README.md

---
license: mit
pretty_name: CommitPackFT
language:
- code
---

![Octopack](https://github.com/bigcode-project/octopack/blob/31f3320f098703c7910e43492c39366eeea68d83/banner.png?raw=true)

# Dataset Card for CommitPackFT

## Table of Contents
- [Table of Contents](#table-of-contents)
- [Dataset Description](#dataset-description)
  - [Dataset Summary](#dataset-summary)
  - [Languages](#languages)
- [Dataset Structure](#dataset-structure)
  - [Data Instances](#data-instances)
  - [Data Fields](#data-fields)
  - [Data Splits](#data-splits)
- [Dataset Creation](#dataset-creation)
  - [Curation Rationale](#curation-rationale)
  - [Source Data](#source-data)
  - [Annotations](#annotations)
- [Additional Information](#additional-information)
  - [Licensing Information](#licensing-information)
  - [Citation Information](#citation-information)
  - [Contributions](#contributions)

## Dataset Description

- **Repository:** https://github.com/bigcode-project/octopack
- **Paper:** [OctoPack: Instruction Tuning Code Large Language Models](https://arxiv.org/abs/2308.07124)
- **Point of Contact:** [Niklas Muennighoff](mailto:n.muennighoff@gmail.com)

### Dataset Summary

> CommitPackFT is is a 2GB filtered version of [CommitPack](https://huggingface.co/datasets/bigcode/commitpack) to contain only high-quality commit messages that resemble natural language instructions.
> 
- **Creation:** The dataset can be recreated using instructions available [here](https://github.com/bigcode-project/octopack).
- **Languages:** 277
- **OctoPack🐙🎒:**

<table>
<tr>
<th>Data</t> 
<td><a href=https://huggingface.co/datasets/bigcode/commitpack>CommitPack</a></td>
<td>4TB of GitHub commits across 350 programming languages</td>
</tr>
<tr>
<th></t> 
<td><a href=https://huggingface.co/datasets/bigcode/commitpackft>CommitPackFT</a></td>
<td>Filtered version of CommitPack for high-quality commit messages that resemble instructions</td>
</tr>
<tr>
<th>Model</t> 
<td><a href=https://huggingface.co/bigcode/octocoder>OctoCoder</a></td>
<td>StarCoder (16B parameters) instruction tuned on CommitPackFT + OASST</td>
</tr>
<tr>
<th></t> 
<td><a href=https://huggingface.co/bigcode/octogeex>OctoGeeX</a></td>
<td>CodeGeeX2 (6B parameters) instruction tuned on CommitPackFT + OASST</td>
</tr>
<tr>
<th>Evaluation&nbsp;&nbsp;</t> 
<td><a href=https://huggingface.co/datasets/bigcode/humanevalpack>HumanEvalPack</a></td>
<td>Extension of OpenAI's HumanEval to cover 3 scenarios across 6 languages</td>
</tr>
</table>

## Dataset Structure


### Data Instances


An example looks as follows:

```json
{
  'commit': '0c17311f7fd511f5dae8f8e4acc2dce1a2de3cf5',
  'old_file': 'main.py',
  'new_file': 'main.py',
  'old_contents': "import numpy as np\nimport matplotlib.pyplot as plt\n\n# generate sample data\nx_data = np.linspace(-5, 5, 20)\ny_data = np.random.normal(0.0, 1.0, x_data.size)\n\nplt.plot(x_data, y_data, 'o')\nplt.show()\n",
  'new_contents': "import math\nimport numpy as np\nimport matplotlib.pyplot as plt\n\n# generate sample data\nx_data = np.linspace(-math.pi, math.pi, 30)\ny_data = np.sin(x_data) + np.random.normal(0.0, 0.1, x_data.size)\n\nplt.plot(x_data, y_data, 'o')\nplt.show()\n\n",
  'subject': 'Change to sin() function with noise',
  'message': 'Change to sin() function with noise\n',
  'lang': 'Python',
  'license': 'mit',
  'repos': 'MorganR/basic-gaussian-process'
}
```

### Data Fields

The data fields are the same among all splits:
- `commit`: unique commit id
- `old_file`: name of the file before the commit
- `new_file`: name of the file after the commit
- `old_contents`: contents of the file before the commit
- `new_contents`: contents of the file after the commit
- `subject`: subject of the commit (this is used for all experiments in the paper)
- `message`: message of the commit (commonly the same as the subject)
- `lang`: programming language
- `license`: license of the repository the code stems from
- `repos`: name of the the repository the code stems from (if multiple, they are comma separated)

