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README.md
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@@ -24,7 +24,7 @@ A curated dataset of source code from **GitHub's top trending developers (2015-2
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- **80+ programming languages** included (Python, JavaScript, TypeScript, Rust, Go, C/C++, Java, and more)
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- **Source code only** — config files (JSON, YAML, TOML, etc.) and documentation (Markdown, TXT) are excluded
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- **Permissive licenses only** (MIT, Apache-2.0, BSD, ISC, etc.)
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- **Rich metadata** per file: repo stars,
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## Schema
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|--------|------|-------------|
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| `file_path` | string | Path within the repo (e.g. `src/main.py`) |
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| `file_language` | string | Language detected from file extension (e.g. `Python`, `JavaScript`) |
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| `file_size` | int64 | File size in bytes |
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| `content` | string | Raw source code (UTF-8) |
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| `repo_name` | string | Full repository name (`owner/repo`) |
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| `repo_stars` | int64 | GitHub star count at time of collection |
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| `repo_commit_count` | int64 | Total commits on default branch (nullable — null if unavailable) |
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| `repo_license` | string | SPDX license identifier |
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| `repo_description` | string | Repository description |
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| `repo_primary_language` | string | GitHub-detected primary language of the repository |
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| `developer_username` | string | GitHub username |
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| `developer_name` | string | Developer display name |
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| `developer_company` | string | Company affiliation |
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| `developer_best_rank` | int64 | Best trending rank achieved |
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| `developer_avg_rank` | float64 | Average trending rank |
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| `developer_median_rank` | float64 | Median trending rank |
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**Note on language columns:** `file_language` is determined per-file from the file extension (e.g. a `.py` file is always `Python`). `repo_primary_language` is GitHub's auto-detected primary language for the entire repository. These may differ — for example, a C header file (`.h` → `C/C++ Header`) in a repo that GitHub classifies as `Python`.
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@@ -73,9 +67,8 @@ dev_files = ds.filter(lambda x: x["developer_username"] == "torvalds")
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| Feature | This Dataset | The Stack | codeparrot/github-code |
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|---------|-------------|-----------|----------------------|
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| Curated by developer reputation | Yes | No | No |
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| Developer metadata (
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| Stars per repo | Yes | Yes | No |
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| Commit count | Yes | No | No |
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| Permissive licenses only | Yes | Yes | Mixed |
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Existing code datasets are massive bulk scrapes of all public GitHub repos. This dataset is intentionally curated: every file comes from a developer who was recognized on GitHub's trending page, providing a higher signal-to-noise ratio for studying elite developer practices or fine-tuning code models.
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3. **License filtering**: Only repositories with permissive licenses (MIT, Apache-2.0, BSD, ISC, Unlicense, etc.) were included.
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4. **Code extraction**: Repository tarballs were downloaded and source files extracted, skipping binary files, vendored directories (`node_modules`, `vendor`, etc.), generated files, and files exceeding 1MB.
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5. **Source code filtering**: Only source code files are included (80+ language extensions). Configuration files (JSON, YAML, TOML, XML, INI), documentation (Markdown, TXT, RST), and template files are excluded.
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6. **Metadata enrichment**: Each file is linked to repository metadata (stars, language,
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## Filtering Applied
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- **80+ programming languages** included (Python, JavaScript, TypeScript, Rust, Go, C/C++, Java, and more)
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- **Source code only** — config files (JSON, YAML, TOML, etc.) and documentation (Markdown, TXT) are excluded
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- **Permissive licenses only** (MIT, Apache-2.0, BSD, ISC, etc.)
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- **Rich metadata** per file: repo stars, description, primary language, developer company affiliation
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## Schema
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|--------|------|-------------|
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| `file_path` | string | Path within the repo (e.g. `src/main.py`) |
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| `file_language` | string | Language detected from file extension (e.g. `Python`, `JavaScript`) |
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| `content` | string | Raw source code (UTF-8) |
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| `repo_name` | string | Full repository name (`owner/repo`) |
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| `repo_stars` | int64 | GitHub star count at time of collection |
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| `repo_description` | string | Repository description |
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| `repo_primary_language` | string | GitHub-detected primary language of the repository |
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| `developer_username` | string | GitHub username |
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| `developer_name` | string | Developer display name |
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| `developer_company` | string | Company affiliation |
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**Note on language columns:** `file_language` is determined per-file from the file extension (e.g. a `.py` file is always `Python`). `repo_primary_language` is GitHub's auto-detected primary language for the entire repository. These may differ — for example, a C header file (`.h` → `C/C++ Header`) in a repo that GitHub classifies as `Python`.
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| Feature | This Dataset | The Stack | codeparrot/github-code |
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|---------|-------------|-----------|----------------------|
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| Curated by developer reputation | Yes | No | No |
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| Developer metadata (company) | Yes | No | No |
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| Stars per repo | Yes | Yes | No |
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| Permissive licenses only | Yes | Yes | Mixed |
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Existing code datasets are massive bulk scrapes of all public GitHub repos. This dataset is intentionally curated: every file comes from a developer who was recognized on GitHub's trending page, providing a higher signal-to-noise ratio for studying elite developer practices or fine-tuning code models.
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3. **License filtering**: Only repositories with permissive licenses (MIT, Apache-2.0, BSD, ISC, Unlicense, etc.) were included.
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4. **Code extraction**: Repository tarballs were downloaded and source files extracted, skipping binary files, vendored directories (`node_modules`, `vendor`, etc.), generated files, and files exceeding 1MB.
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5. **Source code filtering**: Only source code files are included (80+ language extensions). Configuration files (JSON, YAML, TOML, XML, INI), documentation (Markdown, TXT, RST), and template files are excluded.
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6. **Metadata enrichment**: Each file is linked to repository metadata (stars, language, description) and developer metadata (username, name, company).
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## Filtering Applied
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