That will take around 5h on decent connection. - Run scrapy spider like this
scrapy crawl webdatacommons_org -s WEB_DATA_COMMONS=web_data_commons_urls_sample.txt -L INFO -o webdatacommons.jsonlineswithWEB_DATA_COMMONSpointing to the list of seed URLs from step 4. That might take up to a few weeks. - Run
python bin/extract_relevant_structured_data.py --num-threads 12 webdatacommons.jsonlines relevant.jsonlines.bz2. That's fast, probably around 30 minutes. - Run
python bin/export_structured_data.py relevant.jsonlines.bz2 extruct_out.jsonlines.bz2to obtain the final version of the dataset. - Optionally you can calculate the resulting stats like that:
python bin/get_stats.py extruct_out.jsonlines.bz2 every_prompt_stats.csv
Advices
If you want to recreate the results:
- Get yourself a server or VPS with enough space (80GB should be enough).
- Look at the code. You'd probably want to make changes here and there.
- All the python scripts have extra parameters to control the number of threads and the chunk size. Both accept compressed input and output files with the help of smart_open lib.
License
Code of the project has an MIT license.
Copyright: Dmytro Chaplynskyi, lang-uk project, 2023
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