### Data Splits


| Name | Megabytes | % of total | Samples | % of total |
| --- | --- | --- | --- | --- |
| total | 1545.02 | 100.0% | 702062 | 100.0% |
| ruby | 195.292 | 12.6401% | 69413 | 9.887% |
| yaml | 190.876 | 12.3543% | 114320 | 16.2835% |
| python | 132.68 | 8.5876% | 56025 | 7.9801% |
| markdown | 131.152 | 8.4887% | 62518 | 8.9049% |
| javascript | 125.008 | 8.091% | 52989 | 7.5476% |
| json | 86.744 | 5.6144% | 39777 | 5.6657% |
| shell | 66.864 | 4.3277% | 31217 | 4.4465% |
| text | 66.664 | 4.3148% | 46588 | 6.6359% |
| php | 60.22 | 3.8977% | 24791 | 3.5312% |
| java | 56.284 | 3.6429% | 20635 | 2.9392% |
| html | 48.42 | 3.1339% | 20214 | 2.8792% |
| c# | 26.84 | 1.7372% | 9346 | 1.3312% |
| xml | 23.676 | 1.5324% | 9337 | 1.3299% |
| html+erb | 23.104 | 1.4954% | 10910 | 1.554% |
| c | 21.08 | 1.3644% | 8506 | 1.2116% |
| ini | 21.04 | 1.3618% | 11360 | 1.6181% |
| coffeescript | 16.96 | 1.0977% | 5513 | 0.7853% |
| swift | 16.272 | 1.0532% | 4849 | 0.6907% |
| restructuredtext | 15.728 | 1.018% | 6560 | 0.9344% |
| typescript | 14.284 | 0.9245% | 5868 | 0.8358% |
| c++ | 14.136 | 0.9149% | 4992 | 0.711% |
| scss | 13.208 | 0.8549% | 6829 | 0.9727% |
| go | 12.132 | 0.7852% | 5004 | 0.7128% |
| scala | 11.184 | 0.7239% | 5040 | 0.7179% |
| haml | 10.74 | 0.6951% | 4415 | 0.6289% |
| css | 9.364 | 0.6061% | 5049 | 0.7192% |
| rust | 7.244 | 0.4689% | 2996 | 0.4267% |
| toml | 5.584 | 0.3614% | 3424 | 0.4877% |
| jsx | 5.5 | 0.356% | 2199 | 0.3132% |
| kotlin | 5.368 | 0.3474% | 2214 | 0.3154% |
| clojure | 5.068 | 0.328% | 2403 | 0.3423% |
| perl | 4.988 | 0.3228% | 2288 | 0.3259% |
| bitbake | 4.464 | 0.2889% | 1308 | 0.1863% |
| groovy | 4.168 | 0.2698% | 1486 | 0.2117% |
| twig | 3.956 | 0.256% | 1610 | 0.2293% |
| nix | 3.84 | 0.2485% | 1593 | 0.2269% |
| sql | 3.74 | 0.2421% | 2069 | 0.2947% |
| less | 3.724 | 0.241% | 1360 | 0.1937% |
| haskell | 3.308 | 0.2141% | 1389 | 0.1978% |
| handlebars | 3.292 | 0.2131% | 1429 | 0.2035% |
| unknown | 3.048 | 0.1973% | 1597 | 0.2275% |
| batchfile | 2.984 | 0.1931% | 1466 | 0.2088% |
| cucumber | 2.588 | 0.1675% | 976 | 0.139% |
| makefile | 2.528 | 0.1636% | 960 | 0.1367% |
| elixir | 2.348 | 0.152% | 1150 | 0.1638% |
| jade | 2.348 | 0.152% | 1119 | 0.1594% |
| cmake | 2.268 | 0.1468% | 981 | 0.1397% |
| powershell | 2.064 | 0.1336% | 991 | 0.1412% |
| slim | 2.056 | 0.1331% | 1052 | 0.1498% |
| emacs-lisp | 1.972 | 0.1276% | 1015 | 0.1446% |
| dart | 1.96 | 0.1269% | 765 | 0.109% |
| viml | 1.956 | 0.1266% | 1063 | 0.1514% |
