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Top 400 contractors are feeling no pain, ENR report says The nation's construction contractors are generally doing quite well, thank you. The Engineering News Record's list of Top 400 U.S. contractors based on revenue was released last month, and it provided a favorable diagnosis for the nation's construction economy a...
cc/2019-30/en_head_0000.json.gz/line406
14,800,649,516,414,343,000
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U.S. Supreme Court sides with employers workplace arbitration case By Celine McNicholas WASHINGTON - The U.S. Supreme Court on May 21 handed down a 5-4 decision in Epic Systems Corp. v Lewis that deals a significant blow to the fundamental right of workers in this country to join together to address workplace disputes....
cc/2019-30/en_head_0000.json.gz/line407
3,564,042,338,528,619,500
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Meet Gibbi Gibbi on Lampedusa island, about one month after rescue at sea. Lampedusa, Italy; November 2016. ©Pamela Kerpius Meet Gibbi. 27 years old and from Gambia. To reach Lampedusa he crossed six countries: The Gambia, Senegal, Mali, Burkina Faso, Niger, and the most dangerous of all, Libya. His journey took six mo...
cc/2019-30/en_head_0000.json.gz/line408
482,089,556,889,373,950
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Meet Dr. Brett Zubeck Meet Dr. Megan Barnes Meet Dawn Branson State of the Art Facility and Equipment Created in Newsletter Library, Wellness The natural world functions very well on its own. Left to their own devices, members of the tens of millions of species on our planet thrive and prosper without relying on outsid...
cc/2019-30/en_head_0000.json.gz/line410
2,372,216,621,860,919,000
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Home/News Print This Page County declines MTO transportation grant Published Feb. 1, 2018 Haliburton County council will stick with its plan of commissioning an implementation plan for a transportation service in the community, forgoing a grant opportunity from the Ministry of Transportation. At a December meeting, cou...
cc/2019-30/en_head_0000.json.gz/line411
17,871,034,370,244,580,000
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2013 Children's Choice Book Awards (CCBAs) Winners OVER 1,000,000 VOTES CAST BY KIDS & TEENS -- JEFF KINNEY WINS AUTHOR OF THE YEAR AND ROBIN PREISS GLASSER NAMED ILLUSTRATOR OF THE YEAR New York, NY - May 13, 2013 - The Children's Book Council and Every Child a Reader announced the winners of the sixth annual Childr...
cc/2019-30/en_head_0000.json.gz/line415
3,057,033,853,570,371,000
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About Kits House Kitsilano Neighbourhood House ('Kits House'), member of the Association of Neighbourhood Houses BC, is a registered non-profit, charity organization dedicated to meeting the needs of those most vulnerable as well as providing an opportunity for everybody in our community to get together and be engaged....
cc/2019-30/en_head_0000.json.gz/line425
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Dovetail is an American band from Dallas, Texas, fronted by singer/songwriter Philip Creamer. Joined by brother and co-writer Daniel Creamer, the band is a family of creative free-spirits in pursuit of the high and lofty. Giving much credence to their musical predecessors, the band lives in a magic place of sonic disco...
cc/2019-30/en_head_0000.json.gz/line429
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Israel's puppet war unmasks apartheid regime By Fatima Masri - July 03, 2013 Section: [Main News] [Culture] [Life under Occupation] Tags: [culture] [Jerusalem] [Palestinian Authority] [popular resistance] [social media] [Apartheid] Send by email: Print: Image from Puppets4All Facebook page protesting Israeli ban of Pal...
cc/2019-30/en_head_0000.json.gz/line431
18,286,066,488,203,970,000
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How can students health care to be improved? March 4, 2017 iwona Education 0 In the run-up to the 2017 presidential and legislative elections, emeVia's network of student mutual publishes a White Paper designed to challenge parties and their candidates on the issues of student health. 17 proposals centered around three...
cc/2019-30/en_head_0000.json.gz/line438
10,340,563,161,362,663,000
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Immunophenotypic characterisation of morphologically diagnosed cases of Acute Myeloid Leukaemia (AML) Immunophenotyping and Aberrant phenotype in AML Maria Basharat Saleem Ahmed Khan Nasir ud din Dawood Ahmed Keywords: Immunophenotyping, Acute myeloid leukemia (AML), Aberrant phenotype in AML, Flowcytometry Objective: ...
cc/2019-30/en_head_0000.json.gz/line442
7,718,776,062,185,838,000
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[INTERVIEW] Prof Mehmet UGUR: "We may be enjoying relative freedom in Europe but this freedom is tainted by continued violations in Turkey" Fernando Lozano Elections in March, Hydrocarbons in Cyprus and Erdoğan's Nationalist Footsteps Dr Anthony Derisiotis is a lecturer of Turkey and the Middle East, at the Department ...
cc/2019-30/en_head_0000.json.gz/line444
269,971,954,561,469,540
