/DataScienceTableDemos

Collection of demonstration notebooks for datascience/tables.

Primary LanguageJupyter NotebookBSD 2-Clause "Simplified" LicenseBSD-2-Clause

DataScienceTableDemos

A collection of demonstration notebooks for datascience/tables.

Click this badge Binder to launch the notebooks in this repo.

  • View or Launch a blank notebook with the preliminaries for using tables.

  • View or Launch an illustration of probability and the central limit theory using Tables.

  • View or Launch a fairly comprensive data exploration study using salary data provided as part of City of Berkeley open data project. It includes a substantial discussion of the datascience/Tables methods, most of which arise in this study.

  • View or Launch an illustration of systematic data cleaning starting from census data and reaching a simple observation - not many old men around.

  • View or Launch an exploratory study from part of the health records survey using public data from the [UC Michigan Institute for Social Research Health and Retirement Survey] (http://rsonline.isr.umich.edu). It illustrates a table-driven approach to data cleaning and bootstrapping.

  • View or Launch a textbook illustration of multi-variate analysis. It uses regression to build models and uses these models to factor out gestation duration. It uses bootstrapping to provide a richer understanding of the regression.

  • View or Launch a simple illustration of probability concepts in a classic introductory problem with a blend of computational thinking.

  • View or Launch some exploratory analysis of click stream data straight out of the "Doing Data Science" book, but here in Tables, rather than R. Way prettier.

  • Launch an introduction to Tables as pedagogical device.

@UCB

  • Launch an illustration of a data narrative with a more advanced use of Tables combining multiple data sources.

@UCB