document_id stringlengths 73 85 | source_id stringlengths 8 912 | text large_stringlengths 93 1.8M | metadata_json large_stringlengths 14 3.89k |
|---|---|---|---|
fineweb-edu:c7e41955a540a33674dd8f04ce4b9468504021b1e3420a269d146e307c181c38 | fineweb-edu | The Nieuport 80 was a two-seat trainer with one set of controls, developed from the Nieuport 12 and Nieuport 13.
The Nieuport 80 was probably derived from the earlier Nieuport 13, which matched the fuselage of the Nieuport 12 with an 80hp Le Rhône engine. The Nieuport 12 itself was a larger version of the Nieuport 10, ... | {"int_score":3,"language":"en","language_score":0.9767976999282837,"score":2.65625,"url":"http://3.www.historyofwar.org/articles/weapons_nieuport_80.html"} |
dclm-baseline:6b3bef5da41496ef1b8dd1d7639c0e603e6fdd6253964373fa924674e31f36d6 | dclm-baseline | Header image
The #1 Cannabis Website in the WORLD.
line decor
line decor
Main Menu
How should I clean my grow rocks?
Fill a bucket with mild, non-chlorinated water and put in the rootball/growrock cluster..
Gently knead the mass underwater until the rootmass separates. pull it out..
Some bits of root may rem... | {"fasttext_score":0.1388932466506958,"language":"en","language_score":0.8583996295928955,"url":"http://cannabis.com/faqs/growing/hydroponics-how-should-i-clean-my-grow-rocks.html"} |
cosmopedia-v2:80da4af4612a5e5decb9f8900ce017b04b0afefd208ef1581a2657205b09789e | cosmopedia-v2 | Title: How to Learn All the Notes on the Guitar
Introduction:
The guitar is a versatile instrument with six strings that can produce various notes. To master this instrument, you need to familiarize yourself with all its notes thoroughly. This tutorial will guide you through learning all the notes on the guitar in an ... | {"audience":"general","format":"wikihow"} |
stack-edu-c:8ce9c7ece2e1829c082878469bf0c3d875b95d371361e78c114dd3a09281877c | stack-edu/C/MIT | #include "common.h"
#include <stdarg.h>
FILE *log_fp = NULL;
void init_log(const char *log_file) {
if (log_file == NULL) return;
log_fp = fopen(log_file, "w");
Assert(log_fp, "Can not open '%s'", log_file);
}
char log_bytebuf[80] = {};
char log_asmbuf[80] = {};
static char tempbuf[256] = {};
void strcatf(char... | {"blob_id":"66ee9edbe2ad47e9eaab9f140fc8d819a5485d2b","detected_licenses":["MIT"],"int_score":3,"language":"C","path":"/系统综合能力—虚拟机/ics2019/nemu/src/monitor/debug/log.c","repo_name":"AlexFanw/HUSTER-CS","score":2.625} |
stack-edu-javascript:42a05eeb87e42740d4a40b6715b23f6cbe62448eddb715c8c72fe63ae26e7584 | stack-edu/JavaScript/MIT | //Function to convert NZTM coordinates to universal Latitude Longitude
function convertToLatLong(E, N) {
//Common variables for NZTM2000
//Source: https://www.linz.govt.nz/data/geodetic-system/datums-projections-and-heights/projections/new-zealand-transverse-mercator-2000
let a = 6378137;
let f = 1 / 298.25... | {"blob_id":"140ece7ade750677f649a6754c7674cd1ffd52e7","detected_licenses":["MIT"],"int_score":3,"language":"JavaScript","path":"/geo.js","repo_name":"Kimberly190/nztm-geo-conversion-js","score":2.84375} |
stack-edu-php:8dc8157c3209fbe8482611f33cbb704f55ddf60f97e52812c1b63a01ea709f6b | stack-edu/PHP/Apache-2.0 | <?php
/**
* @author Manuel Thalmann <<EMAIL>>
* @license Apache-2.0
*/
namespace System\Web\Forms;
use System\Collections\{
ArrayList
};
{
/**
* Represents a menu-item that contains a set of menu-items.
*
* @property-read ArrayList $Items
... | {"blob_id":"ca99ab501f11890a2f2aa6cfcd42913938f6f82e","detected_licenses":["Apache-2.0"],"int_score":3,"language":"PHP","path":"/System/Web/Forms/MenuItemGroup.php","repo_name":"manuth/TemPHPlate","score":2.796875} |
stack-edu-csharp:c13432c8029a0020bab0418b4231b01bd19f06fddcc8b6eb53ad27ec3f87af20 | stack-edu/CSharp/MIT | using System.Collections.Generic;
namespace Manatee.Trello
{
/// <summary>
/// A read-only collection of organization collaborator.
