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https://github.com/vopani/datatableton
100 exercises to learn Python Datatable
https://github.com/vopani/datatableton
data-science datatable pydatatable python tutorial-exercises
Last synced: 3 months ago
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100 exercises to learn Python Datatable
- Host: GitHub
- URL: https://github.com/vopani/datatableton
- Owner: vopani
- License: apache-2.0
- Created: 2021-07-04T06:37:33.000Z (over 3 years ago)
- Default Branch: main
- Last Pushed: 2022-01-01T05:30:37.000Z (almost 3 years ago)
- Last Synced: 2024-06-05T19:24:12.384Z (5 months ago)
- Topics: data-science, datatable, pydatatable, python, tutorial-exercises
- Language: Jupyter Notebook
- Homepage:
- Size: 343 KB
- Stars: 265
- Watchers: 8
- Forks: 37
- Open Issues: 1
-
Metadata Files:
- Readme: README.md
- License: LICENSE
Awesome Lists containing this project
README
DatatableTon
💯 datatable exercises
[](https://github.com/vopani/datatableton/blob/master/LICENSE)
[](https://img.shields.io/github/stars/vopani/datatableton?color=yellowgreen&logo=github)
## Mission 🚀
To provide 100 Python Datatable exercises over different sections structured as a course or tutorials to teach and learn for beginners, intermediates as well as experts.
Datatable 
The [datatable](https://github.com/h2oai/datatable) package in Python is a library for efficient data processing, feature engineering and simple modelling of tabular data. It is synonymous with R's [data.table](https://github.com/Rdatatable/data.table) library and heavily inspired by it.
It closely resembles [pandas](https://pandas.pydata.org) but is more focused on speed and multi-threaded data operations being particularly useful on large datasets.
## Exercises 📖
There are a total of 100 datatable exercises divided into 10 sets of Jupyter Notebooks with 10 exercises each. It is recommended to go through the exercises in order but you may start with any set depending on your expertise.
✅ Structured as exercises & tutorials - Choose your style
✅ Suitable for beginners, intermediates & experts - Choose your level
✅ Available on Colab, Kaggle, Binder & GitHub - Choose your platform
The exercises are best experienced using datatable's [v1.0.0](https://datatable.readthedocs.io/en/latest/releases/v1.0.0.html) (Released on 1st July, 2021) & above but recommended to use the latest available version.
#### Set 01 • Datatable Introduction • Beginner • Exercises 1-10
| Style | Colab | Kaggle | Binder | GitHub |
| ----- | ----- | ------ | ------ | ------ |
| Exercises | [](https://colab.research.google.com/github/vopani/datatableton/blob/main/notebooks/01_datatable_introduction_exercises.ipynb) | [](https://www.kaggle.com/rohanrao/datatableton-datatable-introduction-exercises) | [](https://mybinder.org/v2/gh/vopani/datatableton/main?filepath=notebooks%2F01_datatable_introduction_exercises.ipynb) | [](https://github.com/vopani/datatableton/blob/main/notebooks/01_datatable_introduction_exercises.ipynb) |
| Solutions | [](https://colab.research.google.com/github/vopani/datatableton/blob/main/notebooks/01_datatable_introduction_solutions.ipynb) | [](https://www.kaggle.com/rohanrao/datatableton-datatable-introduction-solutions) | [](https://mybinder.org/v2/gh/vopani/datatableton/main?filepath=notebooks%2F01_datatable_introduction_solutions.ipynb) | [](https://github.com/vopani/datatableton/blob/main/notebooks/01_datatable_introduction_solutions.ipynb) |
#### Set 02 • Files and Formats • Beginner • Exercises 11-20
| Style | Colab | Kaggle | Binder | GitHub |
| ----- | ----- | ------ | ------ | ------ |
| Exercises | [](https://colab.research.google.com/github/vopani/datatableton/blob/main/notebooks/02_files_and_formats_exercises.ipynb) | [](https://www.kaggle.com/rohanrao/datatableton-files-and-formats-exercises) | [](https://mybinder.org/v2/gh/vopani/datatableton/main?filepath=notebooks%2F02_files_and_formats_exercises.ipynb) | [](https://github.com/vopani/datatableton/blob/main/notebooks/02_files_and_formats_exercises.ipynb) |
| Solutions | [](https://colab.research.google.com/github/vopani/datatableton/blob/main/notebooks/02_files_and_formats_solutions.ipynb) | [](https://www.kaggle.com/rohanrao/datatableton-files-and-formats-solutions) | [](https://mybinder.org/v2/gh/vopani/datatableton/main?filepath=notebooks%2F02_files_and_formats_solutions.ipynb) | [](https://github.com/vopani/datatableton/blob/main/notebooks/02_files_and_formats_solutions.ipynb) |