| asciidoc | 1.864 | 0.1206% | 523 | 0.0745% |
| lua | 1.852 | 0.1199% | 920 | 0.131% |
| llvm | 1.6 | 0.1036% | 780 | 0.1111% |
| smarty | 1.588 | 0.1028% | 737 | 0.105% |
| diff | 1.48 | 0.0958% | 680 | 0.0969% |
| common-lisp | 1.448 | 0.0937% | 778 | 0.1108% |
| saltstack | 1.412 | 0.0914% | 617 | 0.0879% |
| vue | 1.384 | 0.0896% | 587 | 0.0836% |
| sass | 1.364 | 0.0883% | 705 | 0.1004% |
| fish | 1.328 | 0.086% | 813 | 0.1158% |
| erlang | 1.192 | 0.0772% | 480 | 0.0684% |
| freemarker | 1.028 | 0.0665% | 510 | 0.0726% |
| stylus | 0.948 | 0.0614% | 480 | 0.0684% |
| qml | 0.936 | 0.0606% | 368 | 0.0524% |
| hcl | 0.912 | 0.059% | 421 | 0.06% |
| html+django | 0.848 | 0.0549% | 399 | 0.0568% |
| mako | 0.756 | 0.0489% | 170 | 0.0242% |
| ada | 0.728 | 0.0471% | 265 | 0.0377% |
| ocaml | 0.704 | 0.0456% | 333 | 0.0474% |
| f# | 0.656 | 0.0425% | 254 | 0.0362% |
| elm | 0.62 | 0.0401% | 265 | 0.0377% |
| tex | 0.564 | 0.0365% | 307 | 0.0437% |
| rdoc | 0.552 | 0.0357% | 270 | 0.0385% |
| csv | 0.532 | 0.0344% | 375 | 0.0534% |
| protocol-buffer | 0.524 | 0.0339% | 181 | 0.0258% |
| smalltalk | 0.46 | 0.0298% | 284 | 0.0405% |
| arduino | 0.456 | 0.0295% | 225 | 0.032% |
| java-server-pages | 0.452 | 0.0293% | 173 | 0.0246% |
| scheme | 0.42 | 0.0272% | 213 | 0.0303% |
| groff | 0.396 | 0.0256% | 192 | 0.0273% |
| objective-c++ | 0.376 | 0.0243% | 86 | 0.0122% |
| desktop | 0.364 | 0.0236% | 186 | 0.0265% |
| factor | 0.356 | 0.023% | 113 | 0.0161% |
| crystal | 0.348 | 0.0225% | 182 | 0.0259% |
| rhtml | 0.348 | 0.0225% | 135 | 0.0192% |
| haxe | 0.344 | 0.0223% | 174 | 0.0248% |
| glsl | 0.34 | 0.022% | 164 | 0.0234% |
| gas | 0.336 | 0.0217% | 193 | 0.0275% |
| html+php | 0.332 | 0.0215% | 150 | 0.0214% |
| qmake | 0.32 | 0.0207% | 140 | 0.0199% |
| julia | 0.312 | 0.0202% | 180 | 0.0256% |
| cython | 0.308 | 0.0199% | 123 | 0.0175% |
| html+eex | 0.292 | 0.0189% | 135 | 0.0192% |
| tcl | 0.292 | 0.0189% | 103 | 0.0147% |
| org | 0.272 | 0.0176% | 136 | 0.0194% |
| perl6 | 0.268 | 0.0173% | 122 | 0.0174% |
| m4 | 0.264 | 0.0171% | 101 | 0.0144% |
| xslt | 0.256 | 0.0166% | 99 | 0.0141% |
| svg | 0.252 | 0.0163% | 169 | 0.0241% |
| nimrod | 0.236 | 0.0153% | 67 | 0.0095% |
| r | 0.228 | 0.0148% | 121 | 0.0172% |
| robotframework | 0.212 | 0.0137% | 85 | 0.0121% |
| racket | 0.196 | 0.0127% | 117 | 0.0167% |
| textile | 0.184 | 0.0119% | 61 | 0.0087% |
| assembly | 0.172 | 0.0111% | 105 | 0.015% |
| purescript | 0.172 | 0.0111% | 80 | 0.0114% |
| unity3d-asset | 0.156 | 0.0101% | 101 | 0.0144% |
