Datasets:

tomekkorbak
/

pile-detoxify

texts sequence	meta dict	scores sequence	avg_score float64 0 1	num_sents int64 1 118k
[ "Enterprising Veterans Affairs employees took to a podium Monday in Washington, D.C. to pitch projects for improving VA health care, hoping their novel ideas would win support -- and funding – for implementation across the department.", "\n\n\n\nTaking a cue from the ABC show Shark Tank, the VA Innovation Demo Da...	{ "pile_set_name": "OpenWebText2" }	[ 0.000611748022492975, 0.0006124323117546737, 0.000587480841204524, 0.000512694357894361, 0.0005644731572829187, 0.0005744759109802544, 0.0005867491709068418, 0.0006051972159184515, 0.0006185674574226141, 0.0006595024024136364, 0.0014033968327566981, 0.0011355916503816843, 0.00052858621347695...	0.000724	23
[ "\"Every turn of the cards changes the situation. ", "A good player isnt\nwaiting to see the next card. ", "A good player is interpreting the environment and\nplanning their next move to bet, call or fold before the next card is turned.", "\nThe turn of the card and the reaction of the other players dictates ...	{ "pile_set_name": "Pile-CC" }	[ 0.0006663367385044694, 0.0008547339239157736, 0.000710644293576479, 0.0007758906576782465, 0.0006115026189945638, 0.0005762980435974896, 0.0006005681352689862, 0.0005536958924494684, 0.0005648889928124845, 0.0005388690624386072, 0.0005367934354580939, 0.0006298705702647567, 0.000531626224983...	0.000626	44
[ "Pages\n\nMonday, October 11, 2010\n\nGirls Night Out - Smokey Blues\n\nHi Bellas,\n\nI'm back with another makeup look from my Caress Girls Night Out Event. ", "My friend Karla was wearing a sexy leopard print dress and I wanted to pick makeup that fit the occasion. ", "To me, animal print can often be a neutr...	{ "pile_set_name": "Pile-CC" }	[ 0.0009163896320387721, 0.001159169478341937, 0.0005928944447077811, 0.0010068954434245825, 0.0010108924470841885, 0.0006380702252499759, 0.0006266687996685505, 0.00063039903761819, 0.0006865904433652759, 0.0006299788947217166, 0.0008079010876826942, 0.0032224152237176895, 0.00116804463323205...	0.00142	37
[ "[Construction of a deprivation index by Basic Healthcare Area in Aragon using Population and Housing Census 2011].", "\nThe measurement of inequalities using composite indicators facilitates the prioritization and implementation of public health actions. ", "The most commonly source of information used for thi...	{ "pile_set_name": "PubMed Abstracts" }	[ 0.0005493914941325784, 0.0005929693579673767, 0.0005360293434932828, 0.00065645482391119, 0.0006129631656222045, 0.0005897959927096963, 0.0005759098567068577, 0.0005652713589370251, 0.0006634728633798659, 0.0005579353892244399, 0.0005676745786331594, 0.0006241895025596023, 0.0008475003414787...	0.001588	22
[ "Slowly\n\n\"Slowly\" is a 1954 song by Webb Pierce, written by Pierce and Nashville songwriter Tommy Hill (brother of singer Goldie Hill). ", " The song was one of Pierce's more successful singles, spending seventeen weeks at the top of the Country and Western Best Sellers lists and a total of thirty-six weeks i...	{ "pile_set_name": "Wikipedia (en)" }	[ 0.0007487314869649708, 0.0007855577860027552, 0.000738274771720171, 0.0009151645936071873, 0.0007489966228604317, 0.0006289086304605007 ]	0.000761	6
[ "Surgical aspirator cannulas and suction devices have been used for many years to remove fluid from the body. ", "These suction devices typically comprise a hollow tube, or cannula, having an opening at each end. ", "The distal opening (with respect to the patient) is attached to a source of vacuum. ", "The o...	{ "pile_set_name": "USPTO Backgrounds" }	[ 0.0013629697496071458, 0.0007783967303112149, 0.0007000783807598054, 0.0014034963678568602, 0.0010230903280898929, 0.0008649596711620688, 0.0008604254107922316 ]	0.000999	7
[ "Two weeks into his presidency, the administration of Donald Trump appears to be entirely ignoring Palestinian leadership.", "\n\nOn Friday, London-based Arabic-language newspaper A-Sharq Al-Awsat reported that Washington has not responded to overtures by the Palestinian Authority, reinforcing top negotiator Saeb...	{ "pile_set_name": "OpenWebText2" }	[ 0.0007155023631639779, 0.0031683470588177443, 0.0005663869087584317, 0.0006792751955799758, 0.0006670362781733274, 0.000717237067874521, 0.0006170985870994627, 0.0006049221265129745, 0.0008772687870077789, 0.0005556695396080613, 0.00060792121803388, 0.0007060909410938621, 0.00092112994752824...	0.000821	26