/// </summary>
public interface IReadOnlyCollaboratorCollection : IReadOnlyCollection<ICollaborator>
{
/// <summary>
/// Retrieves a collaborator which matches the supplied key.... | {"blob_id":"e95a2480f852f83f4da3b9326a2a56fc9b8e348a","detected_licenses":["MIT"],"int_score":3,"language":"C#","path":"/Manatee.Trello/Contracts/IReadOnlyCollaboratorCollection.cs","repo_name":"Chinchilla-Software-Com/Manatee.Trello","score":2.96875} |
stack-edu-typescript:00420ecb350184ea45e4a0c3ea906d28f52fa4657f5d7842df26225de16c9fd7 | stack-edu/TypeScript/MIT | import debugModule from "debug";
const debug = debugModule("compile:test:test_oldversions");
import { describe, it, before } from "mocha";
import { Compile, CompilerSupplier } from "@truffle/compile-solidity";
import { assert } from "chai";
import Config from "@truffle/config";
let compileOptions, supplierOptions, sour... | {"blob_id":"28db6d1847804cd31f2b1cca038ffdbabe39e745","detected_licenses":["MIT"],"int_score":3,"language":"TypeScript","path":"/packages/compile-solidity-tests/test/oldversions.ts","repo_name":"trufflesuite/truffle","score":2.5625} |
stack-edu-shell:68a4368829514430cf9b74947d079e1d2031c519f29596eae26a0ebe46b9e155 | stack-edu/Shell/MIT | #! /usr/bin/env bash
# @author Pedro Seoane Zonjic, Fernando Moreno Jabato
# Initialize DEPENDENCIES
# > Autoflow
source ~soft_bio_267/initializes/init_autoflow
# Add necessary scripts
current_dir=`pwd`
export PATH=$current_dir'/scripts':$PATH
export PATH=$current_dir'/sys_bio_lab_scripts':$PATH
#establish the var... | {"blob_id":"e760603e63a7f06907cfbf6d7aa7a062ee5ad6e5","detected_licenses":["MIT"],"int_score":3,"language":"Shell","path":"/launch_build_networks.sh","repo_name":"fmjabato/PhenFun","score":2.984375} |
stack-edu-go:5da9d764c67f810bd473d4119aa145de4c34278cb0c156f3ce7339a128bac3ae | stack-edu/Go/BSD-2-Clause+LicenseRef-scancode-unknown-license-reference | package push
type IO struct {
Input chan *Session
Output chan *Feedback
}
func NewIO() *IO {
return &IO{
Input: make(chan *Session),
Output: make(chan *Feedback),
}
}
func (io *IO) Close() {
close(io.Input)
close(io.Output)
}
| {"blob_id":"8a3cdc9c197416f7c2251355249b07e75d01787d","detected_licenses":["BSD-2-Clause","LicenseRef-scancode-unknown-license-reference"],"int_score":3,"language":"Go","path":"/io.go","repo_name":"chakrit/push","score":2.625} |
stack-edu-ruby:64f7a4d611816e73ccb00a78cce38dddb3f5a9aef5300bd92066cef872bf8571 | stack-edu/Ruby/MIT | # frozen_string_literal: true
RSpec.describe SimpleModelView::ResourceTableBuilder, type: :helper do
describe '#format' do
let(:test_model) { TestModel.new('Name') }
subject { described_class.new(helper, test_model) }
let(:formatter) { double :formatter_instance, call: nil }
before { allow(SimpleM... | {"blob_id":"7aee9846c34c1707ce2cab7521d0b900208953e5","detected_licenses":["MIT"],"int_score":3,"language":"Ruby","path":"/spec/simple_model_view/resource_table_builder_spec.rb","repo_name":"corlinus/simple_model_view","score":2.609375} |
End of preview. Expand in Data Studio
Minimal EN Corpus 2B 2.0
This is the corrected V2 release of Minimal EN Corpus. The repository uses the approximate 2B identity so its name reflects the audited physical corpus size; it is not a V3 release.
This release contains 1,986,440,772 physical unique corpus tokens in
1,525,213 documents. No document is replayed in the public
corpus. The whole-document train, validation, and anneal splits are
pairwise disjoint.
Contents
| Split | Documents | Canonical tokens | Binary |
|---|---|---|---|
| train | 1,361,154 | 1,781,413,624 | data/train.bin + data/train.idx |
| validation | 3,894 | 5,036,878 | data/val.bin + data/val.idx |
| anneal | 160,165 | 199,990,270 | data/anneal.bin + data/anneal.idx |
The public Parquet schema is exactly:
document_id: stringsource_id: stringtext: large_stringmetadata_json: large_string
metadata_json is canonical compact UTF-8 JSON with sorted keys and is preserved
byte-for-byte from the finalized corpus.
Split policy
Validation is selected first by source-stratified seeded xxHash64 rank over stable
document IDs. Anneal is then selected from the validation complement. It contains
199,990,270 tokens (10.0677% of
the physical corpus) and only the four source families with quotas recorded in
manifests/split-manifest.json. FineWeb-Edu eligibility uses the nearest-rank
upper-quartile metadata_json.score threshold
3.25 (rank
477,885 of
637,180).