| visual-basic | 0.152 | 0.0098% | 48 | 0.0068% |
| dm | 0.148 | 0.0096% | 16 | 0.0023% |
| pod | 0.148 | 0.0096% | 54 | 0.0077% |
| standard-ml | 0.148 | 0.0096% | 72 | 0.0103% |
| fortran | 0.144 | 0.0093% | 70 | 0.01% |
| gettext-catalog | 0.132 | 0.0085% | 72 | 0.0103% |
| idris | 0.132 | 0.0085% | 38 | 0.0054% |
| livescript | 0.128 | 0.0083% | 63 | 0.009% |
| xtend | 0.128 | 0.0083% | 55 | 0.0078% |
| actionscript | 0.12 | 0.0078% | 49 | 0.007% |
| vala | 0.116 | 0.0075% | 50 | 0.0071% |
| awk | 0.104 | 0.0067% | 52 | 0.0074% |
| ceylon | 0.1 | 0.0065% | 49 | 0.007% |
| jupyter-notebook | 0.1 | 0.0065% | 48 | 0.0068% |
| dockerfile | 0.096 | 0.0062% | 39 | 0.0056% |
| rouge | 0.096 | 0.0062% | 41 | 0.0058% |
| asp | 0.092 | 0.006% | 22 | 0.0031% |
| sqf | 0.092 | 0.006% | 45 | 0.0064% |
| edn | 0.088 | 0.0057% | 48 | 0.0068% |
| liquid | 0.088 | 0.0057% | 30 | 0.0043% |
| xquery | 0.084 | 0.0054% | 39 | 0.0056% |
| linker-script | 0.08 | 0.0052% | 37 | 0.0053% |
| mediawiki | 0.08 | 0.0052% | 33 | 0.0047% |
| parrot-internal-representation | 0.08 | 0.0052% | 23 | 0.0033% |
| solidity | 0.08 | 0.0052% | 37 | 0.0053% |
| json5 | 0.076 | 0.0049% | 33 | 0.0047% |
| systemverilog | 0.076 | 0.0049% | 35 | 0.005% |
| thrift | 0.076 | 0.0049% | 28 | 0.004% |
| groovy-server-pages | 0.072 | 0.0047% | 25 | 0.0036% |
| processing | 0.072 | 0.0047% | 35 | 0.005% |
| cuda | 0.068 | 0.0044% | 25 | 0.0036% |
| graphviz-dot | 0.068 | 0.0044% | 35 | 0.005% |
| inno-setup | 0.064 | 0.0041% | 16 | 0.0023% |
| api-blueprint | 0.06 | 0.0039% | 23 | 0.0033% |
| nsis | 0.06 | 0.0039% | 15 | 0.0021% |
| gentoo-ebuild | 0.056 | 0.0036% | 16 | 0.0023% |
| logtalk | 0.056 | 0.0036% | 21 | 0.003% |
| jasmin | 0.052 | 0.0034% | 9 | 0.0013% |
| literate-coffeescript | 0.052 | 0.0034% | 19 | 0.0027% |
| webidl | 0.052 | 0.0034% | 6 | 0.0009% |
| coldfusion-cfc | 0.048 | 0.0031% | 20 | 0.0028% |
| opencl | 0.048 | 0.0031% | 23 | 0.0033% |
| openscad | 0.048 | 0.0031% | 21 | 0.003% |
| pan | 0.048 | 0.0031% | 23 | 0.0033% |
| pascal | 0.048 | 0.0031% | 25 | 0.0036% |
| pony | 0.048 | 0.0031% | 16 | 0.0023% |
| turtle | 0.048 | 0.0031% | 21 | 0.003% |
| chapel | 0.044 | 0.0028% | 20 | 0.0028% |
| ioke | 0.044 | 0.0028% | 25 | 0.0036% |
| ooc | 0.044 | 0.0028% | 15 | 0.0021% |
| sparql | 0.044 | 0.0028% | 23 | 0.0033% |
| applescript | 0.04 | 0.0026% | 19 | 0.0027% |
| augeas | 0.04 | 0.0026% | 13 | 0.0019% |
| g-code | 0.04 | 0.0026% | 7 | 0.001% |
| mirah | 0.04 | 0.0026% | 16 | 0.0023% |
| capn-proto | 0.036 | 0.0023% | 12 | 0.0017% |