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Where has the Pledge gone? What impact has it had so far? Stories will be added here as they come in - please send yours! Each small step will take us closer to changing the way the system currently operates, and by collecting as many stories here as possible here, we can exponentially increase the momentum towards tha...
cc/2019-30/en_head_0000.json.gz/line445
5,159,801,282,461,599,000
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Quintiles partners to improve patient care Quintiles has signed a collaborative agreement to help drive innovation, improve patient care and increase efficiency in early stage clinical research Quintiles has signed a collaborative agreement with Guy's and St Thomas' NHS Foundation Trust and King's College London to hel...
cc/2019-30/en_head_0000.json.gz/line446
2,644,955,042,488,108,000
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THE CASE AGAINST LIBERAL COMPASSION The following is reprinted in its entirety by permission from Imprimis, a publication of Hillsdale College. The following is adapted from a speech delivered at Hillsdale College by William Voegeli on October 9, 2014, sponsored by the College's Van Andel Graduate School of Statesmansh...
cc/2019-30/en_head_0000.json.gz/line447
15,770,280,757,140,832,000
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Marie Brennan September 16th 2007 Respecting history I recently came across Guy Gavriel Kay's essay "Home and Away," which addresses the complex relationship between fantasy and history, both in the sense of historical fantasy, and fantasy which models itself on (without directly representing) history. It provoked two ...
cc/2019-30/en_head_0000.json.gz/line455
10,937,919,917,232,282,000
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Obama Hands Corrupt Ukraine Another Billion US Dollars One of the downsides of the US "regime change" business is that when you break it, you often have to buy it. It's all fun and games when you wander through the streets of Kiev with a bag of cookies encouraging the people to overthrow their government, or when you a...
cc/2019-30/en_head_0000.json.gz/line459
13,873,093,751,287,860,000
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The 10 Driest Places on Earth While water shortages in the U.S. make headlines, nearly 3 billion people globally suffer from droughts by Ronald Agrella | Friday, October 2, 2015 Photo: Sunny Forest/Shutterstock The worst droughts worldwide While Californians are living through one of the worst droughts on record, they'...
cc/2019-30/en_head_0000.json.gz/line461
584,931,506,531,088,900
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Can we still trust car stackers? Having read a recent article in The Age that described the failure of a car stacker system, I was a little concerned. This wasn't a rogue system bought online. This was a Wohr system from one of the most reputable German car stacker manufacturers. Stackers are a good thing for the devel...
cc/2019-30/en_head_0000.json.gz/line465
13,173,223,478,194,702,000
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Program Goals & Objectives The residency in Low Vision Rehabilitation is an intensive 52 or 54 week educational program at The Eye Institute. The William Feinbloom Vision Rehabilitation Center provides low vision rehabilitation services to individuals with visual impairments at the Center and through its community outr...
cc/2019-30/en_head_0000.json.gz/line466
17,829,480,425,729,735,000
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Tag Archives: John Lennon The Ultimate Christmas Playlist Today is the day after Thanksgiving here in the United States of America. You're officially allowed to start listening to holiday music now. To get you started, I compiled a playlist of what I consider to be 100 of the best Christmas songs. Okay, 98 songs, a sta...
cc/2019-30/en_head_0000.json.gz/line467
6,309,244,020,071,661,000
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Bizarre News Girlfriend: 'Miami Zombie' may have had voodoo spell that made him chew off a man's face By Nadege Green, Miami Herald Published May 31 2012 Updated May 31 2012 On the Saturday morning before he would make headlines for chewing off a man's face - before he would come to be known tragically as the "Miami ...
cc/2019-30/en_head_0000.json.gz/line469
18,058,902,154,402,850,000
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"Hardened policemen were nearly moved to tears as they conducted a preliminary examination of the ravaged body and carried it away in a little bundle." It was a four month old baby-girl violated and murdered. The place of occurrence was Madhya Pradesh in 2018. The little girl is one among the hundreds of thousands in t...
cc/2019-30/en_head_0000.json.gz/line475
2,427,257,728,141,086,700
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Tags: celebrity smiles braces orthodontic treatment Mayim Bialik has spent a good part of her life in front of TV cameras: first as the child star of the hit comedy series Blossom, and more recently as Sheldon Cooper's love interest - a nerdy neuroscientist - on The Big Bang Theory. (In between, she actually earned...
cc/2019-30/en_head_0000.json.gz/line476
5,877,835,851,326,681,000