Source mixture and split totals
| Source | Documents | Physical tokens | Validation | Anneal | Train |
|---|---|---|---|---|---|
| FineWeb-Edu | 637,180 | 736,405,592 | 1,854,367 | 49,995,085 | 684,556,140 |
| DCLM Baseline | 384,165 | 558,749,029 | 1,408,201 | 0 | 557,340,828 |
| Cosmopedia v2 | 203,117 | 175,987,332 | 443,862 | 0 | 175,543,470 |
| FineMath 4+ | 123,554 | 167,544,101 | 429,900 | 50,000,799 | 117,113,402 |
| Stack-Edu | 108,998 | 118,451,148 | 299,346 | 50,000,954 | 68,150,848 |
| Project Gutenberg | 1,002 | 106,196,037 | 278,619 | 0 | 105,917,418 |
| English Wikipedia | 38,295 | 56,181,245 | 142,535 | 49,993,432 | 6,045,278 |
| peS2o v2 | 7,172 | 49,149,744 | 134,502 | 0 | 49,015,242 |
| StackExchange | 19,684 | 16,710,150 | 42,495 | 0 | 16,667,655 |
| English Wikinews | 2,046 | 1,066,394 | 3,051 | 0 | 1,063,343 |
Curation evidence
The following values are rendered directly from the copied curation manifests.
| Manifest | Field | Value |
|---|---|---|
decontamination.json |
analysis.direct_removed_documents |
5,888 |
decontamination.json |
analysis.family_removed_documents |
754 |
decontamination.json |
analysis.family_scanned_documents |
2,048,477 |
decontamination.json |
analysis.lexical_direct_removed_documents |
5,882 |
decontamination.json |
analysis.lexical_family_removed_documents |
754 |
decontamination.json |
analysis.removed_documents |
6,642 |
decontamination.json |
analysis.semantic_direct_removed_documents |
6 |
decontamination.json |
analysis.semantic_family_removed_documents |
0 |
decontamination.json |
input.documents |
1,531,855 |
decontamination.json |
output.documents |
1,525,213 |
decontamination.json |
output.tokens |
1,986,440,772 |
decontamination.json |
parent_source_removals.cosmopedia-v2.documents |
319 |
decontamination.json |
parent_source_removals.cosmopedia-v2.tokens |
314,309 |
decontamination.json |
parent_source_removals.dclm-baseline.documents |
1,010 |
decontamination.json |
parent_source_removals.dclm-baseline.tokens |
6,106,359 |
decontamination.json |
parent_source_removals.finemath-4plus.documents |
2,345 |
decontamination.json |
parent_source_removals.finemath-4plus.tokens |
8,918,536 |
decontamination.json |
parent_source_removals.fineweb-edu.documents |
2,295 |
decontamination.json |
parent_source_removals.fineweb-edu.tokens |
9,300,365 |
decontamination.json |
parent_source_removals.pes2o-v2.documents |
31 |
decontamination.json |
parent_source_removals.pes2o-v2.tokens |
274,154 |
decontamination.json |
parent_source_removals.project-gutenberg.documents |
51 |
decontamination.json |
parent_source_removals.project-gutenberg.tokens |
10,000,074 |
decontamination.json |
parent_source_removals.stack-edu.documents |
332 |
decontamination.json |
parent_source_removals.stack-edu.tokens |
1,149,676 |
decontamination.json |
parent_source_removals.stackexchange.documents |
125 |
decontamination.json |
parent_source_removals.stackexchange.tokens |
207,811 |
decontamination.json |
parent_source_removals.wikinews-en.documents |
7 |
decontamination.json |
parent_source_removals.wikinews-en.tokens |
8,591 |
decontamination.json |
parent_source_removals.wikipedia-en.documents |
127 |
decontamination.json |
parent_source_removals.wikipedia-en.tokens |
495,137 |
decontamination.json |
source_removals.cosmopedia-v2.documents |
319 |
decontamination.json |
source_removals.cosmopedia-v2.tokens |
314,309 |
decontamination.json |
source_removals.dclm-baseline.documents |
1,010 |
decontamination.json |
source_removals.dclm-baseline.tokens |
6,106,359 |
decontamination.json |
source_removals.finemath-4plus.documents |
2,345 |
decontamination.json |
source_removals.finemath-4plus.tokens |
8,918,536 |
decontamination.json |
source_removals.fineweb-edu.documents |
2,295 |
decontamination.json |
source_removals.fineweb-edu.tokens |
9,300,365 |
decontamination.json |
source_removals.pes2o-v2.documents |
31 |
decontamination.json |
source_removals.pes2o-v2.tokens |
274,154 |
decontamination.json |
source_removals.project-gutenberg.documents |
51 |
decontamination.json |
source_removals.project-gutenberg.tokens |
10,000,074 |
decontamination.json |
source_removals.stack-edu/C/Apache-2.0.documents |
5 |
decontamination.json |
source_removals.stack-edu/C/Apache-2.0.tokens |
20,669 |
decontamination.json |