| digital-command-language | 0.036 | 0.0023% | 19 | 0.0027% |
| hy | 0.036 | 0.0023% | 12 | 0.0017% |
| logos | 0.036 | 0.0023% | 19 | 0.0027% |
| modelica | 0.036 | 0.0023% | 15 | 0.0021% |
| vcl | 0.036 | 0.0023% | 18 | 0.0026% |
| antlr | 0.032 | 0.0021% | 15 | 0.0021% |
| gdscript | 0.032 | 0.0021% | 9 | 0.0013% |
| graphql | 0.032 | 0.0021% | 17 | 0.0024% |
| hlsl | 0.032 | 0.0021% | 11 | 0.0016% |
| gnuplot | 0.028 | 0.0018% | 17 | 0.0024% |
| http | 0.028 | 0.0018% | 19 | 0.0027% |
| ninja | 0.028 | 0.0018% | 14 | 0.002% |
| oz | 0.028 | 0.0018% | 8 | 0.0011% |
| raml | 0.028 | 0.0018% | 9 | 0.0013% |
| aspectj | 0.024 | 0.0016% | 8 | 0.0011% |
| autohotkey | 0.024 | 0.0016% | 15 | 0.0021% |
| fancy | 0.024 | 0.0016% | 8 | 0.0011% |
| moonscript | 0.024 | 0.0016% | 10 | 0.0014% |
| piglatin | 0.024 | 0.0016% | 11 | 0.0016% |
| stata | 0.024 | 0.0016% | 10 | 0.0014% |
| urweb | 0.024 | 0.0016% | 6 | 0.0009% |
| xs | 0.024 | 0.0016% | 7 | 0.001% |
| yang | 0.024 | 0.0016% | 6 | 0.0009% |
| agda | 0.02 | 0.0013% | 10 | 0.0014% |
| coldfusion | 0.02 | 0.0013% | 9 | 0.0013% |
| emberscript | 0.02 | 0.0013% | 7 | 0.001% |
| latte | 0.02 | 0.0013% | 7 | 0.001% |
| literate-haskell | 0.02 | 0.0013% | 7 | 0.001% |
| postscript | 0.02 | 0.0013% | 9 | 0.0013% |
| scilab | 0.02 | 0.0013% | 10 | 0.0014% |
| tcsh | 0.02 | 0.0013% | 10 | 0.0014% |
| volt | 0.02 | 0.0013% | 9 | 0.0013% |
| apl | 0.016 | 0.001% | 7 | 0.001% |
| genshi | 0.016 | 0.001% | 3 | 0.0004% |
| jsonld | 0.016 | 0.001% | 6 | 0.0009% |
| krl | 0.016 | 0.001% | 4 | 0.0006% |
| lean | 0.016 | 0.001% | 3 | 0.0004% |
| lfe | 0.016 | 0.001% | 6 | 0.0009% |
| metal | 0.016 | 0.001% | 4 | 0.0006% |
| monkey | 0.016 | 0.001% | 4 | 0.0006% |
| mupad | 0.016 | 0.001% | 4 | 0.0006% |
| nesc | 0.016 | 0.001% | 7 | 0.001% |
| nit | 0.016 | 0.001% | 3 | 0.0004% |
| pike | 0.016 | 0.001% | 6 | 0.0009% |
| purebasic | 0.016 | 0.001% | 5 | 0.0007% |
| renpy | 0.016 | 0.001% | 3 | 0.0004% |
| vhdl | 0.016 | 0.001% | 5 | 0.0007% |
| xproc | 0.016 | 0.001% | 3 | 0.0004% |
| zephir | 0.016 | 0.001% | 4 | 0.0006% |
| apacheconf | 0.012 | 0.0008% | 2 | 0.0003% |
| boo | 0.012 | 0.0008% | 2 | 0.0003% |
| brainfuck | 0.012 | 0.0008% | 2 | 0.0003% |
| bro | 0.012 | 0.0008% | 3 | 0.0004% |
| cartocss | 0.012 | 0.0008% | 3 | 0.0004% |
| creole | 0.012 | 0.0008% | 2 | 0.0003% |
| csound | 0.012 | 0.0008% | 4 | 0.0006% |
| dylan | 0.012 | 0.0008% | 2 | 0.0003% |
| eagle | 0.012 | 0.0008% | 4 | 0.0006% |
| ecl | 0.012 | 0.0008% | 4 | 0.0006% |