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Jock Given Jock Given teaches, researches and writes about media and communications law, policy, business and history. He previously worked as Director of the Communications Law Centre, Policy Advisor at the Australian Film Commission and Director, Legislation and Industry Economics in the federal Department of Transpo...
cc/2019-30/en_head_0000.json.gz/line478
4,473,613,593,064,643,600
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Kiwa: Pacific Connections "You too can be a Māori" "You too can be a Māori" by Robert Jahnke Medium: photo engraved acrylic Size: 12 × 8 × 2 inches (framed) Reference Code: KX30708 "You too can be a Maori" is a triptych that makes a statement about the globalization of cultural icons. The juxtaposition of British Pop S...
cc/2019-30/en_head_0000.json.gz/line480
7,591,916,086,494,513,000
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History of Washington Origins of Washington state Picture of Washington Humans have lived in Washington for as long as 11,500 years. The first inhabitants of present-day Washington were descendants of the peoples who crossed the land bridge linking the northeastern part of Asia and North America at the Bering Sea. Arch...
cc/2019-30/en_head_0000.json.gz/line486
3,314,368,625,967,589,000
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Places of interest in Alaska Photographic book - USA - 3/03/19 Caribou in Alaska Alaska is a state where the visitor can watch a mass migration of caribou across the arctic plains, see the tundra blossom overnight into a riot of color, and observe polar bears and walruses in their native habitat. It is the land of the ...
cc/2019-30/en_head_0000.json.gz/line487
75,200,072,829,537,040
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Royal Lyceum Announces David Greig's Inaugural Season May 3, 2016 by News Team Leave a Comment The Royal Lyceum Theatre Edinburgh is delighted to announce David Greig's first season as Artistic Director of Scotland's largest producing theatre. David Greig is an internationally acclaimed and award-winning playwright who...
cc/2019-30/en_head_0000.json.gz/line490
9,120,520,039,364,807,000
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Look Back in Hunger by Jo Brand From TheBookbag Buy Look Back in Hunger by Jo Brand at Amazon.co.uk or Amazon.com Reviewer: John Van der Kiste Summary: The memoirs of Jo Brand, a former psychiatric nurse who yearned for a showbusiness career and became one of the age's most popular stand-up comedians. Buy? Maybe Borrow...
cc/2019-30/en_head_0000.json.gz/line491
1,971,990,906,737,251,600
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Kendrick Lamar's "HUMBLE." Is The No. 1 Song In The Country The Compton rapper's "DNA." single also reached the No. 4 position. By Ben Dandridge-Lemco Kendrick Lamar performs at the Coachella Valley Music And Arts Festival, April 16, 2017. Kevin Winter / Getty Images Kendrick Lamar's "HUMBLE." single has risen to No. 1...
cc/2019-30/en_head_0000.json.gz/line494
13,107,253,204,760,486,000
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Veteran Stories The First World War The Second World War Veteran Stories: Peter Godwin Chance Peter Chance, 1951. Peter Chance Peter Chance on the bridge, HMS Liddesdale, Spring 1942. Peter Chance's Medals (L-R): 1939-45 Star; Atlantic Star; Pacific Star; Defence Medal; Canadian Volunteer Service Medal; War Medal (1939...
cc/2019-30/en_head_0000.json.gz/line497
9,118,431,673,450,769,000
{ "alnum_ratio": 0.7907899276, "avg_line_length": 170.5294117647, "char_rep_ratio": 0.0412851961, "flagged_words_ratio": 0, "lang": "en", "lang_score": 0.986639142, "max_line_length": 1049, "num_words": 1168, "perplexity": 409.2, "special_char_ratio": 0.217316316, "text_len": 5798, "word_rep_rat...
__label__wiki
0.878662
0.878662
China protests over US warship sighting as trade talks start In this Thursday, Jan. 3, 2019, photo, a woman and children play near an art installation at a shopping mall in Beijing. A U.S. delegation led by deputy U.S. trade representative, Jeffrey D. Gerrish arrived in the Chinese capital ahead of trade talks with Chi...
cc/2019-30/en_head_0000.json.gz/line502
4,774,050,822,187,980,000
{ "alnum_ratio": 0.8165634675, "avg_line_length": 198.7692307692, "char_rep_ratio": 0.0403178911, "flagged_words_ratio": 0, "lang": "en", "lang_score": 0.957850039, "max_line_length": 479, "num_words": 915, "perplexity": 416.8, "special_char_ratio": 0.1882739938, "text_len": 5168, "word_rep_rati...
__label__wiki
0.560724
0.560724
Wanted man ditches three pounds of pot, $10K in Sullivan County Rain Smith • Aug 23, 2018 at 1:15 PM The blotter is derived from recent incident reports and central dispatch records of local police agencies. Kingsport Police Department - A resident of Stratford Road answered a knock on his door at 3 a.m., according t...
cc/2019-30/en_head_0000.json.gz/line503
9,916,518,128,197,670,000
{ "alnum_ratio": 0.7939832445, "avg_line_length": 238.7272727273, "char_rep_ratio": 0.0443255636, "flagged_words_ratio": 0, "lang": "en", "lang_score": 0.9850628376, "max_line_length": 584, "num_words": 504, "perplexity": 463.5, "special_char_ratio": 0.2143945164, "text_len": 2626, "word_rep_rat...
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RedPajama -- CommonCrawl-2020-05 (refined by Data-Juicer)

