├── .all-contributorsrc ├── .github └── workflows │ └── book.yml ├── .gitignore ├── .vscode ├── ltex.hiddenFalsePositives.en-GB.txt └── settings.json ├── LICENSE ├── README.md ├── coursebook ├── README.md ├── __init__.py ├── _config.yml ├── _toc.yml ├── figures │ ├── 4.1_1 │ ├── 4.1_1.svg │ ├── 4.1_2 │ ├── 4.1_2.svg │ ├── logo.png │ ├── m1 │ │ ├── actions.jpg │ │ ├── agile.jpg │ │ ├── ai.png │ │ ├── atlas_ai.png │ │ ├── big_data.png │ │ ├── branch_names.png │ │ ├── chicken_egg.jpeg │ │ ├── cleaning.jpeg │ │ ├── cloud.jpeg │ │ ├── collection.png │ │ ├── cs.png │ │ ├── data_oil.jpeg │ │ ├── ddl.jpeg │ │ ├── digitisation.jpeg │ │ ├── ds_lifecycle.png │ │ ├── ds_selling.png │ │ ├── dsg.jpeg │ │ ├── engage.jpeg │ │ ├── fourth_para.jpg │ │ ├── free_lunch.jpg │ │ ├── funnel.png │ │ ├── gantt.jpeg │ │ ├── gitflow.svg │ │ ├── grenfell.jpeg │ │ ├── imagenet.jpeg │ │ ├── impact.png │ │ ├── kanban_example.png │ │ ├── lock.jpeg │ │ ├── market_cap.jpeg │ │ ├── matrix.png │ │ ├── missing_data.jpeg │ │ ├── monitor.png │ │ ├── mvp.jpeg │ │ ├── newspapers.jpeg │ │ ├── odi.png │ │ ├── power.jpeg │ │ ├── pr_add_comments.png │ │ ├── pr_commit_id.png │ │ ├── pr_example.png │ │ ├── problem.png │ │ ├── propublica.png │ │ ├── pyramid_of_needs.png │ │ ├── question.jpeg │ │ ├── reg.png │ │ ├── review.png │ │ ├── roc.png │ │ ├── scope_creep_meaning.png │ │ ├── scrum.png │ │ ├── task.png │ │ ├── theory.jpg │ │ └── twitter.jpeg │ ├── m2 │ │ ├── black_and_white_smiley.png │ │ ├── graph_data.png │ │ └── grayscale_smiley.png │ └── m4 │ │ ├── fig_data_process.png │ │ └── fig_generative_model.png ├── index.md └── modules │ ├── m1 │ ├── 1.1-WhatIsDataScience.ipynb │ ├── 1.2-DataScienceProjectLifecycle.ipynb │ ├── 1.3-EDIForDataScience.ipynb │ ├── 1.4-CollaborationAndReproducibility.ipynb │ ├── hands-on.ipynb │ └── overview.ipynb │ ├── m2 │ ├── 2.1-GettingLoading.ipynb │ ├── 2.1.1-WhereToFindData.ipynb │ ├── 2.1.2-LegalityAndEthics.ipynb │ ├── 2.1.3-PandasIntro.ipynb │ ├── 2.1.4-DataSourcesAndFormats.ipynb │ ├── 2.1.5-ControllingAccess.ipynb │ ├── 2.2-DataWrangling.ipynb │ ├── 2.2.1-DataConsistency.ipynb │ ├── 2.2.2-ModifyingColumnsAndIndices.ipynb │ ├── 2.2.3-FeatureEngineering.ipynb │ ├── 2.2.4-DataManipulation.ipynb │ ├── 2.2.4.1-TimeAndDateData.ipynb │ ├── 2.2.4.2-TextData.ipynb │ ├── 2.2.4.3-CategoricalData.ipynb │ ├── 2.2.4.4-ImageData.ipynb │ ├── 2.2.5-PrivacyAndAnonymisation.ipynb │ ├── 2.2.6-LinkingDatasets.ipynb │ ├── 2.2.7-MissingData.ipynb │ ├── data │ │ ├── ANSUR_II_FEMALE_Public.csv │ │ ├── README.md │ │ ├── flower.png │ │ ├── lter_penguins.png │ │ ├── pcs_2017.csv │ │ ├── pcs_download.py │ │ ├── penguins.csv │ │ ├── penguins_make_messy.py │ │ ├── penguins_original.csv │ │ ├── smiley_16.png │ │ ├── urban_population.csv │ │ └── urban_population_header.csv │ ├── hands-on-complete.ipynb │ ├── hands-on.ipynb │ ├── handson_utils.py │ └── overview.ipynb │ ├── m3 │ ├── 3.1-FiguresGoneWrong.ipynb │ ├── 3.2-RulesOfTheGame.ipynb │ ├── 3.3-Atlas0fVisualisations.ipynb │ ├── 3.4-StoryTelling.ipynb │ ├── 3.5-DataVisForExploration.ipynb │ ├── data │ │ ├── 2020-president.csv │ │ ├── US_state_regions_code.csv │ │ ├── data_2021-Aug-01.csv │ │ └── us-covid-share-fully-vaccinated.csv │ ├── figures │ │ └── proportions_table.png │ ├── hands-on.ipynb │ └── overview.ipynb │ └── m4 │ ├── 4.1-WhatAndWhy.ipynb │ ├── 4.2-ModelFitting.ipynb │ ├── 4.3-ModelBuilding.ipynb │ ├── 4.4-ModelEvaluation.ipynb │ ├── data │ └── UKDA-7724-csv │ │ ├── csv │ │ ├── eqls_2007.csv │ │ ├── eqls_2007and2011.csv │ │ └── eqls_2011.csv │ │ ├── mrdoc │ │ ├── UKDA │ │ │ └── UKDA_Study_7724_Information.htm │ │ ├── allissue │ │ │ ├── eqls_2007_ukda_data_dictionary.rtf │ │ │ ├── eqls_2007and2011_ukda_data_dictionary.rtf │ │ │ └── eqls_2011_ukda_data_dictionary.rtf │ │ ├── excel │ │ │ ├── 7724_file_information_csv.csv │ │ │ ├── eqls_api_map.csv │ │ │ └── eqls_concordance_grid.xlsx │ │ └── pdf │ │ │ └── 7724_eqls_2007-2011_user_guide_v2.pdf │ │ └── read7724.htm 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