Datasets:

airtrain-ai
/

fineweb-edu-fortified

	---
	language:
	- en
	license: odc-by
	task_categories:
	- text-generation
	dataset_info:
	- config_name: CC-MAIN-2013-20
	features:
	- name: text
	dtype: string
	- name: id
	dtype: string
	- name: dump
	dtype: string
	- name: url
	dtype: string
	- name: file_path
	dtype: string
	- name: language
	dtype: string
	- name: language_score
	dtype: float64
	- name: token_count
	dtype: int64
	- name: score
	dtype: float64
	- name: int_score
	dtype: int64
	- name: embedding
	sequence: float32
	- name: count
	dtype: int64
	splits:
	- name: train
	num_bytes: 71683996286
	num_examples: 10800000
	download_size: 55571546426
	dataset_size: 71683996286
	- config_name: CC-MAIN-2013-48
	features:
	- name: text
	dtype: string
	- name: id
	dtype: string
	- name: dump
	dtype: string
	- name: url
	dtype: string
	- name: file_path
	dtype: string
	- name: language
	dtype: string
	- name: language_score
	dtype: float64
	- name: token_count
	dtype: int64
	- name: score
	dtype: float64
	- name: int_score
	dtype: int64
	- name: embedding
	sequence: float32
	- name: count
	dtype: int64
	splits:
	- name: train
	num_bytes: 38878994623
	num_examples: 5800000
	download_size: 30087644388
	dataset_size: 38878994623
	- config_name: CC-MAIN-2014-10
	features:
	- name: text
	dtype: string
	- name: id
	dtype: string
	- name: dump
	dtype: string
	- name: url
	dtype: string
	- name: file_path
	dtype: string
	- name: language
	dtype: string
	- name: language_score
	dtype: float64
	- name: token_count
	dtype: int64
	- name: score
	dtype: float64
	- name: int_score
	dtype: int64
	- name: embedding
	sequence: float32
	- name: count
	dtype: int64
	splits:
	- name: train
	num_bytes: 24971658588
	num_examples: 3550000
	download_size: 19058832929
	dataset_size: 24971658588
	- config_name: CC-MAIN-2014-15
	features:
	- name: text
	dtype: string
	- name: id
	dtype: string
	- name: dump
	dtype: string
	- name: url
	dtype: string
	- name: file_path
	dtype: string
	- name: language
	dtype: string
	- name: language_score
	dtype: float64
	- name: token_count
	dtype: int64
	- name: score
	dtype: float64
	- name: int_score
	dtype: int64
	- name: embedding
	sequence: float32
	- name: count
	dtype: int64
	splits:
	- name: train
	num_bytes: 13615746365
	num_examples: 1850000
	download_size: 10299687552
	dataset_size: 13615746365
	- config_name: CC-MAIN-2014-23
	features:
	- name: text
	dtype: string
	- name: id
	dtype: string
	- name: dump
	dtype: string
	- name: url
	dtype: string
	- name: file_path
	dtype: string
	- name: language
	dtype: string
	- name: language_score
	dtype: float64
	- name: token_count
	dtype: int64
	- name: score
	dtype: float64
	- name: int_score
	dtype: int64
	- name: embedding
	sequence: float32
	- name: count
	dtype: int64
	splits:
	- name: train
	num_bytes: 21798450754
	num_examples: 3100000
	download_size: 16663899441
	dataset_size: 21798450754
	- config_name: CC-MAIN-2014-35
	features:
	- name: text
	dtype: string
	- name: id
	dtype: string
	- name: dump
	dtype: string
	- name: url
	dtype: string
	- name: file_path
	dtype: string
	- name: language
	dtype: string
	- name: language_score
	dtype: float64
	- name: token_count
	dtype: int64
	- name: score
	dtype: float64
	- name: int_score
	dtype: int64
	- name: embedding
	sequence: float32
	- name: count
	dtype: int64
	splits:
	- name: train
	num_bytes: 10954201796
	num_examples: 1500000
	download_size: 8309419357
	dataset_size: 10954201796
	- config_name: CC-MAIN-2014-41
	features:
	- name: text
	dtype: string
	- name: id
	dtype: string
	- name: dump
	dtype: string
	- name: url
	dtype: string
	- name: file_path
	dtype: string
	- name: language
	dtype: string
	- name: language_score
	dtype: float64
	- name: token_count
	dtype: int64
	- name: score
	dtype: float64
	- name: int_score
	dtype: int64
	- name: embedding
	sequence: float32
	- name: count
	dtype: int64
	splits:
	- name: train
	num_bytes: 11392615401
	num_examples: 1600000
	download_size: 8694382261
	dataset_size: 11392615401
	- config_name: CC-MAIN-2014-42
	features:
	- name: text
	dtype: string
	- name: id
	dtype: string
	- name: dump
	dtype: string
	- name: url
	dtype: string
	- name: file_path
	dtype: string
	- name: language
	dtype: string
	- name: language_score
	dtype: float64
	- name: token_count
	dtype: int64
	- name: score
	dtype: float64
	- name: int_score
	dtype: int64
	- name: embedding
	sequence: float32
	- name: count
	dtype: int64
	splits:
	- name: train
	num_bytes: 8491740156
	num_examples: 1150000
	download_size: 6430841610
	dataset_size: 8491740156
	- config_name: CC-MAIN-2014-49
	features:
	- name: text
	dtype: string
	- name: id
	dtype: string
	- name: dump
	dtype: string
	- name: url
	dtype: string
	- name: file_path
	dtype: string
	- name: language
	dtype: string
	- name: language_score
	dtype: float64
	- name: token_count
	dtype: int64
	- name: score
	dtype: float64
	- name: int_score
	dtype: int64
	- name: embedding
	sequence: float32
	- name: count
	dtype: int64
	splits:
	- name: train
	num_bytes: 7754099049
	num_examples: 1050000
	download_size: 5866979308
	dataset_size: 7754099049
	- config_name: CC-MAIN-2014-52
	features:
	- name: text
	dtype: string
	- name: id
	dtype: string
	- name: dump
	dtype: string
	- name: url
	dtype: string
	- name: file_path
	dtype: string
	- name: language
	dtype: string
	- name: language_score
	dtype: float64
	- name: token_count
	dtype: int64
	- name: score
	dtype: float64
	- name: int_score
	dtype: int64
	- name: embedding
	sequence: float32
	- name: count
	dtype: int64
	splits:
	- name: train
	num_bytes: 9953666568
	num_examples: 1350000
	download_size: 7521103037
	dataset_size: 9953666568
	- config_name: CC-MAIN-2015-06
	features:
	- name: text
	dtype: string
	- name: id
	dtype: string
	- name: dump
	dtype: string
	- name: url
	dtype: string
	- name: file_path
	dtype: string
	- name: language
	dtype: string
	- name: language_score
	dtype: float64
	- name: token_count
	dtype: int64
	- name: score
	dtype: float64
	- name: int_score
	dtype: int64
	- name: embedding
	sequence: float32
	- name: count
	dtype: int64
	splits:
	- name: train
	num_bytes: 8988649992
	num_examples: 1200000
	download_size: 6771650647
	dataset_size: 8988649992
	- config_name: CC-MAIN-2015-11
	features:
	- name: text
	dtype: string
	- name: id
	dtype: string
	- name: dump
	dtype: string
	- name: url
	dtype: string
	- name: file_path
	dtype: string
	- name: language
	dtype: string
	- name: language_score
	dtype: float64
	- name: token_count
	dtype: int64
	- name: score
	dtype: float64
	- name: int_score
	dtype: int64
	- name: embedding
	sequence: float32
	- name: count
	dtype: int64
	splits:
	- name: train
	num_bytes: 9212466984
	num_examples: 1200000
	download_size: 6893305603
	dataset_size: 9212466984
	- config_name: CC-MAIN-2015-14
	features:
	- name: text
	dtype: string
	- name: id
	dtype: string
	- name: dump
	dtype: string
	- name: url
	dtype: string
	- name: file_path
	dtype: string
	- name: language
	dtype: string
	- name: language_score
	dtype: float64
	- name: token_count
	dtype: int64
	- name: score
	dtype: float64
	- name: int_score
	dtype: int64
	- name: embedding
	sequence: float32
	- name: count
	dtype: int64
	splits:
	- name: train
	num_bytes: 7773258320
	num_examples: 1000000
	download_size: 5810026390
	dataset_size: 7773258320
	- config_name: CC-MAIN-2015-18
	features:
	- name: text
	dtype: string
	- name: id
	dtype: string
	- name: dump
	dtype: string
	- name: url
	dtype: string
	- name: file_path