| eiffel | 0.012 | 0.0008% | 2 | 0.0003% |
| flux | 0.012 | 0.0008% | 3 | 0.0004% |
| io | 0.012 | 0.0008% | 4 | 0.0006% |
| jsoniq | 0.012 | 0.0008% | 6 | 0.0009% |
| lilypond | 0.012 | 0.0008% | 6 | 0.0009% |
| lsl | 0.012 | 0.0008% | 3 | 0.0004% |
| mask | 0.012 | 0.0008% | 4 | 0.0006% |
| nginx | 0.012 | 0.0008% | 2 | 0.0003% |
| nu | 0.012 | 0.0008% | 2 | 0.0003% |
| pov-ray-sdl | 0.012 | 0.0008% | 5 | 0.0007% |
| ragel-in-ruby-host | 0.012 | 0.0008% | 4 | 0.0006% |
| slash | 0.012 | 0.0008% | 4 | 0.0006% |
| sourcepawn | 0.012 | 0.0008% | 3 | 0.0004% |
| squirrel | 0.012 | 0.0008% | 4 | 0.0006% |
| ston | 0.012 | 0.0008% | 6 | 0.0009% |
| uno | 0.012 | 0.0008% | 2 | 0.0003% |
| wisp | 0.012 | 0.0008% | 3 | 0.0004% |
| xbase | 0.012 | 0.0008% | 3 | 0.0004% |
| yacc | 0.012 | 0.0008% | 3 | 0.0004% |
| zig | 0.012 | 0.0008% | 4 | 0.0006% |
| abap | 0.008 | 0.0005% | 1 | 0.0001% |
| arc | 0.008 | 0.0005% | 2 | 0.0003% |
| ats | 0.008 | 0.0005% | 3 | 0.0004% |
| blitzmax | 0.008 | 0.0005% | 1 | 0.0001% |
| bluespec | 0.008 | 0.0005% | 2 | 0.0003% |
| c2hs-haskell | 0.008 | 0.0005% | 2 | 0.0003% |
| clean | 0.008 | 0.0005% | 1 | 0.0001% |
| dns-zone | 0.008 | 0.0005% | 2 | 0.0003% |
| forth | 0.008 | 0.0005% | 2 | 0.0003% |
| harbour | 0.008 | 0.0005% | 1 | 0.0001% |
| igor-pro | 0.008 | 0.0005% | 1 | 0.0001% |
| inform-7 | 0.008 | 0.0005% | 2 | 0.0003% |
| isabelle | 0.008 | 0.0005% | 2 | 0.0003% |
| jflex | 0.008 | 0.0005% | 1 | 0.0001% |
| literate-agda | 0.008 | 0.0005% | 1 | 0.0001% |
| maple | 0.008 | 0.0005% | 2 | 0.0003% |
| mathematica | 0.008 | 0.0005% | 1 | 0.0001% |
| module-management-system | 0.008 | 0.0005% | 1 | 0.0001% |
| mtml | 0.008 | 0.0005% | 2 | 0.0003% |
| netlinx | 0.008 | 0.0005% | 1 | 0.0001% |
| parrot-assembly | 0.008 | 0.0005% | 2 | 0.0003% |
| pawn | 0.008 | 0.0005% | 3 | 0.0004% |
| propeller-spin | 0.008 | 0.0005% | 1 | 0.0001% |
| pure-data | 0.008 | 0.0005% | 1 | 0.0001% |
| rebol | 0.008 | 0.0005% | 3 | 0.0004% |
| red | 0.008 | 0.0005% | 1 | 0.0001% |
| sage | 0.008 | 0.0005% | 1 | 0.0001% |
| sas | 0.008 | 0.0005% | 1 | 0.0001% |
| scaml | 0.008 | 0.0005% | 1 | 0.0001% |
| smt | 0.008 | 0.0005% | 3 | 0.0004% |
| supercollider | 0.008 | 0.0005% | 2 | 0.0003% |
| unrealscript | 0.008 | 0.0005% | 1 | 0.0001% |
| xpages | 0.008 | 0.0005% | 1 | 0.0001% |

## Additional Information

### Licensing Information

Each sample comes from a code repository with a permissive license. The license is provided by the `license` field for each sample.

### Citation Information

```bibtex
```