#### Set 03 • Data Selection • Beginner • Exercises 21-30
| Style | Colab | Kaggle | Binder | GitHub |
| ----- | ----- | ------ | ------ | ------ |
| Exercises | [](https://colab.research.google.com/github/vopani/datatableton/blob/main/notebooks/03_data_selection_exercises.ipynb) | [](https://www.kaggle.com/rohanrao/datatableton-data-selection-exercises) | [](https://mybinder.org/v2/gh/vopani/datatableton/main?filepath=notebooks%2F03_data_selection_exercises.ipynb) | [](https://github.com/vopani/datatableton/blob/main/notebooks/03_data_selection_exercises.ipynb) |
| Solutions | [](https://colab.research.google.com/github/vopani/datatableton/blob/main/notebooks/03_data_selection_solutions.ipynb) | [](https://www.kaggle.com/rohanrao/datatableton-data-selection-solutions) | [](https://mybinder.org/v2/gh/vopani/datatableton/main?filepath=notebooks%2F03_data_selection_solutions.ipynb) | [](https://github.com/vopani/datatableton/blob/main/notebooks/03_data_selection_solutions.ipynb) |
#### Set 04 • Frame Operations • Beginner • Exercises 31-40
| Style | Colab | Kaggle | Binder | GitHub |
| ----- | ----- | ------ | ------ | ------ |
| Exercises | [](https://colab.research.google.com/github/vopani/datatableton/blob/main/notebooks/04_frame_operations_exercises.ipynb) | [](https://www.kaggle.com/rohanrao/datatableton-frame-operations-exercises) | [](https://mybinder.org/v2/gh/vopani/datatableton/main?filepath=notebooks%2F04_frame_operations_exercises.ipynb) | [](https://github.com/vopani/datatableton/blob/main/notebooks/04_frame_operations_exercises.ipynb) |
| Solutions | [](https://colab.research.google.com/github/vopani/datatableton/blob/main/notebooks/04_frame_operations_solutions.ipynb) | [](https://www.kaggle.com/rohanrao/datatableton-frame-operations-solutions) | [](https://mybinder.org/v2/gh/vopani/datatableton/main?filepath=notebooks%2F04_frame_operations_solutions.ipynb) | [](https://github.com/vopani/datatableton/blob/main/notebooks/04_frame_operations_solutions.ipynb) |
#### Set 05 • Column Aggregations • Beginner • Exercises 41-50
| Style | Colab | Kaggle | Binder | GitHub |
| ----- | ----- | ------ | ------ | ------ |
| Exercises | [](https://colab.research.google.com/github/vopani/datatableton/blob/main/notebooks/05_column_aggregations_exercises.ipynb) | [](https://www.kaggle.com/rohanrao/datatableton-column-aggregations-exercises) | [](https://mybinder.org/v2/gh/vopani/datatableton/main?filepath=notebooks%2F05_column_aggregations_exercises.ipynb) | [](https://github.com/vopani/datatableton/blob/main/notebooks/05_column_aggregations_exercises.ipynb) |
| Solutions | [](https://colab.research.google.com/github/vopani/datatableton/blob/main/notebooks/05_column_aggregations_solutions.ipynb) | [](https://www.kaggle.com/rohanrao/datatableton-column-aggregations-solutions) | [](https://mybinder.org/v2/gh/vopani/datatableton/main?filepath=notebooks%2F05_column_aggregations_solutions.ipynb) | [](https://github.com/vopani/datatableton/blob/main/notebooks/05_column_aggregations_solutions.ipynb) |
#### Set 06 • Grouping Methods • Intermediate • Exercises 51-60
| Style | Colab | Kaggle | Binder | GitHub |
| ----- | ----- | ------ | ------ | ------ |
| Exercises | [](https://colab.research.google.com/github/vopani/datatableton/blob/main/notebooks/06_grouping_methods_exercises.ipynb) | [](https://www.kaggle.com/rohanrao/datatableton-grouping-methods-exercises) | [](https://mybinder.org/v2/gh/vopani/datatableton/main?filepath=notebooks%2F06_grouping_methods_exercises.ipynb) | [](https://github.com/vopani/datatableton/blob/main/notebooks/06_grouping_methods_exercises.ipynb) |
| Solutions | [](https://colab.research.google.com/github/vopani/datatableton/blob/main/notebooks/06_grouping_methods_solutions.ipynb) | [](https://www.kaggle.com/rohanrao/datatableton-grouping-methods-solutions) | [](https://mybinder.org/v2/gh/vopani/datatableton/main?filepath=notebooks%2F06_grouping_methods_solutions.ipynb) | [](https://github.com/vopani/datatableton/blob/main/notebooks/06_grouping_methods_solutions.ipynb) |
#### Set 07 • Multiple Frames • Intermediate • Exercises 61-70
| Style | Colab | Kaggle | Binder | GitHub |
| ----- | ----- | ------ | ------ | ------ |
| Exercises | [](https://colab.research.google.com/github/vopani/datatableton/blob/main/notebooks/07_multiple_frames_exercises.ipynb) | [](https://www.kaggle.com/rohanrao/datatableton-multiple-frames-exercises) | [](https://mybinder.org/v2/gh/vopani/datatableton/main?filepath=notebooks%2F07_multiple_frames_exercises.ipynb) | [](https://github.com/vopani/datatableton/blob/main/notebooks/07_multiple_frames_exercises.ipynb) |