source_removals.stack-edu/C/Apache-2.0+ISC+LicenseRef-scancode-unknown-license-reference.documents |
1 |
decontamination.json |
source_removals.stack-edu/C/Apache-2.0+ISC+LicenseRef-scancode-unknown-license-reference.tokens |
1,543 |
decontamination.json |
source_removals.stack-edu/C/Apache-2.0+LicenseRef-scancode-unknown-license-reference.documents |
1 |
decontamination.json |
source_removals.stack-edu/C/Apache-2.0+LicenseRef-scancode-unknown-license-reference.tokens |
1,152 |
decontamination.json |
source_removals.stack-edu/C/Apache-2.0+MIT.documents |
1 |
decontamination.json |
source_removals.stack-edu/C/Apache-2.0+MIT.tokens |
2,543 |
decontamination.json |
source_removals.stack-edu/C/BSD-2-Clause.documents |
3 |
decontamination.json |
source_removals.stack-edu/C/BSD-2-Clause.tokens |
9,850 |
decontamination.json |
source_removals.stack-edu/C/BSD-2-Clause+BSD-3-Clause.documents |
1 |
decontamination.json |
source_removals.stack-edu/C/BSD-2-Clause+BSD-3-Clause.tokens |
280 |
decontamination.json |
source_removals.stack-edu/C/BSD-3-Clause.documents |
3 |
decontamination.json |
source_removals.stack-edu/C/BSD-3-Clause.tokens |
3,829 |
decontamination.json |
source_removals.stack-edu/C/BSD-3-Clause+FTL+LicenseRef-scancode-public-domain+LicenseRef-scancode-warranty-disclaimer+MIT.documents |
1 |
decontamination.json |
source_removals.stack-edu/C/BSD-3-Clause+FTL+LicenseRef-scancode-public-domain+LicenseRef-scancode-warranty-disclaimer+MIT.tokens |
5,394 |
decontamination.json |
source_removals.stack-edu/C/BSD-3-Clause+GPL-1.0-or-later+GPL-2.0-only+GPL-2.0-or-later+GPL-3.0-only+GPL-3.0-or-later+LGPL-2.0-or-later+LGPL-2.1-or-later+LicenseRef-scancode-other-copyleft+LicenseRef-scancode-warranty-disclaimer.documents |
1 |
decontamination.json |
source_removals.stack-edu/C/BSD-3-Clause+GPL-1.0-or-later+GPL-2.0-only+GPL-2.0-or-later+GPL-3.0-only+GPL-3.0-or-later+LGPL-2.0-or-later+LGPL-2.1-or-later+LicenseRef-scancode-other-copyleft+LicenseRef-scancode-warranty-disclaimer.tokens |
1,458 |
decontamination.json |
source_removals.stack-edu/C/BSD-3-Clause+MIT.documents |
1 |
decontamination.json |
source_removals.stack-edu/C/BSD-3-Clause+MIT.tokens |
1,675 |
decontamination.json |
source_removals.stack-edu/C/FSFAP+GCC-exception-3.1+GPL-2.0-only+GPL-3.0-only+LGPL-2.0-or-later+LGPL-2.1-only+LGPL-3.0-only+LicenseRef-scancode-public-domain+Zlib.documents |
1 |
decontamination.json |
source_removals.stack-edu/C/FSFAP+GCC-exception-3.1+GPL-2.0-only+GPL-3.0-only+LGPL-2.0-or-later+LGPL-2.1-only+LGPL-3.0-only+LicenseRef-scancode-public-domain+Zlib.tokens |
692 |
decontamination.json |
source_removals.stack-edu/C/LicenseRef-scancode-public-domain+Zlib.documents |
1 |
decontamination.json |
source_removals.stack-edu/C/LicenseRef-scancode-public-domain+Zlib.tokens |
3,980 |
decontamination.json |
source_removals.stack-edu/C/LicenseRef-scancode-warranty-disclaimer+MIT.documents |
2 |
decontamination.json |
source_removals.stack-edu/C/LicenseRef-scancode-warranty-disclaimer+MIT.tokens |
68,266 |
decontamination.json |
source_removals.stack-edu/C/MIT.documents |
15 |
decontamination.json |
source_removals.stack-edu/C/MIT.tokens |
63,901 |
decontamination.json |
source_removals.stack-edu/C/Unlicense.documents |
1 |
decontamination.json |
source_removals.stack-edu/C/Unlicense.tokens |
926 |
decontamination.json |
source_removals.stack-edu/CSharp/Apache-2.0.documents |
3 |
decontamination.json |
source_removals.stack-edu/CSharp/Apache-2.0.tokens |
13,345 |
decontamination.json |
source_removals.stack-edu/CSharp/Apache-2.0+BSD-3-Clause+MIT.documents |
1 |
decontamination.json |
source_removals.stack-edu/CSharp/Apache-2.0+BSD-3-Clause+MIT.tokens |
1,535 |
decontamination.json |
source_removals.stack-edu/CSharp/LicenseRef-scancode-generic-cla+MIT.documents |
1 |
decontamination.json |
source_removals.stack-edu/CSharp/LicenseRef-scancode-generic-cla+MIT.tokens |
1,217 |
decontamination.json |
source_removals.stack-edu/CSharp/MIT.documents |
15 |
decontamination.json |
source_removals.stack-edu/CSharp/MIT.tokens |
47,468 |
decontamination.json |
source_removals.stack-edu/CSharp/Unlicense.documents |
2 |
decontamination.json |
source_removals.stack-edu/CSharp/Unlicense.tokens |
3,792 |
decontamination.json |
source_removals.stack-edu/Cpp/Apache-2.0.documents |