	dtype: string
	- name: language
	dtype: string
	- name: language_score
	dtype: float64
	- name: token_count
	dtype: int64
	- name: score
	dtype: float64
	- name: int_score
	dtype: int64
	- name: embedding
	sequence: float32
	- name: count
	dtype: int64
	splits:
	- name: train
	num_bytes: 9906342182
	num_examples: 1300000
	download_size: 7420897339
	dataset_size: 9906342182
	- config_name: CC-MAIN-2015-22
	features:
	- name: text
	dtype: string
	- name: id
	dtype: string
	- name: dump
	dtype: string
	- name: url
	dtype: string
	- name: file_path
	dtype: string
	- name: language
	dtype: string
	- name: language_score
	dtype: float64
	- name: token_count
	dtype: int64
	- name: score
	dtype: float64
	- name: int_score
	dtype: int64
	- name: embedding
	sequence: float32
	- name: count
	dtype: int64
	splits:
	- name: train
	num_bytes: 8677092389
	num_examples: 1100000
	download_size: 6445775687
	dataset_size: 8677092389
	- config_name: CC-MAIN-2015-27
	features:
	- name: text
	dtype: string
	- name: id
	dtype: string
	- name: dump
	dtype: string
	- name: url
	dtype: string
	- name: file_path
	dtype: string
	- name: language
	dtype: string
	- name: language_score
	dtype: float64
	- name: token_count
	dtype: int64
	- name: score
	dtype: float64
	- name: int_score
	dtype: int64
	- name: embedding
	sequence: float32
	- name: count
	dtype: int64
	splits:
	- name: train
	num_bytes: 8168934142
	num_examples: 1050000
	download_size: 6095866065
	dataset_size: 8168934142
	- config_name: CC-MAIN-2015-32
	features:
	- name: text
	dtype: string
	- name: id
	dtype: string
	- name: dump
	dtype: string
	- name: url
	dtype: string
	- name: file_path
	dtype: string
	- name: language
	dtype: string
	- name: language_score
	dtype: float64
	- name: token_count
	dtype: int64
	- name: score
	dtype: float64
	- name: int_score
	dtype: int64
	- name: embedding
	sequence: float32
	- name: count
	dtype: int64
	splits:
	- name: train
	num_bytes: 7248096143
	num_examples: 950000
	download_size: 5438870914
	dataset_size: 7248096143
	- config_name: CC-MAIN-2015-35
	features:
	- name: text
	dtype: string
	- name: id
	dtype: string
	- name: dump
	dtype: string
	- name: url
	dtype: string
	- name: file_path
	dtype: string
	- name: language
	dtype: string
	- name: language_score
	dtype: float64
	- name: token_count
	dtype: int64
	- name: score
	dtype: float64
	- name: int_score
	dtype: int64
	- name: embedding
	sequence: float32
	- name: count
	dtype: int64
	splits:
	- name: train
	num_bytes: 7905807405
	num_examples: 1000000
	download_size: 5886313414
	dataset_size: 7905807405
	- config_name: CC-MAIN-2015-40
	features:
	- name: text
	dtype: string
	- name: id
	dtype: string
	- name: dump
	dtype: string
	- name: url
	dtype: string
	- name: file_path
	dtype: string
	- name: language
	dtype: string
	- name: language_score
	dtype: float64
	- name: token_count
	dtype: int64
	- name: score
	dtype: float64
	- name: int_score
	dtype: int64
	- name: embedding
	sequence: float32
	- name: count
	dtype: int64
	splits:
	- name: train
	num_bytes: 6756795023
	num_examples: 850000
	download_size: 5020668048
	dataset_size: 6756795023
	- config_name: CC-MAIN-2015-48
	features:
	- name: text
	dtype: string
	- name: id
	dtype: string
	- name: dump
	dtype: string
	- name: url
	dtype: string
	- name: file_path
	dtype: string
	- name: language
	dtype: string
	- name: language_score
	dtype: float64
	- name: token_count
	dtype: int64
	- name: score
	dtype: float64
	- name: int_score
	dtype: int64
	- name: embedding
	sequence: float32
	- name: count
	dtype: int64
	splits:
	- name: train
	num_bytes: 9500987324
	num_examples: 1200000
	download_size: 7050820902
	dataset_size: 9500987324
	- config_name: CC-MAIN-2016-07
	features:
	- name: text
	dtype: string
	- name: id
	dtype: string
	- name: dump
	dtype: string
	- name: url
	dtype: string
	- name: file_path
	dtype: string
	- name: language
	dtype: string
	- name: language_score
	dtype: float64
	- name: token_count
	dtype: int64
	- name: score
	dtype: float64
	- name: int_score
	dtype: int64
	- name: embedding
	sequence: float32
	- name: count
	dtype: int64
	splits:
	- name: train
	num_bytes: 10612088943
	num_examples: 1300000
	download_size: 7816414470
	dataset_size: 10612088943
	- config_name: CC-MAIN-2016-18
	features:
	- name: text
	dtype: string
	- name: id
	dtype: string
	- name: dump
	dtype: string
	- name: url
	dtype: string
	- name: file_path
	dtype: string
	- name: language
	dtype: string
	- name: language_score
	dtype: float64
	- name: token_count
	dtype: int64
	- name: score
	dtype: float64
	- name: int_score
	dtype: int64
	- name: embedding
	sequence: float32
	- name: count
	dtype: int64
	splits:
	- name: train
	num_bytes: 7478953157
	num_examples: 1050000
	download_size: 5691425154
	dataset_size: 7478953157
	- config_name: CC-MAIN-2016-22
	features:
	- name: text
	dtype: string
	- name: id
	dtype: string
	- name: dump
	dtype: string
	- name: url
	dtype: string
	- name: file_path
	dtype: string
	- name: language
	dtype: string
	- name: language_score
	dtype: float64
	- name: token_count
	dtype: int64
	- name: score
	dtype: float64
	- name: int_score
	dtype: int64
	- name: embedding
	sequence: float32
	- name: count
	dtype: int64
	splits:
	- name: train
	num_bytes: 7617762727
	num_examples: 1050000
	download_size: 5760598348
	dataset_size: 7617762727
	- config_name: CC-MAIN-2016-26
	features:
	- name: text
	dtype: string
	- name: id
	dtype: string
	- name: dump
	dtype: string
	- name: url
	dtype: string
	- name: file_path
	dtype: string
	- name: language
	dtype: string
	- name: language_score
	dtype: float64
	- name: token_count
	dtype: int64
	- name: score
	dtype: float64
	- name: int_score
	dtype: int64
	- name: embedding
	sequence: float32
	- name: count
	dtype: int64
	splits:
	- name: train
	num_bytes: 4620338482
	num_examples: 650000
	download_size: 3516183695
	dataset_size: 4620338482
	- config_name: CC-MAIN-2016-30
	features:
	- name: text
	dtype: string
	- name: id
	dtype: string
	- name: dump
	dtype: string
	- name: url
	dtype: string
	- name: file_path
	dtype: string
	- name: language
	dtype: string
	- name: language_score
	dtype: float64
	- name: token_count
	dtype: int64
	- name: score
	dtype: float64
	- name: int_score
	dtype: int64
	- name: embedding
	sequence: float32
	- name: count
	dtype: int64
	splits:
	- name: train
	num_bytes: 10574077837
	num_examples: 1250000
	download_size: 7732067436
	dataset_size: 10574077837
	- config_name: CC-MAIN-2016-36
	features:
	- name: text
	dtype: string
	- name: id
	dtype: string
	- name: dump
	dtype: string
	- name: url
	dtype: string
	- name: file_path
	dtype: string
	- name: language
	dtype: string
	- name: language_score
	dtype: float64
	- name: token_count
	dtype: int64
	- name: score
	dtype: float64
	- name: int_score
	dtype: int64
	- name: embedding
	sequence: float32
	- name: count
	dtype: int64
	splits:
	- name: train
	num_bytes: 8503905267
	num_examples: 1000000
	download_size: 6208206855
	dataset_size: 8503905267
	- config_name: CC-MAIN-2016-40
	features:
	- name: text
	dtype: string
	- name: id
	dtype: string
	- name: dump
	dtype: string
	- name: url
	dtype: string
	- name: file_path
	dtype: string
	- name: language
	dtype: string
	- name: language_score
	dtype: float64
	- name: token_count
	dtype: int64
	- name: score
	dtype: float64
	- name: int_score
	dtype: int64
	- name: embedding
	sequence: float32
	- name: count
	dtype: int64
	splits:
	- name: train
	num_bytes: 15377835627
	num_examples: 2350000
	download_size: 11940941268