A refined version of CommonCrawl-2020-05 dataset in RedPajama by Data-Juicer. Removing some "bad" samples from the original dataset to make it higher-quality.

This dataset is usually used to pretrain a Large Language Model.

Notice: Here is a small subset for previewing. The whole dataset is available here (About 297GB).

Dataset Information

  • Number of samples: 42,612,596 (Keep ~46.90% from the original dataset)

Refining Recipe

# global parameters
project_name: 'Data-Juicer-recipes-cc-2020-05'
dataset_path: '/path/to/your/dataset'  # path to your dataset directory or file
export_path: '/path/to/your/dataset.jsonl'

np: 50  # number of subprocess to process your dataset
open_tracer: true

# process schedule
# a list of several process operators with their arguments
process:
  - document_simhash_deduplicator:
      tokenization: space
      window_size: 6
      lowercase: true
      ignore_pattern: '\p{P}'
      num_blocks: 6
      hamming_distance: 4

  - clean_email_mapper:
  - clean_links_mapper:
  - fix_unicode_mapper:
  - punctuation_normalization_mapper:
  - whitespace_normalization_mapper:

  - alphanumeric_filter:
      tokenization: false
      min_ratio: 0.7469  # 3sigma
      max_ratio: 0.8609  # 3sigma
  - average_line_length_filter:  # for code
      max_len: 1500  # < 3sigma -- 332621
  - character_repetition_filter:
      rep_len: 10
      max_ratio: 0.3  # > 3sigma -- 170501
  - flagged_words_filter:
      lang: en
      tokenization: true
      max_ratio: 0.002  # 3sigma -- 167167
  - language_id_score_filter:  # remove language filter
      min_score: 0.774  # 3sigma -- 1943513
  - maximum_line_length_filter:  # for code
      max_len: 5000  # < 3sigma -- 845490
  - perplexity_filter:
      lang: en
      max_ppl: 5000  # < 3sigma -- 909218
  - special_characters_filter:
      min_ratio: 0.15  # > 3sigma
      max_ratio: 0.35  # > 3sigma -- 1134347
  - text_length_filter:
      max_len: 68161  # 3sigma -- 1145902
  - words_num_filter:
      lang: en
      tokenization: true
      min_num: 20  # remove 7913 samples
      max_num: 13644  # 3sigma -- 1148810
  - word_repetition_filter:
      lang: en
      tokenization: true
      rep_len: 10
      max_ratio: 0.328  # 3sigma -- 2125070
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Models trained or fine-tuned on datajuicer/redpajama-cc-2020-05-refined-by-data-juicer