7 |
decontamination.json |
source_removals.stack-edu/Cpp/Apache-2.0.tokens |
22,850 |
decontamination.json |
source_removals.stack-edu/Cpp/Apache-2.0+BSD-3-Clause+GPL-2.0-only.documents |
1 |
decontamination.json |
source_removals.stack-edu/Cpp/Apache-2.0+BSD-3-Clause+GPL-2.0-only.tokens |
551 |
decontamination.json |
source_removals.stack-edu/Cpp/Apache-2.0+BSD-3-Clause+GPL-3.0-only+LGPL-2.0-or-later+LGPL-2.1-only+LGPL-2.1-or-later+MPL-2.0+Minpack.documents |
1 |
decontamination.json |
source_removals.stack-edu/Cpp/Apache-2.0+BSD-3-Clause+GPL-3.0-only+LGPL-2.0-or-later+LGPL-2.1-only+LGPL-2.1-or-later+MPL-2.0+Minpack.tokens |
192 |
decontamination.json |
source_removals.stack-edu/Cpp/BSD-2-Clause.documents |
1 |
decontamination.json |
source_removals.stack-edu/Cpp/BSD-2-Clause.tokens |
4,528 |
decontamination.json |
source_removals.stack-edu/Cpp/BSD-2-Clause+BSD-3-Clause.documents |
1 |
decontamination.json |
source_removals.stack-edu/Cpp/BSD-2-Clause+BSD-3-Clause.tokens |
4,312 |
decontamination.json |
source_removals.stack-edu/Cpp/BSD-3-Clause.documents |
1 |
decontamination.json |
source_removals.stack-edu/Cpp/BSD-3-Clause.tokens |
1,831 |
decontamination.json |
source_removals.stack-edu/Cpp/BSD-3-Clause+LicenseRef-scancode-openssl+LicenseRef-scancode-public-domain+LicenseRef-scancode-ssleay-windows+LicenseRef-scancode-warranty-disclaimer+MIT+RSA-MD+Zlib.documents |
1 |
decontamination.json |
source_removals.stack-edu/Cpp/BSD-3-Clause+LicenseRef-scancode-openssl+LicenseRef-scancode-public-domain+LicenseRef-scancode-ssleay-windows+LicenseRef-scancode-warranty-disclaimer+MIT+RSA-MD+Zlib.tokens |
2,310 |
decontamination.json |
source_removals.stack-edu/Cpp/BSD-3-Clause+LicenseRef-scancode-unknown-license-reference.documents |
1 |
decontamination.json |
source_removals.stack-edu/Cpp/BSD-3-Clause+LicenseRef-scancode-unknown-license-reference.tokens |
983 |
decontamination.json |
source_removals.stack-edu/Cpp/BSD-3-Clause+MIT.documents |
1 |
decontamination.json |
source_removals.stack-edu/Cpp/BSD-3-Clause+MIT.tokens |
2,780 |
decontamination.json |
source_removals.stack-edu/Cpp/BSL-1.0+LicenseRef-scancode-free-unknown.documents |
1 |
decontamination.json |
source_removals.stack-edu/Cpp/BSL-1.0+LicenseRef-scancode-free-unknown.tokens |
3,155 |
decontamination.json |
source_removals.stack-edu/Cpp/CC0-1.0.documents |
1 |
decontamination.json |
source_removals.stack-edu/Cpp/CC0-1.0.tokens |
1,235 |
decontamination.json |
source_removals.stack-edu/Cpp/LicenseRef-scancode-other-permissive+MIT.documents |
1 |
decontamination.json |
source_removals.stack-edu/Cpp/LicenseRef-scancode-other-permissive+MIT.tokens |
1,775 |
decontamination.json |
source_removals.stack-edu/Cpp/LicenseRef-scancode-public-domain.documents |
1 |
decontamination.json |
source_removals.stack-edu/Cpp/LicenseRef-scancode-public-domain.tokens |
1,911 |
decontamination.json |
source_removals.stack-edu/Cpp/LicenseRef-scancode-unknown-license-reference+MIT.documents |
4 |
decontamination.json |
source_removals.stack-edu/Cpp/LicenseRef-scancode-unknown-license-reference+MIT.tokens |
41,052 |
decontamination.json |
source_removals.stack-edu/Cpp/MIT.documents |
36 |
decontamination.json |
source_removals.stack-edu/Cpp/MIT.tokens |
136,617 |
decontamination.json |
source_removals.stack-edu/Cpp/Unlicense.documents |
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decontamination.json |
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39,266 |
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2,480 |
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4,394 |
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source_removals.stack-edu/Java/MIT.documents |
16 |
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52,841 |
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source_removals.stack-edu/Java/MIT+Python-2.0.tokens |
362 |
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2,063 |
decontamination.json |
source_removals.stack-edu/JavaScript/Apache-2.0.documents |
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source_removals.stack-edu/JavaScript/Apache-2.0.tokens |
480 |
decontamination.json |
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811 |
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source_removals.stack-edu/JavaScript/CC0-1.0.documents |
