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| 1 | +# audit-labs/tutorials |
| 2 | + |
| 3 | +Learn how to perform data analysis, scripting, automation, and more using reproducible Jupyter Notebooks. |
| 4 | + |
| 5 | +[](https://mybinder.org/v2/gh/audit-labs/tutorials/HEAD) |
| 6 | +[]() |
| 7 | +[]() |
| 8 | + |
| 9 | +Table of contents |
| 10 | +- [Project overview](#project-overview) |
| 11 | +- [Who this is for](#who-this-is-for) |
| 12 | +- [What's included](#whats-included) |
| 13 | +- [Getting started](#getting-started) |
| 14 | + - [Prerequisites](#prerequisites) |
| 15 | + - [Quick start — using Binder (no local setup)](#quick-start---using-binder-no-local-setup) |
| 16 | + - [Run locally (recommended)](#run-locally-recommended) |
| 17 | + - [Run in Google Colab](#run-in-google-colab) |
| 18 | + - [Run with Docker](#run-with-docker) |
| 19 | + - [Run headless / export notebooks](#run-headless--export-notebooks) |
| 20 | +- [Best practices for notebooks](#best-practices-for-notebooks) |
| 21 | +- [Contributing](#contributing) |
| 22 | +- [License & Code of Conduct](#license--code-of-conduct) |
| 23 | +- [Contact / Support](#contact--support) |
| 24 | + |
| 25 | +## Project overview |
| 26 | +This repository contains interactive tutorials and example notebooks designed to teach practical skills in data analysis, scripting, automation, and related topics using Jupyter Notebooks. Each notebook demonstrates concepts through hands-on examples so you can follow along and adapt the patterns to your own projects. |
| 27 | + |
| 28 | +## Who this is for |
| 29 | +- Data analysts and engineers learning reproducible workflows. |
| 30 | +- Developers who want to prototype automation or analysis in notebooks. |
| 31 | +- Students and instructors seeking ready-made examples for teaching. |
| 32 | + |
| 33 | +## What's included |
| 34 | +- A collection of Jupyter Notebook tutorials (look in the repository root or `notebooks/` folder for .ipynb files). |
| 35 | +- Guidance and examples that demonstrate common patterns for data ingestion, transformation, visualization, and basic automation. |
| 36 | + |
| 37 | +(If your repo has a specific folder layout or important notebooks, consider adding a short list here with links to the most important notebooks.) |
| 38 | + |
| 39 | +## Getting started |
| 40 | + |
| 41 | +### Prerequisites |
| 42 | +- Python 3.10+ (3.10 recommended) |
| 43 | +- Git (to clone the repo) |
| 44 | +- JupyterLab or Jupyter Notebook (for local development) |
| 45 | + |
| 46 | +Optional: |
| 47 | +- Conda (recommended for reproducible environments) |
| 48 | +- Docker (for containerized runs) |
| 49 | + |
| 50 | +This repository is licensed under the GNU General Public License v3.0 (GPL-3.0). See the included LICENSE file for details. |
| 51 | + |
| 52 | +### Quick start — using Binder (no local setup) |
| 53 | +To run the notebooks in your browser with no local install, use Binder: |
| 54 | + |
| 55 | +- Launch Binder: https://mybinder.org/v2/gh/audit-labs/tutorials/HEAD |
| 56 | + |
| 57 | +Binder will respect `environment.yml` or `requirements.txt` if present; this repository includes an `environment.yml` to produce a reproducible environment. |
| 58 | + |
| 59 | +### Run locally (recommended) |
| 60 | + |
| 61 | +1. Clone the repository |
| 62 | + ```bash |
| 63 | + git clone https://github.com/audit-labs/tutorials.git |
| 64 | + cd tutorials |
| 65 | + ``` |
| 66 | + |
| 67 | +2. Create and activate an environment |
| 68 | + |
| 69 | + Using conda (recommended): |
| 70 | + ```bash |
| 71 | + conda env create -f environment.yml |
| 72 | + conda activate audit-tutorials |
| 73 | + ``` |
| 74 | + |
| 75 | + Or with pip and virtualenv: |
| 76 | + ```bash |
| 77 | + python -m venv venv |
| 78 | + source venv/bin/activate # macOS / Linux |
| 79 | + venv\Scripts\activate # Windows |
| 80 | + pip install --upgrade pip |
| 81 | + pip install -r requirements.txt |
| 82 | + ``` |
| 83 | + |
| 84 | +3. Install JupyterLab (if not already) |
| 85 | + ```bash |
| 86 | + pip install jupyterlab |
| 87 | + jupyter lab |
| 88 | + ``` |
| 89 | + Or run the classic notebook server: |
| 90 | + ```bash |
| 91 | + jupyter notebook |
| 92 | + ``` |
| 93 | + |
| 94 | +4. Open the notebooks in the browser and follow the cells. |
| 95 | + |
| 96 | +### Run in Google Colab |
| 97 | +To open a notebook in Colab: |
| 98 | +- Navigate to the notebook file on GitHub, then use "Open in Colab" or open via: |
| 99 | + https://colab.research.google.com/github/audit-labs/tutorials/blob/HEAD/path/to/notebook.ipynb |
| 100 | +- Colab will run in the cloud; you may need to pip-install extra dependencies at the top of the notebook using `!pip install ...`. |
| 101 | + |
| 102 | +### Run with Docker |
| 103 | +You can run the notebooks inside a Docker container using Jupyter's base images: |
| 104 | +``` |
| 105 | +docker run -p 8888:8888 -v "$(pwd)":/home/jovyan/work jupyter/base-notebook:latest |
| 106 | +``` |
| 107 | +Then open `http://localhost:8888` and navigate to `work/`. |
| 108 | + |
| 109 | +### Run headless / export notebooks |
| 110 | +To execute notebooks and export them programmatically: |
| 111 | +``` |
| 112 | +pip install nbconvert nbclient |
| 113 | +jupyter nbconvert --to html --execute path/to/notebook.ipynb |
| 114 | +``` |
| 115 | +This is useful for CI pipelines and automated report generation. |
| 116 | + |
| 117 | +## Best practices for notebooks |
| 118 | +- Keep notebooks focused: one concept or analysis per notebook. |
| 119 | +- Include a short README or top-level markdown cell describing purpose and inputs. |
| 120 | +- Avoid long-running data downloads inside notebooks—prefer referencing local sample data or scripts. |
| 121 | +- Use version control: commit notebooks regularly. Consider tools like `nbstripout` or `nbdime` to manage diffs. |
| 122 | +- Parametrize notebooks for reproducibility (e.g., use papermill for parameterized runs). |
| 123 | + |
| 124 | +## Contributing |
| 125 | +See CONTRIBUTING.md for contribution guidelines. |
| 126 | + |
| 127 | +## License & Code of Conduct |
| 128 | +This project is licensed under the GNU General Public License v3.0 (GPL-3.0). See [LICENSE](./LICENSE) for details. |
| 129 | + |
| 130 | +Please review CODEOFCONDUCT.md for expected behavior when contributing. |
| 131 | + |
| 132 | +## Contact / Support |
| 133 | +For questions or help, open an issue in this repository or contact the maintainers listed in the repository settings. |
| 134 | + |
| 135 | +--- |
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