	dataset_size: 15377835627
	- config_name: CC-MAIN-2016-44
	features:
	- name: text
	dtype: string
	- name: id
	dtype: string
	- name: dump
	dtype: string
	- name: url
	dtype: string
	- name: file_path
	dtype: string
	- name: language
	dtype: string
	- name: language_score
	dtype: float64
	- name: token_count
	dtype: int64
	- name: score
	dtype: float64
	- name: int_score
	dtype: int64
	- name: embedding
	sequence: float32
	- name: count
	dtype: int64
	splits:
	- name: train
	num_bytes: 29529872165
	num_examples: 4800000
	download_size: 23162984623
	dataset_size: 29529872165
	- config_name: CC-MAIN-2016-50
	features:
	- name: text
	dtype: string
	- name: id
	dtype: string
	- name: dump
	dtype: string
	- name: url
	dtype: string
	- name: file_path
	dtype: string
	- name: language
	dtype: string
	- name: language_score
	dtype: float64
	- name: token_count
	dtype: int64
	- name: score
	dtype: float64
	- name: int_score
	dtype: int64
	- name: embedding
	sequence: float32
	- name: count
	dtype: int64
	splits:
	- name: train
	num_bytes: 20468372716
	num_examples: 3050000
	download_size: 15709742655
	dataset_size: 20468372716
	- config_name: CC-MAIN-2017-04
	features:
	- name: text
	dtype: string
	- name: id
	dtype: string
	- name: dump
	dtype: string
	- name: url
	dtype: string
	- name: file_path
	dtype: string
	- name: language
	dtype: string
	- name: language_score
	dtype: float64
	- name: token_count
	dtype: int64
	- name: score
	dtype: float64
	- name: int_score
	dtype: int64
	- name: embedding
	sequence: float32
	- name: count
	dtype: int64
	splits:
	- name: train
	num_bytes: 21037186856
	num_examples: 3050000
	download_size: 16038345746
	dataset_size: 21037186856
	- config_name: CC-MAIN-2017-09
	features:
	- name: text
	dtype: string
	- name: id
	dtype: string
	- name: dump
	dtype: string
	- name: url
	dtype: string
	- name: file_path
	dtype: string
	- name: language
	dtype: string
	- name: language_score
	dtype: float64
	- name: token_count
	dtype: int64
	- name: score
	dtype: float64
	- name: int_score
	dtype: int64
	- name: embedding
	sequence: float32
	- name: count
	dtype: int64
	splits:
	- name: train
	num_bytes: 24443091987
	num_examples: 3450000
	download_size: 18578003959
	dataset_size: 24443091987
	- config_name: CC-MAIN-2017-13
	features:
	- name: text
	dtype: string
	- name: id
	dtype: string
	- name: dump
	dtype: string
	- name: url
	dtype: string
	- name: file_path
	dtype: string
	- name: language
	dtype: string
	- name: language_score
	dtype: float64
	- name: token_count
	dtype: int64
	- name: score
	dtype: float64
	- name: int_score
	dtype: int64
	- name: embedding
	sequence: float32
	- name: count
	dtype: int64
	splits:
	- name: train
	num_bytes: 42541966320
	num_examples: 6350000
	download_size: 32897843366
	dataset_size: 42541966320
	- config_name: CC-MAIN-2017-17
	features:
	- name: text
	dtype: string
	- name: id
	dtype: string
	- name: dump
	dtype: string
	- name: url
	dtype: string
	- name: file_path
	dtype: string
	- name: language
	dtype: string
	- name: language_score
	dtype: float64
	- name: token_count
	dtype: int64
	- name: score
	dtype: float64
	- name: int_score
	dtype: int64
	- name: embedding
	sequence: float32
	- name: count
	dtype: int64
	splits:
	- name: train
	num_bytes: 28067316341
	num_examples: 4200000
	download_size: 21670006912
	dataset_size: 28067316341
	- config_name: CC-MAIN-2017-22
	features:
	- name: text
	dtype: string
	- name: id
	dtype: string
	- name: dump
	dtype: string
	- name: url
	dtype: string
	- name: file_path
	dtype: string
	- name: language
	dtype: string
	- name: language_score
	dtype: float64
	- name: token_count
	dtype: int64
	- name: score
	dtype: float64
	- name: int_score
	dtype: int64
	- name: embedding
	sequence: float32
	- name: count
	dtype: int64
	splits:
	- name: train
	num_bytes: 21612347473
	num_examples: 3250000
	download_size: 16727380174
	dataset_size: 21612347473
	- config_name: CC-MAIN-2017-26
	features:
	- name: text
	dtype: string
	- name: id
	dtype: string
	- name: dump
	dtype: string
	- name: url
	dtype: string
	- name: file_path
	dtype: string
	- name: language
	dtype: string
	- name: language_score
	dtype: float64
	- name: token_count
	dtype: int64
	- name: score
	dtype: float64
	- name: int_score
	dtype: int64
	- name: embedding
	sequence: float32
	- name: count
	dtype: int64
	splits:
	- name: train
	num_bytes: 26930164929
	num_examples: 4150000
	download_size: 21000453887
	dataset_size: 26930164929
	- config_name: CC-MAIN-2017-30
	features:
	- name: text
	dtype: string
	- name: id
	dtype: string
	- name: dump
	dtype: string
	- name: url
	dtype: string
	- name: file_path
	dtype: string
	- name: language
	dtype: string
	- name: language_score
	dtype: float64
	- name: token_count
	dtype: int64
	- name: score
	dtype: float64
	- name: int_score
	dtype: int64
	- name: embedding
	sequence: float32
	- name: count
	dtype: int64
	splits:
	- name: train
	num_bytes: 19514567064
	num_examples: 3050000
	download_size: 15274197942
	dataset_size: 19514567064
	- config_name: CC-MAIN-2017-34
	features:
	- name: text
	dtype: string
	- name: id
	dtype: string
	- name: dump
	dtype: string
	- name: url
	dtype: string
	- name: file_path
	dtype: string
	- name: language
	dtype: string
	- name: language_score
	dtype: float64
	- name: token_count
	dtype: int64
	- name: score
	dtype: float64
	- name: int_score
	dtype: int64
	- name: embedding
	sequence: float32
	- name: count
	dtype: int64
	splits:
	- name: train
	num_bytes: 21825880789
	num_examples: 3450000
	download_size: 17131331406
	dataset_size: 21825880789
	- config_name: CC-MAIN-2017-39
	features:
	- name: text
	dtype: string
	- name: id
	dtype: string
	- name: dump
	dtype: string
	- name: url
	dtype: string
	- name: file_path
	dtype: string
	- name: language
	dtype: string
	- name: language_score
	dtype: float64
	- name: token_count
	dtype: int64
	- name: score
	dtype: float64
	- name: int_score
	dtype: int64
	- name: embedding
	sequence: float32
	- name: count
	dtype: int64
	splits:
	- name: train
	num_bytes: 21861199076
	num_examples: 3250000
	download_size: 16864955620
	dataset_size: 21861199076
	- config_name: CC-MAIN-2017-43
	features:
	- name: text
	dtype: string
	- name: id
	dtype: string
	- name: dump
	dtype: string
	- name: url
	dtype: string
	- name: file_path
	dtype: string
	- name: language
	dtype: string
	- name: language_score
	dtype: float64
	- name: token_count
	dtype: int64
	- name: score
	dtype: float64
	- name: int_score
	dtype: int64
	- name: embedding
	sequence: float32
	- name: count
	dtype: int64
	splits:
	- name: train
	num_bytes: 22225780468
	num_examples: 3250000
	download_size: 17081326644
	dataset_size: 22225780468
	- config_name: CC-MAIN-2017-47
	features:
	- name: text
	dtype: string
	- name: id
	dtype: string
	- name: dump
	dtype: string
	- name: url
	dtype: string
	- name: file_path
	dtype: string
	- name: language
	dtype: string
	- name: language_score
	dtype: float64
	- name: token_count
	dtype: int64
	- name: score
	dtype: float64
	- name: int_score
	dtype: int64
	- name: embedding
	sequence: float32
	- name: count
	dtype: int64
	splits:
	- name: train
	num_bytes: 20302441730
	num_examples: 2950000
	download_size: 15588692671
	dataset_size: 20302441730
	- config_name: CC-MAIN-2017-51
	features:
	- name: text
	dtype: string
	- name: id
	dtype: string
	- name: dump
	dtype: string
	- name: url
	dtype: string
	- name: file_path
	dtype: string
	- name: language
	dtype: string
	- name: language_score
	dtype: float64