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source_removals.stack-edu/JavaScript/CC0-1.0.tokens |
2,189 |
decontamination.json |
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source_removals.stack-edu/JavaScript/LicenseRef-scancode-unknown-license-reference+MIT.tokens |
653 |
decontamination.json |
source_removals.stack-edu/JavaScript/MIT.documents |
20 |
decontamination.json |
source_removals.stack-edu/JavaScript/MIT.tokens |
40,778 |
decontamination.json |
source_removals.stack-edu/JavaScript/Unlicense.documents |
1 |
decontamination.json |
source_removals.stack-edu/JavaScript/Unlicense.tokens |
1,118 |
decontamination.json |
source_removals.stack-edu/Markdown/Apache-2.0.documents |
1 |
decontamination.json |
source_removals.stack-edu/Markdown/Apache-2.0.tokens |
16,304 |
decontamination.json |
source_removals.stack-edu/Markdown/Apache-2.0+LicenseRef-scancode-unknown-license-reference.documents |
1 |
decontamination.json |
source_removals.stack-edu/Markdown/Apache-2.0+LicenseRef-scancode-unknown-license-reference.tokens |
3,490 |
decontamination.json |
source_removals.stack-edu/Markdown/Apache-2.0+MIT.documents |
1 |
decontamination.json |
source_removals.stack-edu/Markdown/Apache-2.0+MIT.tokens |
4,743 |
decontamination.json |
source_removals.stack-edu/Markdown/LicenseRef-scancode-free-unknown+MIT.documents |
1 |
decontamination.json |
source_removals.stack-edu/Markdown/LicenseRef-scancode-free-unknown+MIT.tokens |
11,386 |
decontamination.json |
source_removals.stack-edu/Markdown/MIT.documents |
8 |
decontamination.json |
source_removals.stack-edu/Markdown/MIT.tokens |
27,203 |
decontamination.json |
source_removals.stack-edu/Markdown/Unlicense.documents |
1 |
decontamination.json |
source_removals.stack-edu/Markdown/Unlicense.tokens |
8,718 |
decontamination.json |
source_removals.stack-edu/PHP/Apache-2.0.documents |
1 |
decontamination.json |
source_removals.stack-edu/PHP/Apache-2.0.tokens |
10,065 |
decontamination.json |
source_removals.stack-edu/PHP/BSD-3-Clause.documents |
1 |
decontamination.json |
source_removals.stack-edu/PHP/BSD-3-Clause.tokens |
1,369 |
decontamination.json |
source_removals.stack-edu/PHP/MIT.documents |
3 |
decontamination.json |
source_removals.stack-edu/PHP/MIT.tokens |
2,986 |
decontamination.json |
source_removals.stack-edu/Python/Apache-2.0.documents |
7 |
decontamination.json |
source_removals.stack-edu/Python/Apache-2.0.tokens |
23,914 |
decontamination.json |
source_removals.stack-edu/Python/Apache-2.0+CC-BY-4.0+LicenseRef-scancode-unknown-license-reference.documents |
1 |
decontamination.json |
source_removals.stack-edu/Python/Apache-2.0+CC-BY-4.0+LicenseRef-scancode-unknown-license-reference.tokens |
3,321 |
decontamination.json |
source_removals.stack-edu/Python/Apache-2.0+LicenseRef-scancode-unknown-license-reference+LicenseRef-scancode-warranty-disclaimer+MIT.documents |
1 |
decontamination.json |
source_removals.stack-edu/Python/Apache-2.0+LicenseRef-scancode-unknown-license-reference+LicenseRef-scancode-warranty-disclaimer+MIT.tokens |
5,955 |
decontamination.json |
source_removals.stack-edu/Python/BSD-2-Clause+BSD-3-Clause.documents |
1 |
decontamination.json |
source_removals.stack-edu/Python/BSD-2-Clause+BSD-3-Clause.tokens |
3,646 |
decontamination.json |
source_removals.stack-edu/Python/BSD-3-Clause.documents |
3 |
decontamination.json |
source_removals.stack-edu/Python/BSD-3-Clause.tokens |
8,789 |
decontamination.json |
source_removals.stack-edu/Python/CC0-1.0.documents |
1 |
decontamination.json |
source_removals.stack-edu/Python/CC0-1.0.tokens |
689 |
decontamination.json |
source_removals.stack-edu/Python/LicenseRef-scancode-free-unknown+MIT.documents |
1 |
decontamination.json |
source_removals.stack-edu/Python/LicenseRef-scancode-free-unknown+MIT.tokens |
12,680 |
decontamination.json |
source_removals.stack-edu/Python/LicenseRef-scancode-warranty-disclaimer+MIT.documents |
1 |
decontamination.json |
source_removals.stack-edu/Python/LicenseRef-scancode-warranty-disclaimer+MIT.tokens |
2,288 |
decontamination.json |
source_removals.stack-edu/Python/MIT.documents |
65 |
decontamination.json |
source_removals.stack-edu/Python/MIT.tokens |
169,078 |
decontamination.json |
source_removals.stack-edu/Python/Unlicense.documents |
2 |