[ "Q:\n\nImplementation of or in foldr and foldl' in Data.", "List\n\nHere is the declaration of or function from Prelude\nor = foldr (\|\|) False\n\nThis implementation is fine if the list fields contains at least one True\nIf the list contains all False then overflow can happen and We have to reduce till last elem...	{ "pile_set_name": "StackExchange" }	[ 0.0006383077707141638, 0.001142258057370782, 0.0006584890652447939, 0.0007131561869755387, 0.0007199178216978908, 0.0009686281555332243, 0.0008735732990317047, 0.0007327944622375071, 0.0015876119723543525, 0.007400264032185078, 0.001995444530621171 ]	0.001585	11
[ "I haven’t written much this week, on account of falling into a massive Fallout 4-sized hole (crater) in the ground. ", "We’ll have that review Monday morning, but for now: Watch as I try to cover the entire week’s news in one go. ", "Luckily it was a pretty slow week—aside from BlizzCon and that crazy Warcraft...	{ "pile_set_name": "Pile-CC" }	[ 0.0007295557879842818, 0.0006852663354948163, 0.0011603499297052622, 0.017859959974884987, 0.001124106114730239, 0.0006855494575574994, 0.0009281111415475607, 0.0007049989071674645, 0.0005637392750941217, 0.0006605091621167958, 0.0006379882106557488, 0.0005881388206034899, 0.0006492083193734...	0.012217	45
[ "While a variety of pillows exist in the market today, none have the specific purpose of simultaneously giving neck and back support, while also allowing adjustment of the firmness, as well as providing a convenient air pump to inflate the pillows for desired firmness and a convenient storage bag. ", "The present...	{ "pile_set_name": "USPTO Backgrounds" }	[ 0.0005907371523790061, 0.0006488362560048699, 0.000644415442366153, 0.00054978858679533, 0.0006424800376407802, 0.000554656726308167 ]	0.000605	6
[ "Vellakoil\n\nVellakovil is a municipal town in Kangeyam taluk of Tirupur District, in the Indian state of Tamil Nadu. ", "It is located on National Highway 81 between Trichy and Coimbatore. ", "The town is spread in an area of 64.75 km2. ", "As of 2011, the town had a population of 40,359. ", "Kannapuram v...	{ "pile_set_name": "Wikipedia (en)" }	[ 0.0009374776273034513, 0.0008145575993694365, 0.0007495382451452315, 0.0008900112588889897, 0.0006737415678799152, 0.000788083765655756, 0.000625315704382956, 0.000609742128290236, 0.0006547905504703522, 0.001109945005737245, 0.003734190482646227, 0.0008434805204160511, 0.0007449601544067264...	0.001243	24
[ "Items of interest will be located, identified, monitored, and remotely controlled through technologies such as radio-frequency identification, sensor networks, tiny embedded servers, and energy harvesters - all connected to the next-generation internet using abundant, low-cost, and high-power computing." ]	{ "pile_set_name": "Pile-CC" }	[ 0.0006414705421775579 ]	0.000641	1
[ "When the Flyers drafted Valeri Vasiliev in the seventh round back in 2012, they were obviously hoping that burning a low value pick would produce a potentially high reward.", "\n\nAs Charlie detailed back in February of last year, Vasiliev was ranked fairly highly by Central Scouting before injuries and worry ab...	{ "pile_set_name": "OpenWebText2" }	[ 0.0006318305968306959, 0.0006203788798302412, 0.0005962245631963015, 0.0006898946012370288, 0.0015779832610860467, 0.0007251487113535404, 0.0008500292897224426, 0.0006094257696531713, 0.000676502357237041, 0.0011848469730466604, 0.0010295434622094035, 0.0007249193149618804, 0.000785605981945...	0.000928	22
[ "With the signing of All-Star big man Al Horford in July, the Celtics put an end to the myth that top NBA free agents would not come to Boston. ", "Several Celtics players helped recruit Horford with their active involvement in the process. ", "A sizable contingent of players — including Isaiah Thomas, Jae Crow...	{ "pile_set_name": "OpenWebText2" }	[ 0.0011494345963001251, 0.0005813561729155481, 0.0006452512461692095, 0.0006367031601257622, 0.0005552705843001604, 0.0006750031607225537, 0.0006327034207060933, 0.0008647235226817429, 0.0006885857437737286, 0.0005797794437967241, 0.0005744487862102687, 0.0006996164447627962, 0.00066615641117...	0.00067	23
[ "<!", "doctype html>\n<html class=\"default no-js\">\n<head>\n\t<meta charset=\"utf-8\">\n\t<meta http-equiv=\"X-UA-Compatible\" content=\"IE=edge\">\n\t<title>CEnvParticleScript \| demofile</title>\n\t<meta name=\"description\" content=\"\">\n\t<meta name=\"viewport\" content=\"width=device-width, initial-scale=1...	{ "pile_set_name": "Github" }	[ 0.006595523562282324, 0.0011674149427562952 ]	0.003881	2
[ "Q:\n\nGet radio button value by the group\n\nI have a bunch of radio button on my single page, and I want to get a value from the checked one\nHere's my HTML Code\n<div class=\"row\">\n//first radio button group\n <div class=\"col-md-1 col-xs-1 col-sm-1\"> </div>\n <div class=\"col-md-1 col-xs-1 col-sm-...	{ "pile_set_name": "StackExchange" }	[ 0.005579153075814247, 0.0006922648753970861, 0.0014754406874999404 ]	0.002582	3