	- name: token_count
	dtype: int64
	- name: score
	dtype: float64
	- name: int_score
	dtype: int64
	- name: embedding
	sequence: float32
	- name: count
	dtype: int64
	splits:
	- name: train
	num_bytes: 17337207614
	num_examples: 2550000
	download_size: 13346917136
	dataset_size: 17337207614
	- config_name: CC-MAIN-2018-05
	features:
	- name: text
	dtype: string
	- name: id
	dtype: string
	- name: dump
	dtype: string
	- name: url
	dtype: string
	- name: file_path
	dtype: string
	- name: language
	dtype: string
	- name: language_score
	dtype: float64
	- name: token_count
	dtype: int64
	- name: score
	dtype: float64
	- name: int_score
	dtype: int64
	- name: embedding
	sequence: float32
	- name: count
	dtype: int64
	splits:
	- name: train
	num_bytes: 22738512950
	num_examples: 3450000
	download_size: 17607554751
	dataset_size: 22738512950
	- config_name: CC-MAIN-2018-09
	features:
	- name: text
	dtype: string
	- name: id
	dtype: string
	- name: dump
	dtype: string
	- name: url
	dtype: string
	- name: file_path
	dtype: string
	- name: language
	dtype: string
	- name: language_score
	dtype: float64
	- name: token_count
	dtype: int64
	- name: score
	dtype: float64
	- name: int_score
	dtype: int64
	- name: embedding
	sequence: float32
	- name: count
	dtype: int64
	splits:
	- name: train
	num_bytes: 23340323268
	num_examples: 3600000
	download_size: 18151119519
	dataset_size: 23340323268
	- config_name: CC-MAIN-2018-13
	features:
	- name: text
	dtype: string
	- name: id
	dtype: string
	- name: dump
	dtype: string
	- name: url
	dtype: string
	- name: file_path
	dtype: string
	- name: language
	dtype: string
	- name: language_score
	dtype: float64
	- name: token_count
	dtype: int64
	- name: score
	dtype: float64
	- name: int_score
	dtype: int64
	- name: embedding
	sequence: float32
	- name: count
	dtype: int64
	splits:
	- name: train
	num_bytes: 19001159420
	num_examples: 2900000
	download_size: 14753194653
	dataset_size: 19001159420
	- config_name: CC-MAIN-2018-17
	features:
	- name: text
	dtype: string
	- name: id
	dtype: string
	- name: dump
	dtype: string
	- name: url
	dtype: string
	- name: file_path
	dtype: string
	- name: language
	dtype: string
	- name: language_score
	dtype: float64
	- name: token_count
	dtype: int64
	- name: score
	dtype: float64
	- name: int_score
	dtype: int64
	- name: embedding
	sequence: float32
	- name: count
	dtype: int64
	splits:
	- name: train
	num_bytes: 17258341719
	num_examples: 2600000
	download_size: 13340501927
	dataset_size: 17258341719
	- config_name: CC-MAIN-2018-22
	features:
	- name: text
	dtype: string
	- name: id
	dtype: string
	- name: dump
	dtype: string
	- name: url
	dtype: string
	- name: file_path
	dtype: string
	- name: language
	dtype: string
	- name: language_score
	dtype: float64
	- name: token_count
	dtype: int64
	- name: score
	dtype: float64
	- name: int_score
	dtype: int64
	- name: embedding
	sequence: float32
	- name: count
	dtype: int64
	splits:
	- name: train
	num_bytes: 17491169826
	num_examples: 2600000
	download_size: 13470743712
	dataset_size: 17491169826
	- config_name: CC-MAIN-2018-26
	features:
	- name: text
	dtype: string
	- name: id
	dtype: string
	- name: dump
	dtype: string
	- name: url
	dtype: string
	- name: file_path
	dtype: string
	- name: language
	dtype: string
	- name: language_score
	dtype: float64
	- name: token_count
	dtype: int64
	- name: score
	dtype: float64
	- name: int_score
	dtype: int64
	- name: embedding
	sequence: float32
	- name: count
	dtype: int64
	splits:
	- name: train
	num_bytes: 21455735998
	num_examples: 3100000
	download_size: 16280241314
	dataset_size: 21455735998
	- config_name: CC-MAIN-2018-30
	features:
	- name: text
	dtype: string
	- name: id
	dtype: string
	- name: dump
	dtype: string
	- name: url
	dtype: string
	- name: file_path
	dtype: string
	- name: language
	dtype: string
	- name: language_score
	dtype: float64
	- name: token_count
	dtype: int64
	- name: score
	dtype: float64
	- name: int_score
	dtype: int64
	- name: embedding
	sequence: float32
	- name: count
	dtype: int64
	splits:
	- name: train
	num_bytes: 18192174874
	num_examples: 2500000
	download_size: 13725747144
	dataset_size: 18192174874
	- config_name: CC-MAIN-2018-34
	features:
	- name: text
	dtype: string
	- name: id
	dtype: string
	- name: dump
	dtype: string
	- name: url
	dtype: string
	- name: file_path
	dtype: string
	- name: language
	dtype: string
	- name: language_score
	dtype: float64
	- name: token_count
	dtype: int64
	- name: score
	dtype: float64
	- name: int_score
	dtype: int64
	- name: embedding
	sequence: float32
	- name: count
	dtype: int64
	splits:
	- name: train
	num_bytes: 15796036932
	num_examples: 2200000
	download_size: 11987788874
	dataset_size: 15796036932
	- config_name: CC-MAIN-2018-43
	features:
	- name: text
	dtype: string
	- name: id
	dtype: string
	- name: dump
	dtype: string
	- name: url
	dtype: string
	- name: file_path
	dtype: string
	- name: language
	dtype: string
	- name: language_score
	dtype: float64
	- name: token_count
	dtype: int64
	- name: score
	dtype: float64
	- name: int_score
	dtype: int64
	- name: embedding
	sequence: float32
	- name: count
	dtype: int64
	splits:
	- name: train
	num_bytes: 25677124234
	num_examples: 3800000
	download_size: 19573087580
	dataset_size: 25677124234
	- config_name: CC-MAIN-2018-51
	features:
	- name: text
	dtype: string
	- name: id
	dtype: string
	- name: dump
	dtype: string
	- name: url
	dtype: string
	- name: file_path
	dtype: string
	- name: language
	dtype: string
	- name: language_score
	dtype: float64
	- name: token_count
	dtype: int64
	- name: score
	dtype: float64
	- name: int_score
	dtype: int64
	- name: embedding
	sequence: float32
	- name: count
	dtype: int64
	splits:
	- name: train
	num_bytes: 22594268378
	num_examples: 3300000
	download_size: 17343595987
	dataset_size: 22594268378
	- config_name: CC-MAIN-2019-04
	features:
	- name: text
	dtype: string
	- name: id
	dtype: string
	- name: dump
	dtype: string
	- name: url
	dtype: string
	- name: file_path
	dtype: string
	- name: language
	dtype: string
	- name: language_score
	dtype: float64
	- name: token_count
	dtype: int64
	- name: score
	dtype: float64
	- name: int_score
	dtype: int64
	- name: embedding
	sequence: float32
	- name: count
	dtype: int64
	splits:
	- name: train
	num_bytes: 21133044139
	num_examples: 3050000
	download_size: 16192299666
	dataset_size: 21133044139
	- config_name: CC-MAIN-2019-09
	features:
	- name: text
	dtype: string
	- name: id
	dtype: string
	- name: dump
	dtype: string
	- name: url
	dtype: string
	- name: file_path
	dtype: string
	- name: language
	dtype: string
	- name: language_score
	dtype: float64
	- name: token_count
	dtype: int64
	- name: score
	dtype: float64
	- name: int_score
	dtype: int64
	- name: embedding
	sequence: float32
	- name: count
	dtype: int64
	splits:
	- name: train
	num_bytes: 20593069774
	num_examples: 2850000
	download_size: 15604520079
	dataset_size: 20593069774
	- config_name: CC-MAIN-2019-39
	features:
	- name: text
	dtype: string
	- name: id
	dtype: string
	- name: dump
	dtype: string
	- name: url
	dtype: string
	- name: file_path
	dtype: string
	- name: language
	dtype: string
	- name: language_score
	dtype: float64
	- name: token_count
	dtype: int64
	- name: score
	dtype: float64
	- name: int_score
	dtype: int64
	- name: embedding
	sequence: float32
	- name: count
	dtype: int64
	splits:
	- name: train
	num_bytes: 21250081982
	num_examples: 2950000
	download_size: 16107325180
	dataset_size: 21250081982