decontamination.json |
source_removals.stack-edu/Python/Unlicense.tokens |
912 |
decontamination.json |
source_removals.stack-edu/Ruby/Apache-2.0.documents |
1 |
decontamination.json |
source_removals.stack-edu/Ruby/Apache-2.0.tokens |
2,071 |
decontamination.json |
source_removals.stack-edu/Ruby/BSD-2-Clause+BSD-3-Clause+LicenseRef-scancode-unknown-license-reference.documents |
1 |
decontamination.json |
source_removals.stack-edu/Ruby/BSD-2-Clause+BSD-3-Clause+LicenseRef-scancode-unknown-license-reference.tokens |
12,693 |
decontamination.json |
source_removals.stack-edu/Ruby/MIT.documents |
3 |
decontamination.json |
source_removals.stack-edu/Ruby/MIT.tokens |
7,131 |
decontamination.json |
source_removals.stack-edu/Rust/Apache-2.0+LicenseRef-scancode-unknown-license-reference+MIT.documents |
1 |
decontamination.json |
source_removals.stack-edu/Rust/Apache-2.0+LicenseRef-scancode-unknown-license-reference+MIT.tokens |
10,920 |
decontamination.json |
source_removals.stack-edu/Rust/Apache-2.0+MIT.documents |
1 |
decontamination.json |
source_removals.stack-edu/Rust/Apache-2.0+MIT.tokens |
5,428 |
decontamination.json |
source_removals.stack-edu/Rust/MIT.documents |
1 |
decontamination.json |
source_removals.stack-edu/Rust/MIT.tokens |
1,878 |
decontamination.json |
source_removals.stack-edu/Rust/Unlicense.documents |
1 |
decontamination.json |
source_removals.stack-edu/Rust/Unlicense.tokens |
22,986 |
decontamination.json |
source_removals.stack-edu/SQL/Apache-2.0.documents |
4 |
decontamination.json |
source_removals.stack-edu/SQL/Apache-2.0.tokens |
20,931 |
decontamination.json |
source_removals.stack-edu/SQL/BSD-2-Clause+PostgreSQL.documents |
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decontamination.json |
source_removals.stack-edu/SQL/BSD-2-Clause+PostgreSQL.tokens |
3,291 |
decontamination.json |
source_removals.stack-edu/SQL/BSD-3-Clause.documents |
1 |
decontamination.json |
source_removals.stack-edu/SQL/BSD-3-Clause.tokens |
20,027 |
decontamination.json |
source_removals.stack-edu/SQL/LicenseRef-scancode-unknown-license-reference+MIT.documents |
2 |
decontamination.json |
source_removals.stack-edu/SQL/LicenseRef-scancode-unknown-license-reference+MIT.tokens |
9,768 |
decontamination.json |
source_removals.stack-edu/Shell/GPL-3.0-only+MIT.documents |
1 |
decontamination.json |
source_removals.stack-edu/Shell/GPL-3.0-only+MIT.tokens |
1,285 |
decontamination.json |
source_removals.stack-edu/Shell/MIT.documents |
1 |
decontamination.json |
source_removals.stack-edu/Shell/MIT.tokens |
1,560 |
decontamination.json |
source_removals.stack-edu/Swift/Apache-2.0+LicenseRef-scancode-warranty-disclaimer+MIT.documents |
1 |
decontamination.json |
source_removals.stack-edu/Swift/Apache-2.0+LicenseRef-scancode-warranty-disclaimer+MIT.tokens |
1,178 |
decontamination.json |
source_removals.stack-edu/Swift/MIT.documents |
2 |
decontamination.json |
source_removals.stack-edu/Swift/MIT.tokens |
1,623 |
decontamination.json |
source_removals.stack-edu/TypeScript/Apache-2.0.documents |
3 |
decontamination.json |
source_removals.stack-edu/TypeScript/Apache-2.0.tokens |
16,996 |
decontamination.json |
source_removals.stack-edu/TypeScript/MIT.documents |
4 |
decontamination.json |
source_removals.stack-edu/TypeScript/MIT.tokens |
7,547 |
decontamination.json |
source_removals.stackexchange.documents |
125 |
decontamination.json |
source_removals.stackexchange.tokens |
207,811 |
decontamination.json |
source_removals.wikinews-en.documents |
7 |
decontamination.json |
source_removals.wikinews-en.tokens |
8,591 |
decontamination.json |
source_removals.wikipedia-en.documents |
127 |
decontamination.json |
source_removals.wikipedia-en.tokens |
495,137 |
Evaluation benchmarks recorded by decontamination
- arc-challenge
- arc-easy
- boolq
- commonsenseqa
- gsm8k
- hellaswag
- humaneval
- lambada
- math
- mbpp
- mmlu
- openbookqa
- piqa
- sciq
- siqa
- triviaqa
- winogrande
Pinned models recorded by curation
HuggingFaceTB/fineweb-edu-classifierat284663cbb2dabf9bda30d8f8cc49601251ee1631sentence-transformers/all-MiniLM-L6-v2at1110a243fdf4706b3f48f1d95db1a4f5529b4d41
Tokenizer and binaries
The canonical tokenizer has vocabulary size 12,288, 12,029 merges, and terminal EOS token ID 12285. Exactly one EOS follows every document in every binary split.