| Solutions | [](https://colab.research.google.com/github/vopani/datatableton/blob/main/notebooks/07_multiple_frames_solutions.ipynb) | [](https://www.kaggle.com/rohanrao/datatableton-multiple-frames-solutions) | [](https://mybinder.org/v2/gh/vopani/datatableton/main?filepath=notebooks%2F07_multiple_frames_solutions.ipynb) | [](https://github.com/vopani/datatableton/blob/main/notebooks/07_multiple_frames_solutions.ipynb) |
#### Set 08 • Time Series • Intermediate • Exercises 71-80
| Style | Colab | Kaggle | Binder | GitHub |
| ----- | ----- | ------ | ------ | ------ |
| Exercises | [](https://colab.research.google.com/github/vopani/datatableton/blob/main/notebooks/08_time_series_exercises.ipynb) | [](https://www.kaggle.com/rohanrao/datatableton-time-series-exercises) | [](https://mybinder.org/v2/gh/vopani/datatableton/main?filepath=notebooks%2F08_time_series_exercises.ipynb) | [](https://github.com/vopani/datatableton/blob/main/notebooks/08_time_series_exercises.ipynb) |
| Solutions | [](https://colab.research.google.com/github/vopani/datatableton/blob/main/notebooks/08_time_series_solutions.ipynb) | [](https://www.kaggle.com/rohanrao/datatableton-time-series-solutions) | [](https://mybinder.org/v2/gh/vopani/datatableton/main?filepath=notebooks%2F08_time_series_solutions.ipynb) | [](https://github.com/vopani/datatableton/blob/main/notebooks/08_time_series_solutions.ipynb) |
#### Set 09 • Native FTRL • Expert • Exercises 81-90
| Style | Colab | Kaggle | Binder | GitHub |
| ----- | ----- | ------ | ------ | ------ |
| Exercises | [](https://colab.research.google.com/github/vopani/datatableton/blob/main/notebooks/09_native_ftrl_exercises.ipynb) | [](https://www.kaggle.com/rohanrao/datatableton-native-ftrl-exercises) | [](https://mybinder.org/v2/gh/vopani/datatableton/main?filepath=notebooks%2F09_native_ftrl_exercises.ipynb) | [](https://github.com/vopani/datatableton/blob/main/notebooks/09_native_ftrl_exercises.ipynb) |
| Solutions | [](https://colab.research.google.com/github/vopani/datatableton/blob/main/notebooks/09_native_ftrl_solutions.ipynb) | [](https://www.kaggle.com/rohanrao/datatableton-native-ftrl-solutions) | [](https://mybinder.org/v2/gh/vopani/datatableton/main?filepath=notebooks%2F09_native_ftrl_solutions.ipynb) | [](https://github.com/vopani/datatableton/blob/main/notebooks/09_native_ftrl_solutions.ipynb) |
#### Set 10 • Capstone Projects • Expert • Exercises 91-100
| Style | Colab | Kaggle | Binder | GitHub |
| ----- | ----- | ------ | ------ | ------ |
| Exercises | [](https://colab.research.google.com/github/vopani/datatableton/blob/main/notebooks/10_capstone_projects_exercises.ipynb) | [](https://www.kaggle.com/rohanrao/datatableton-capstone-projects-exercises) | [](https://mybinder.org/v2/gh/vopani/datatableton/main?filepath=notebooks%2F10_capstone_projects_exercises.ipynb) | [](https://github.com/vopani/datatableton/blob/main/notebooks/10_capstone_projects_exercises.ipynb) |
| Solutions | [](https://colab.research.google.com/github/vopani/datatableton/blob/main/notebooks/10_capstone_projects_solutions.ipynb) | [](https://www.kaggle.com/rohanrao/datatableton-capstone-projects-solutions) | [](https://mybinder.org/v2/gh/vopani/datatableton/main?filepath=notebooks%2F10_capstone_projects_solutions.ipynb) | [](https://github.com/vopani/datatableton/blob/main/notebooks/10_capstone_projects_solutions.ipynb) |
The Jupyter Notebooks can also be run locally by cloning the repo and running on your local jupyter server.
```bash
git clone https://github.com/vopani/datatableton.git
python3 -m pip install notebook
jupyter notebook
```
**P.S.** The notebooks will be periodically updated to improve the exercises and support the latest version.
## Contribution 🛠️
Please create an [Issue](https://github.com/vopani/datatableton/issues) for any improvements, suggestions or errors in the content.
You can also tag [@vopani](https://twitter.com/vopani) on Twitter for any other queries or feedback.
## Credits 🙏
#### Collaborators
* [parulnith](https://github.com/parulnith)
* [shrinidhin](https://github.com/shrinidhin)
#### Datatable
* [Project](https://github.com/h2oai/datatable)
* [Documentation](https://datatable.readthedocs.io)
## License 📋
This project is licensed under the [Apache License 2.0](https://github.com/vopani/datatableton/blob/master/LICENSE).