	- config_name: CC-MAIN-2019-43
	features:
	- name: text
	dtype: string
	- name: id
	dtype: string
	- name: dump
	dtype: string
	- name: url
	dtype: string
	- name: file_path
	dtype: string
	- name: language
	dtype: string
	- name: language_score
	dtype: float64
	- name: token_count
	dtype: int64
	- name: score
	dtype: float64
	- name: int_score
	dtype: int64
	- name: embedding
	sequence: float32
	- name: count
	dtype: int64
	splits:
	- name: train
	num_bytes: 23381976513
	num_examples: 3150000
	download_size: 17578322332
	dataset_size: 23381976513
	- config_name: CC-MAIN-2019-47
	features:
	- name: text
	dtype: string
	- name: id
	dtype: string
	- name: dump
	dtype: string
	- name: url
	dtype: string
	- name: file_path
	dtype: string
	- name: language
	dtype: string
	- name: language_score
	dtype: float64
	- name: token_count
	dtype: int64
	- name: score
	dtype: float64
	- name: int_score
	dtype: int64
	- name: embedding
	sequence: float32
	- name: count
	dtype: int64
	splits:
	- name: train
	num_bytes: 22916970895
	num_examples: 3150000
	download_size: 17302792952
	dataset_size: 22916970895
	- config_name: CC-MAIN-2019-51
	features:
	- name: text
	dtype: string
	- name: id
	dtype: string
	- name: dump
	dtype: string
	- name: url
	dtype: string
	- name: file_path
	dtype: string
	- name: language
	dtype: string
	- name: language_score
	dtype: float64
	- name: token_count
	dtype: int64
	- name: score
	dtype: float64
	- name: int_score
	dtype: int64
	- name: embedding
	sequence: float32
	- name: count
	dtype: int64
	splits:
	- name: train
	num_bytes: 19001480990
	num_examples: 2600000
	download_size: 14340161761
	dataset_size: 19001480990
	- config_name: CC-MAIN-2020-50
	features:
	- name: text
	dtype: string
	- name: id
	dtype: string
	- name: dump
	dtype: string
	- name: url
	dtype: string
	- name: file_path
	dtype: string
	- name: language
	dtype: string
	- name: language_score
	dtype: float64
	- name: token_count
	dtype: int64
	- name: score
	dtype: float64
	- name: int_score
	dtype: int64
	- name: embedding
	sequence: float32
	- name: count
	dtype: int64
	splits:
	- name: train
	num_bytes: 25828281117
	num_examples: 3650000
	download_size: 19596280713
	dataset_size: 25828281117
	- config_name: CC-MAIN-2021-04
	features:
	- name: text
	dtype: string
	- name: id
	dtype: string
	- name: dump
	dtype: string
	- name: url
	dtype: string
	- name: file_path
	dtype: string
	- name: language
	dtype: string
	- name: language_score
	dtype: float64
	- name: token_count
	dtype: int64
	- name: score
	dtype: float64
	- name: int_score
	dtype: int64
	- name: embedding
	sequence: float32
	- name: count
	dtype: int64
	splits:
	- name: train
	num_bytes: 32044317476
	num_examples: 4450000
	download_size: 24218057264
	dataset_size: 32044317476
	- config_name: CC-MAIN-2021-17
	features:
	- name: text
	dtype: string
	- name: id
	dtype: string
	- name: dump
	dtype: string
	- name: url
	dtype: string
	- name: file_path
	dtype: string
	- name: language
	dtype: string
	- name: language_score
	dtype: float64
	- name: token_count
	dtype: int64
	- name: score
	dtype: float64
	- name: int_score
	dtype: int64
	- name: embedding
	sequence: float32
	- name: count
	dtype: int64
	splits:
	- name: train
	num_bytes: 33620957572
	num_examples: 4450000
	download_size: 25055730596
	dataset_size: 33620957572
	- config_name: CC-MAIN-2021-21
	features:
	- name: text
	dtype: string
	- name: id
	dtype: string
	- name: dump
	dtype: string
	- name: url
	dtype: string
	- name: file_path
	dtype: string
	- name: language
	dtype: string
	- name: language_score
	dtype: float64
	- name: token_count
	dtype: int64
	- name: score
	dtype: float64
	- name: int_score
	dtype: int64
	- name: embedding
	sequence: float32
	- name: count
	dtype: int64
	splits:
	- name: train
	num_bytes: 26740503282
	num_examples: 3600000
	download_size: 20011648584
	dataset_size: 26740503282
	- config_name: CC-MAIN-2021-25
	features:
	- name: text
	dtype: string
	- name: id
	dtype: string
	- name: dump
	dtype: string
	- name: url
	dtype: string
	- name: file_path
	dtype: string
	- name: language
	dtype: string
	- name: language_score
	dtype: float64
	- name: token_count
	dtype: int64
	- name: score
	dtype: float64
	- name: int_score
	dtype: int64
	- name: embedding
	sequence: float32
	- name: count
	dtype: int64
	splits:
	- name: train
	num_bytes: 29160290793
	num_examples: 3950000
	download_size: 21855396161
	dataset_size: 29160290793
	- config_name: CC-MAIN-2021-31
	features:
	- name: text
	dtype: string
	- name: id
	dtype: string
	- name: dump
	dtype: string
	- name: url
	dtype: string
	- name: file_path
	dtype: string
	- name: language
	dtype: string
	- name: language_score
	dtype: float64
	- name: token_count
	dtype: int64
	- name: score
	dtype: float64
	- name: int_score
	dtype: int64
	- name: embedding
	sequence: float32
	- name: count
	dtype: int64
	splits:
	- name: train
	num_bytes: 29149182919
	num_examples: 3900000
	download_size: 21785469714
	dataset_size: 29149182919
	- config_name: CC-MAIN-2021-39
	features:
	- name: text
	dtype: string
	- name: id
	dtype: string
	- name: dump
	dtype: string
	- name: url
	dtype: string
	- name: file_path
	dtype: string
	- name: language
	dtype: string
	- name: language_score
	dtype: float64
	- name: token_count
	dtype: int64
	- name: score
	dtype: float64
	- name: int_score
	dtype: int64
	- name: embedding
	sequence: float32
	- name: count
	dtype: int64
	splits:
	- name: train
	num_bytes: 33379845273
	num_examples: 4550000
	download_size: 25057576194
	dataset_size: 33379845273
	- config_name: CC-MAIN-2021-43
	features:
	- name: text
	dtype: string
	- name: id
	dtype: string
	- name: dump
	dtype: string
	- name: url
	dtype: string
	- name: file_path
	dtype: string
	- name: language
	dtype: string
	- name: language_score
	dtype: float64
	- name: token_count
	dtype: int64
	- name: score
	dtype: float64
	- name: int_score
	dtype: int64
	- name: embedding
	sequence: float32
	- name: count
	dtype: int64
	splits:
	- name: train
	num_bytes: 34332026077
	num_examples: 4700000
	download_size: 25789733401
	dataset_size: 34332026077
	- config_name: CC-MAIN-2021-49
	features:
	- name: text
	dtype: string
	- name: id
	dtype: string
	- name: dump
	dtype: string
	- name: url
	dtype: string
	- name: file_path
	dtype: string
	- name: language
	dtype: string
	- name: language_score
	dtype: float64
	- name: token_count
	dtype: int64
	- name: score
	dtype: float64
	- name: int_score
	dtype: int64
	- name: embedding
	sequence: float32
	- name: count
	dtype: int64
	splits:
	- name: train
	num_bytes: 31418299354
	num_examples: 4350000
	download_size: 23666249860
	dataset_size: 31418299354
	- config_name: CC-MAIN-2022-05
	features:
	- name: text
	dtype: string
	- name: id
	dtype: string
	- name: dump
	dtype: string
	- name: url
	dtype: string
	- name: file_path
	dtype: string
	- name: language
	dtype: string
	- name: language_score
	dtype: float64
	- name: token_count
	dtype: int64
	- name: score
	dtype: float64
	- name: int_score
	dtype: int64
	- name: embedding
	sequence: float32
	- name: count
	dtype: int64
	splits:
	- name: train
	num_bytes: 32596625853
	num_examples: 4450000
	download_size: 24458356127
	dataset_size: 32596625853
	- config_name: CC-MAIN-2022-21
	features:
	- name: text
	dtype: string
	- name: id
	dtype: string
	- name: dump
	dtype: string
	- name: url
	dtype: string
	- name: file_path
	dtype: string
	- name: language
	dtype: string
	- name: language_score
	dtype: float64
	- name: token_count
	dtype: int64