| Binary | Documents | Tokens | SHA-256 |
|---|---|---|---|
data/train.bin |
1,361,154 | 1,781,413,624 | a1707e223eb3f4feb06949f2ef8e9dc17947d9f16623b05ada80cb81ebbb5b8d |
data/val.bin |
3,894 | 5,036,878 | 005009dcac993761610c842f7ba42648175032f1abc3a4db067b7f66b1dc1c99 |
data/anneal.bin |
160,165 | 199,990,270 | 8da7133efd63b617c3883ad67f033a43300e29a9be9848922bdb7e340d07a682 |
Optional alternate tokenizers
| Family | Vocabulary | Hugging Face tokenizer | Source model files |
|---|---|---|---|
| custom-bpe | 32,000 | tokenizer/alternatives/custom-bpe-32000/tokenizer.json |
merges.json |
| custom-bpe | 49,152 | tokenizer/alternatives/custom-bpe-49152/tokenizer.json |
merges.json |
| superbpe | 32,000 | tokenizer/alternatives/superbpe-32000/tokenizer.json |
tokenizer.json |
| superbpe | 49,152 | tokenizer/alternatives/superbpe-49152/tokenizer.json |
tokenizer.json |
Alternative tokenizers are not binary-compatible. Retokenize the four-column Parquet text to use one of them.
Loading the text dataset
from datasets import load_dataset
ds = load_dataset("SlayerLab/minimal-en-corpus-2b-v2")
print(ds["train"][0]["source_id"])
print(ds["validation"][0]["document_id"])
print(ds["anneal"][0]["metadata_json"])
Using the binary splits
import numpy as np
train = np.memmap("data/train.bin", dtype="<u2", mode="r")
validation = np.memmap("data/val.bin", dtype="<u2", mode="r")
anneal = np.memmap("data/anneal.bin", dtype="<u2", mode="r")
train_idx = np.memmap("data/train.idx", dtype="<u8", mode="r")
validation_idx = np.memmap("data/val.idx", dtype="<u8", mode="r")
anneal_idx = np.memmap("data/anneal.idx", dtype="<u8", mode="r")
Upstream licensing and provenance
This aggregate corpus does not apply a new unified license to underlying
documents. Each record retains source_id; consult its upstream license, terms,
and attribution requirements.
| Source | Revision | License / terms |
|---|---|---|
| FineWeb-Edu | 87f09149ef4734204d70ed1d046ddc9ca3f2b8f9 |
ODC-By-1.0 |
| DCLM Baseline | 817d6752765f6a41261085171dd546b104f60626 |
CC-BY-4.0 dataset card; upstream page rights remain applicable |
| Cosmopedia v2 | 3ba9d605774198c5868892d7a8deda78031a781f |
ODC-By-1.0 |
| FineMath 4+ | e92b25a616738fe95dc186b64dfb19f9c8525594 |
ODC-By-1.0 |
| Stack-Edu | eeec5caac5cc3758a18f1d3ba4416837a9ba814c |
Per-file permissive licenses only; Software Heritage provenance retained |
| Project Gutenberg | 164853d214065df26a630ee1ab91a0c39e461caf |
Project Gutenberg License and per-work public-domain status; jurisdiction-dependent |
| English Wikipedia | b04c8d1ceb2f5cd4588862100d08de323dccfbaa |
CC-BY-SA-3.0 and GFDL |
| peS2o v2 | 636a503e44a3ca1b58e01fb61eab0825cd574de0 |
ODC-By-1.0; upstream open-access paper terms remain applicable |
| StackExchange | RedPajama-Data-1T-v1.0.0 |
Stack Exchange CC BY-SA terms; preserve post attribution metadata |
| English Wikinews | b4c2ec3857fcac203c40b8d61586e934ed07c128 |
Public domain before 2005-09-25; CC-BY-2.5 through 2024-12-15; CC-BY-4.0 from 2024-12-16 |
Exact configuration, source, quality, deduplication, decontamination, split,
tokenizer, and file checksums are under manifests/.
Author
Dawid Majewski — huggingface.co/dawidmajewski
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