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Dataset Card for pile-pii-scrubadub

Dataset Summary

This dataset contains text from The Pile, annotated based on the toxicity of each sentence. Each document (row in the dataset) is segmented into sentences, and each sentence is given a score: the toxicity predicted by the Detoxify.

Supported Tasks and Leaderboards

[More Information Needed]

Languages

This dataset is taken from The Pile, which is English text.

Dataset Structure

Data Instances

1949977

Data Fields

texts (sequence): a list of the sentences in the document, segmented using SpaCy
meta (dict): the section of The Pile from which it originated
scores (sequence): a score for each sentence in the texts column indicating the toxicity predicted by Detoxify
avg_score (float64): the average of the scores listed in the scores column
num_sents (int64): the number of sentences (and scores) in that document

Data Splits

Training set only

Dataset Creation

Curation Rationale

This is labeled text from The Pile, a large dataset of text in English. The text is scored for toxicity so that generative language models can be trained to avoid generating toxic text.

Source Data

Initial Data Collection and Normalization

This is labeled text from The Pile.

Who are the source language producers?

Please see The Pile for the source of the dataset.

Annotations

Annotation process

Each sentence was scored using Detoxify, which is a toxic comment classifier. We used the unbiased model which is based on the 124M parameter RoBERTa and trained on the Jigsaw Unintended Bias in Toxicity Classification dataset.

Who are the annotators?

Detoxify

Personal and Sensitive Information

This dataset contains all personal identifable information and toxic text that was originally contained in The Pile.

Considerations for Using the Data

Social Impact of Dataset

This dataset contains examples of toxic text and personal identifiable information. (A version of this datatset with personal identifiable information annotated is available here.) Please take care to avoid misusing the toxic text or putting anybody in danger by publicizing their information. This dataset is intended for research purposes only. We cannot guarantee that all toxic text has been detected, and we cannot guarantee that models trained using it will avoid generating toxic text. We do not recommend deploying models trained on this data.