	- name: score
	dtype: float64
	- name: int_score
	dtype: int64
	- name: embedding
	sequence: float32
	- name: count
	dtype: int64
	splits:
	- name: train
	num_bytes: 47752322889
	num_examples: 6550000
	download_size: 35853678975
	dataset_size: 47752322889
	- config_name: CC-MAIN-2022-27
	features:
	- name: text
	dtype: string
	- name: id
	dtype: string
	- name: dump
	dtype: string
	- name: url
	dtype: string
	- name: file_path
	dtype: string
	- name: language
	dtype: string
	- name: language_score
	dtype: float64
	- name: token_count
	dtype: int64
	- name: score
	dtype: float64
	- name: int_score
	dtype: int64
	- name: embedding
	sequence: float32
	- name: count
	dtype: int64
	splits:
	- name: train
	num_bytes: 40292830914
	num_examples: 5550000
	download_size: 30279346466
	dataset_size: 40292830914
	configs:
	- config_name: CC-MAIN-2013-20
	data_files:
	- split: train
	path: data/CC-MAIN-2013-20/train-*
	- config_name: CC-MAIN-2013-48
	data_files:
	- split: train
	path: data/CC-MAIN-2013-48/train-*
	- config_name: CC-MAIN-2014-10
	data_files:
	- split: train
	path: data/CC-MAIN-2014-10/train-*
	- config_name: CC-MAIN-2014-15
	data_files:
	- split: train
	path: data/CC-MAIN-2014-15/train-*
	- config_name: CC-MAIN-2014-23
	data_files:
	- split: train
	path: data/CC-MAIN-2014-23/train-*
	- config_name: CC-MAIN-2014-35
	data_files:
	- split: train
	path: data/CC-MAIN-2014-35/train-*
	- config_name: CC-MAIN-2014-41
	data_files:
	- split: train
	path: data/CC-MAIN-2014-41/train-*
	- config_name: CC-MAIN-2014-42
	data_files:
	- split: train
	path: data/CC-MAIN-2014-42/train-*
	- config_name: CC-MAIN-2014-49
	data_files:
	- split: train
	path: data/CC-MAIN-2014-49/train-*
	- config_name: CC-MAIN-2014-52
	data_files:
	- split: train
	path: data/CC-MAIN-2014-52/train-*
	- config_name: CC-MAIN-2015-06
	data_files:
	- split: train
	path: data/CC-MAIN-2015-06/train-*
	- config_name: CC-MAIN-2015-11
	data_files:
	- split: train
	path: data/CC-MAIN-2015-11/train-*
	- config_name: CC-MAIN-2015-14
	data_files:
	- split: train
	path: data/CC-MAIN-2015-14/train-*
	- config_name: CC-MAIN-2015-18
	data_files:
	- split: train
	path: data/CC-MAIN-2015-18/train-*
	- config_name: CC-MAIN-2015-22
	data_files:
	- split: train
	path: data/CC-MAIN-2015-22/train-*
	- config_name: CC-MAIN-2015-27
	data_files:
	- split: train
	path: data/CC-MAIN-2015-27/train-*
	- config_name: CC-MAIN-2015-32
	data_files:
	- split: train
	path: data/CC-MAIN-2015-32/train-*
	- config_name: CC-MAIN-2015-35
	data_files:
	- split: train
	path: data/CC-MAIN-2015-35/train-*
	- config_name: CC-MAIN-2015-40
	data_files:
	- split: train
	path: data/CC-MAIN-2015-40/train-*
	- config_name: CC-MAIN-2015-48
	data_files:
	- split: train
	path: data/CC-MAIN-2015-48/train-*
	- config_name: CC-MAIN-2016-07
	data_files:
	- split: train
	path: data/CC-MAIN-2016-07/train-*
	- config_name: CC-MAIN-2016-18
	data_files:
	- split: train
	path: data/CC-MAIN-2016-18/train-*
	- config_name: CC-MAIN-2016-22
	data_files:
	- split: train
	path: data/CC-MAIN-2016-22/train-*
	- config_name: CC-MAIN-2016-26
	data_files:
	- split: train
	path: data/CC-MAIN-2016-26/train-*
	- config_name: CC-MAIN-2016-30
	data_files:
	- split: train
	path: data/CC-MAIN-2016-30/train-*
	- config_name: CC-MAIN-2016-36
	data_files:
	- split: train
	path: data/CC-MAIN-2016-36/train-*
	- config_name: CC-MAIN-2016-40
	data_files:
	- split: train
	path: data/CC-MAIN-2016-40/train-*
	- config_name: CC-MAIN-2016-44
	data_files:
	- split: train
	path: data/CC-MAIN-2016-44/train-*
	- config_name: CC-MAIN-2016-50
	data_files:
	- split: train
	path: data/CC-MAIN-2016-50/train-*
	- config_name: CC-MAIN-2017-04
	data_files:
	- split: train
	path: data/CC-MAIN-2017-04/train-*
	- config_name: CC-MAIN-2017-09
	data_files:
	- split: train
	path: data/CC-MAIN-2017-09/train-*
	- config_name: CC-MAIN-2017-13
	data_files:
	- split: train
	path: data/CC-MAIN-2017-13/train-*
	- config_name: CC-MAIN-2017-17
	data_files:
	- split: train
	path: data/CC-MAIN-2017-17/train-*
	- config_name: CC-MAIN-2017-22
	data_files:
	- split: train
	path: data/CC-MAIN-2017-22/train-*
	- config_name: CC-MAIN-2017-26
	data_files:
	- split: train
	path: data/CC-MAIN-2017-26/train-*
	- config_name: CC-MAIN-2017-30
	data_files:
	- split: train
	path: data/CC-MAIN-2017-30/train-*
	- config_name: CC-MAIN-2017-34
	data_files:
	- split: train
	path: data/CC-MAIN-2017-34/train-*
	- config_name: CC-MAIN-2017-39
	data_files:
	- split: train
	path: data/CC-MAIN-2017-39/train-*
	- config_name: CC-MAIN-2017-43
	data_files:
	- split: train
	path: data/CC-MAIN-2017-43/train-*
	- config_name: CC-MAIN-2017-47
	data_files:
	- split: train
	path: data/CC-MAIN-2017-47/train-*
	- config_name: CC-MAIN-2017-51
	data_files:
	- split: train
	path: data/CC-MAIN-2017-51/train-*
	- config_name: CC-MAIN-2018-05
	data_files:
	- split: train
	path: data/CC-MAIN-2018-05/train-*
	- config_name: CC-MAIN-2018-09
	data_files:
	- split: train
	path: data/CC-MAIN-2018-09/train-*
	- config_name: CC-MAIN-2018-13
	data_files:
	- split: train
	path: data/CC-MAIN-2018-13/train-*
	- config_name: CC-MAIN-2018-17
	data_files:
	- split: train
	path: data/CC-MAIN-2018-17/train-*
	- config_name: CC-MAIN-2018-22
	data_files:
	- split: train
	path: data/CC-MAIN-2018-22/train-*
	- config_name: CC-MAIN-2018-26
	data_files:
	- split: train
	path: data/CC-MAIN-2018-26/train-*
	- config_name: CC-MAIN-2018-30
	data_files:
	- split: train
	path: data/CC-MAIN-2018-30/train-*
	- config_name: CC-MAIN-2018-34
	data_files:
	- split: train
	path: data/CC-MAIN-2018-34/train-*
	- config_name: CC-MAIN-2018-43
	data_files:
	- split: train
	path: data/CC-MAIN-2018-43/train-*
	- config_name: CC-MAIN-2018-51
	data_files:
	- split: train
	path: data/CC-MAIN-2018-51/train-*
	- config_name: CC-MAIN-2019-04
	data_files:
	- split: train
	path: data/CC-MAIN-2019-04/train-*
	- config_name: CC-MAIN-2019-09
	data_files:
	- split: train
	path: data/CC-MAIN-2019-09/train-*
	- config_name: CC-MAIN-2019-39
	data_files:
	- split: train
	path: data/CC-MAIN-2019-39/train-*
	- config_name: CC-MAIN-2019-43
	data_files:
	- split: train
	path: data/CC-MAIN-2019-43/train-*
	- config_name: CC-MAIN-2019-47
	data_files:
	- split: train
	path: data/CC-MAIN-2019-47/train-*
	- config_name: CC-MAIN-2019-51
	data_files:
	- split: train
	path: data/CC-MAIN-2019-51/train-*
	- config_name: CC-MAIN-2020-50
	data_files:
	- split: train
	path: data/CC-MAIN-2020-50/train-*
	- config_name: CC-MAIN-2021-04
	data_files:
	- split: train
	path: data/CC-MAIN-2021-04/train-*
	- config_name: CC-MAIN-2021-17
	data_files:
	- split: train
	path: data/CC-MAIN-2021-17/train-*
	- config_name: CC-MAIN-2021-21
	data_files:
	- split: train
	path: data/CC-MAIN-2021-21/train-*
	- config_name: CC-MAIN-2021-25
	data_files:
	- split: train
	path: data/CC-MAIN-2021-25/train-*
	- config_name: CC-MAIN-2021-31
	data_files:
	- split: train
	path: data/CC-MAIN-2021-31/train-*
	- config_name: CC-MAIN-2021-39
	data_files:
	- split: train
	path: data/CC-MAIN-2021-39/train-*
	- config_name: CC-MAIN-2021-43
	data_files:
	- split: train
	path: data/CC-MAIN-2021-43/train-*
	- config_name: CC-MAIN-2021-49
	data_files:
	- split: train
	path: data/CC-MAIN-2021-49/train-*
	- config_name: CC-MAIN-2022-05
	data_files:
	- split: train
	path: data/CC-MAIN-2022-05/train-*
	- config_name: CC-MAIN-2022-21
	data_files:
	- split: train
	path: data/CC-MAIN-2022-21/train-*
	- config_name: CC-MAIN-2022-27
	data_files:
	- split: train
	path: data/CC-MAIN-2022-27/train-*
	---

