Reproducible Data Science with Open-Source Python Tools and Real-World Data

This repository contains the open textbook Reproducible Data Science with Open-Source Python Tools and Real-World Data in the form of Python Jupyter notebooks.

How to get the most of these materials?

You can read the textbook on this website. If you prefer more hands-on coding, you can access interactive versions of the notebooks via:

Reproducible Data Science with Open-Source Python Tools and Real-World Data by Valentin Danchev is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Name		Name	Last commit message	Last commit date
Latest commit History 41 Commits
.ipynb_checkpoints		.ipynb_checkpoints
_build		_build
.DS_Store		.DS_Store
Colab_example.png		Colab_example.png
GraphDirected.png		GraphDirected.png
GraphStarWars.png		GraphStarWars.png
GraphUndirected.png		GraphUndirected.png
GraphUndirectedGender.png		GraphUndirectedGender.png
LICENSE		LICENSE
README.md		README.md
_config.yml		_config.yml
_toc.yml		_toc.yml
causal_inference.ipynb		causal_inference.ipynb
content.md		content.md
data_design_wrangling.ipynb		data_design_wrangling.ipynb
data_ethics.ipynb		data_ethics.ipynb
data_exploration_visualisation.ipynb		data_exploration_visualisation.ipynb
end_to_end_data_science_project.ipynb		end_to_end_data_science_project.ipynb
intro.md		intro.md
logo.png		logo.png
markdown.md		markdown.md
mylogo2.png		mylogo2.png
network_analysis.ipynb		network_analysis.ipynb
network_representation_undirected.png		network_representation_undirected.png
open_reproducible_workflows.ipynb		open_reproducible_workflows.ipynb
open_source_python_data_science.png		open_source_python_data_science.png
paper.bib		paper.bib
paper.md		paper.md
pattern_discovery_unsupervised_learning.ipynb		pattern_discovery_unsupervised_learning.ipynb
prediction_supervised_learning.ipynb		prediction_supervised_learning.ipynb
python_data_science_cloud.ipynb		python_data_science_cloud.ipynb
references.bib		references.bib
reproducibility.png		reproducibility.png
requirements.txt		requirements.txt
star-wars-network.csv		star-wars-network.csv
textbook_outline.ipynb		textbook_outline.ipynb