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README.md
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@@ -461,7 +461,7 @@ We develop **The Heap**, a new contamination-free multilingual code dataset comp
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We collect up to **50,000** public repositories using the [GitHub API](https://docs.github.com/en/rest/search/search?apiVersion=2022-11-28), focusing on *license type*, *star count*, and *creation date*. Repositories with non-permissive licenses are prioritized to reduce contamination, as public code datasets we deduplicate against primarily focus on permissive or no-license repositories. We select repositories created before **April 2024** in decreasing order of their star counts. To handle GitHub rate limits, we use timeouts and pagination during the scraping process.
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### Copyleft licenses included in the
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| **License** | **Family** |
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| :--------: | :-------: |
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| CECILL-1.0, CECILL-1.1, CECILL-2.0, <br> CECILL-2.1, CECILL-C, EPL-1.0, EPL-2.0, <br> LGPL-2.1, LGPL-3.0, MS-RL, MPL-2.0 | Weak Copyleft |
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The final dataset structure is shown in the example below.
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```json
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{
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"file_name": "Font.java",
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- **exact_duplicates_pubdataset**: boolean flag stating if there are any exact duplicate files found against another public dataset (The Stackv2, The Stack, RedPajama, GithubCode, CodeParrot)
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- **near_duplicates_pubdataset**: boolean flag stating if there are any near duplicate files found against another public dataset (The Stackv2, The Stack, RedPajama, GithubCode, CodeParrot)
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# Usage
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We collect up to **50,000** public repositories using the [GitHub API](https://docs.github.com/en/rest/search/search?apiVersion=2022-11-28), focusing on *license type*, *star count*, and *creation date*. Repositories with non-permissive licenses are prioritized to reduce contamination, as public code datasets we deduplicate against primarily focus on permissive or no-license repositories. We select repositories created before **April 2024** in decreasing order of their star counts. To handle GitHub rate limits, we use timeouts and pagination during the scraping process.
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### Copyleft licenses included in the The Heap
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| **License** | **Family** |
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| :--------: | :-------: |
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| CECILL-1.0, CECILL-1.1, CECILL-2.0, <br> CECILL-2.1, CECILL-C, EPL-1.0, EPL-2.0, <br> LGPL-2.1, LGPL-3.0, MS-RL, MPL-2.0 | Weak Copyleft |
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The final dataset structure is shown in the example below.
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### Open code dataset used for deduplication
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| **Dataset** | **Size** |
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| :--------: | :-------: |
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| The Stack V2 | 67.5 TB |
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| The Stack | 6.4 TB |
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| Red Pajama | 2.67 TB |
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| GitHub Code | 1 TB |
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| CodeParrot | 180 GB |
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```json
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{
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"file_name": "Font.java",
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- **exact_duplicates_pubdataset**: boolean flag stating if there are any exact duplicate files found against another public dataset (The Stackv2, The Stack, RedPajama, GithubCode, CodeParrot)
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- **near_duplicates_pubdataset**: boolean flag stating if there are any near duplicate files found against another public dataset (The Stackv2, The Stack, RedPajama, GithubCode, CodeParrot)
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The distribution of the languages in The Heap is presented in the table below.
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### Programming languages included in The Heap
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| **Language** | **Repositories** | **Raw Files** | **Unique Files** |
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| --- | --- | --- | --- |
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| Ada | 676 | 41,367 | 35,425 |
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| Agda | 142 | 5,483 | 5,113 |
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| ANTLR | 101 | 564 | 541 |
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| Apex | 254 | 17,833 | 13,641 |
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| Assembly | 7,100 | 208,896 | 104,911 |
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| Awk | 1,191 | 16,586 | 15,620 |
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| C# | 50,000 | 5,906,716 | 3,770,829 |
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| C++ | 50,000 | 14,891,856 | 8,341,620 |
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| Clojure | 27,107 | 380,567 | 273,181 |
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| COBOL | 241 | 2,242 | 1,208 |
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| Common Lisp | 796 | 45,083 | 16,968 |
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| Cuda | 11,907 | 54,137 | 26,175 |
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| Crystal | 368 | 11,606 | 7,300 |
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| D | 1,191 | 26,048 | 13,359 |
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| Dart | 1,185 | 185,630 | 128,111 |
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| Elixir | 11,907 | 484,935 | 413,203 |
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| Elm | 1,477 | 15,511 | 12,384 |
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| Erlang | 2,475 | 453,856 | 127,910 |
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| F# | 277 | 8,260 | 7,963 |
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| Forth | 1,240 | 55,932 | 32,049 |
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| Fortran | 876 | 22,152 | 16,015 |
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| Groovy | 222 | 28,287 | 7,932 |
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| Hack | 2,198 | 60,299 | 48,353 |
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| Haskell | 1,279 | 84,916 | 37,405 |
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| JavaScript | 8,023 | 122,788 | 111,234 |
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| Julia | 50,000 | 6,989,601 | 3,757,338 |
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| Kotlin | 2,959 | 46,284 | 38,381 |
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| Less | 21,665 | 1,467,343 | 1,389 |
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| Lisp | 433 | 17,276 | 7,389 |
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| Lua | 42,241 | 4,605,230 | 912,898 |
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| Mathematica | 1,528 | 164,498 | 89,853 |
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| MATLAB | 20,828 | 1,051,354 | 665,659 |
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| NetLogo | 332 | 900 | 863 |
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| NewLisp | 35 | 5,819 | 5,148 |
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| Nix | 1,892 | 75,093 | 71,199 |
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| Objective-C | 7,700 | 1,899,714 | 698,137 |
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| OCaml | 1,761 | 321,989 | 95,171 |
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| Pascal | 5,218 | 130,832 | 225,749 |
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| Perl | 50,000 | 1,798,520 | 269,760 |
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| PHP | 50,000 | 12,707,727 | 3,363,040 |
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| Processing | 2,950 | 24,723 | 20,343 |
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| Prolog | 1,071 | 38,995 | 20,279 |
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| Python | 50,000 | 2,290,182 | 1,792,451 |
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| R | 44,993 | 389,139 | 374,812 |
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| Racket | 158 | 1,384 | 1,306 |
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| Ruby | 13,378 | 1,579,635 | 794,364 |
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| Rust | 42,847 | 2,496,177 | 844,258 |
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| Scala | 5,893 | 749,370 | 224,021 |
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| Scheme | 1,878 | 106,620 | 53,226 |
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| Shell | 150 | 47,531 | 1,084 |
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| SQL | 130 | 47,185 | 41,178 |
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| Swift | 13,924 | 633,819 | 439,565 |
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| Vue | 14,858 | 834 | 498 |
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| WebAssembly | 68 | 834 | 587 |
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| Total | 733,663 | 96,990,250 | 38,681,690 |
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# Usage
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