	# Fineweb-Edu-Fortified !WORK IN PROGRESS!

	<figure>
	<img src="https://cdn-uploads.huggingface.co/production/uploads/646516d2200b583e1e50faf8/79yPdK79m9mA0cCz-3h4v.png" width="500" style="margin-left:auto; margin-right: auto"/>

	<figcaption style="text-align: center; margin-left: auto; margin-right: auto; font-style: italic;">
	The composition of fineweb-edu-fortified, produced by automatically clustering a 500k row sample in
	<a href="https://app.airtrain.ai/dataset/c232b33f-4f4a-49a7-ba55-8167a5f433da/null/1/0"> Airtrain </a>
	</figcaption>
	</figure>

	## What is it?

	Fineweb-Edu-Fortified is a dataset derived from
	[Fineweb-Edu](https://huggingface.co./datasets/HuggingFaceFW/fineweb-edu) by applying exact-match
	deduplication across the whole dataset and producing an embedding for each row. The number of times
	the text from each row appears is also included as a `count` column. The embeddings were produced
	using [TaylorAI/bge-micro](https://huggingface.co./TaylorAI/bge-micro)

	Fineweb and Fineweb-Edu were obtained by processing data from 95 crawls of
	[Common Crawl](https://commoncrawl.org/), covering a time period from 2013 to 2024.
	More information about the original datasets can be found by consulting:

	- [Fineweb-edu dataset card](https://huggingface.co./datasets/HuggingFaceFW/fineweb-edu)
	- [Fineweb dataset card](https://huggingface.co./datasets/HuggingFaceFW/fineweb)
	- [Fineweb release blog post](https://huggingface.co./spaces/HuggingFaceFW/blogpost-fineweb-v1)
	- [Fineweb paper](https://arxiv.org/abs/2406.17557)

	The contents of a randomly selected 500k rows from this dataset can be interactively
	explored in this
	[Airtrain](https://app.airtrain.ai/dataset/c232b33f-4f4a-49a7-ba55-8167a5f433da/null/1/0)
	dashboard.

	## Deduplication

	### Deduplication in original Fineweb and Fineweb-Edu

	During creation of the original Fineweb dataset, a variety of deduplication strategies were
	explored. The evaluation criteria used to assess deduplication strategies was to train ablation models
	on randomly selected subsets of the data, using a subset of up to ~350 billion tokens.

	Using this mechanism, the Fineweb authors selected a MinHash algorithm, using parameters
	considering documents with approximately 75% similarity or higher to be duplicates. This deduplication was
	performed within each Common Crawl crawl. For example, it would have removed all approximate duplicates
	from the 20th crawl from 2013, but would have retained an identical record that showed up
	in both the 2013-20 crawl and the 2013-48 crawl. The authors note that applying the
	deduplication across crawls reduced the evaluation performance of the ablation models used
	for assessment. The proposed reason for this performance degredation is that data
	duplicated across crawls is more likely to be high-quality compared to data that is not,
	so leaving in the duplicates effectively upsamples the higer-quality data.

	Following deduplication in Fineweb, Fineweb-Edu was extracted using a model-based quality classifier
	targeting educational content. It thus inherited the same inter-crawl deduplication strategy of Fineweb.

	### Deduplication in this dataset

	#### Motivation

	Given the findings that cross-crawl deduplication reduced ablation model performance, one might ask
	what the motivation is for producing a dataset that uses it. Our motivation was threefold:

	- Reduce the number of rows that needed to be embedded by avoiding embedding of exact-match content
	- Enable easier filtering of the dataset for subsets-of-interest
	- Provide a version of the dataset for users whose training goals include avoiding training on non-unique
	tokens.

	For use cases that would benefit from "re-hydrating" or filtering the rows based on how frequently
	the text appeared in the original dataset, the new `count` column retains the number of appearances
	of the associated text.

	#### Procedure

	The overall procedure was to remove exact matches that appeared in multiple crawls (also referred to
	as "dumps"). This was achieved by performing an md5 hash on the text column and removing rows with
	duplicate hashes. To make this tractable at scale, we first grouped all rows by the first two hex
	digits of their hashes, then looked for exact hash matches within each of the resulting 256
	buckets of data. Note that unlike the intra-crawl deduplication, we only eliminated exact matches
	across crawls. For duplicated rows, a strong preference was given to keep the metadata
	(ex: dump, url) from the oldest crawl where the text appeared. Following deduplication and
	embedding, the data were grouped by the "dump" column, mirroring the organization of the original
	Fineweb-Edu dataset.

	### Deduplication stats

	Deduplication removed approximately 74.7% of rows from the original dataset
	(from 1.279 billion in Fineweb-Edu to 0.324 billion rows in Fineweb-Edu-Fortified).
	This indicates that a substantial amount of data in Fineweb-Edu is present across multiple crawls.

	The total token count in the deduplicated dataset is approximately 375 billion, compared to the
	1,320 billion tokens in Fineweb-Edu.

	<figure>
	<img src="https://cdn-uploads.huggingface.co/production/uploads/646516d2200b583e1e50faf8/mUFyO1fUWJEXbYwiteR9e.png" width="750" style="margin-left:auto; margin-right: auto"/>

	<figcaption style="text-align: center; margin-left: auto; margin-right: auto; font-style: italic;">
	A histogram of the `count` column. Histogram was generated using a 500k row sample after
	performing global per-row text duplication counting.
	</figcaption>
	</figure>

	## Embeddings

	To support use cases with Fineweb-Edu such as classification, clustering, semantic search, etc.,
	we have produced an embedding vector for each row in the dataset. The embedding model
	[TaylorAI/bge-micro](https://huggingface.co./TaylorAI/bge-micro)
	was selected for its tradeoff of strong performance on [MTEB](https://huggingface.co./spaces/mteb/leaderboard)
	benchmarks relative to its size (17 million parameters). The model's embedding space
	has 384 dimensions. The context-window of the model is 512 tokens (roughly several paragraphs of text);
	each row is embedded by using the first 512 tokens in its text field. Producing the embeddings took approximately
	412 GPU-hours on Nvidia T4 GPUs.

	## Using via `datasets`

	```python
	from datasets import load_dataset
	fw = load_dataset("airtrain-ai/fineweb-edu-fortified", name="CC-MAIN-2024-10", split="train", streaming=True)
	```

	## Considerations for Using the Data

	This "Considerations" section is copied from the parent dataset:
	[FineWeb-edu](https://huggingface.co./datasets/HuggingFaceFW/fineweb-edu).

	### Social Impact of Dataset

	With the release of this dataset we aim to make model training more accessible to the machine learning community at large.

	While multiple open-weights models with strong performance have been publicly released in the past, more often than not these releases are not accompanied by the corresponding training dataset. This is unfortunate as the dataset specificities and characteristics have been demonstrated to have a very large impact and role in the performances of the models. As the creation of a high quality training dataset is a fundamental requirement to training an LLM capable of excelling at downstream tasks, with 🍷 FineWeb we (a) not only make the dataset creation process more transparent, by sharing our entire processing setup including the codebase used, we also (b) help alleviate the costs of dataset curation, both in time and in compute, for model creators by publicly releasing our dataset with the community.

	### Discussion of Biases

	Efforts were made to minimize the amount of NSFW and toxic content present in the dataset by employing filtering on the URL level. However, there are still a significant number of documents present in the final dataset that could be considered toxic or contain harmful content. As 🍷 FineWeb was sourced from the web as a whole, any harmful biases typically present in it may be reproduced on our dataset.

	We deliberately avoided using machine learning filtering methods that define text quality based on the similarity to a “gold” source such as wikipedia or toxicity classifiers as these methods have been known to [disproportionately remove content in specific dialects](https://aclanthology.org/D16-1120/) and [overclassify as toxic text related to specific social identities](https://arxiv.org/pdf/2109.07445.pdf), respectively.

	### Other Known Limitations

	As a consequence of some of the filtering steps applied, it is likely that code content is not prevalent in our dataset. If you are training a model that should also perform code tasks, we recommend you use 🍷 FineWeb with a code dataset, such as [The Stack v2](https://huggingface.co./datasets/bigcode/the-stack-v2). You should also probably consider complementing 🍷 FineWeb with specialized curated sources (such as Wikipedia, for example) as they will likely have better formatting than the wikipedia content included in 🍷 FineWeb (we did not tailor the processing to individual websites).

	## Additional Information

	### Acknowledgements

	Airtrain would like to thank the Fineweb/Fineweb-Edu team at Hugging Face for producing the original datasets,
	as well as for their support during work on Fineweb-Edu-Fortified.

	We'd also like to thank [@underspirit](https://huggingface.co./underspirit) for
	[pointing out](https://huggingface.co./datasets/HuggingFaceFW/fineweb-edu/discussions/7)
	the amount of reduction in dataset size that could be achieved via deduplication.

	We owe gratitude to [TaylorAI](https://huggingface.co./TaylorAI) for the `bge-micro` embedding model.

	Finally, thank you to the Hugging Face community for fostering a thriving ecosystem of models, datasets, and tools
	to support open-source AI.

	### Licensing Information

	The dataset is released under the Open Data Commons Attribution License (ODC-By) v1.0 [license](https://opendatacommons.org/licenses/by/1-0/). The use of this dataset is also subject to [CommonCrawl's Terms of Use](https://commoncrawl.org/terms-of-use).