anova_one_factor

The purpose of this repository is to illustrate a one-factor analysis of variance (one-way ANOVA). In addition there are statistical and graphical analyses.

anscombes_quartet

This analysis uses graphical, statistical, and regression methods.

basic_graphics

The purpose of these scripts is to illustrate various graphs created with matplotlib.

basic_statistics

The script reads a single-column file and calculates basic statistics. It progresses from quick-and-dirty code to pretty.

bootstrap_resampling

Python scripts demonstrating bootstrap (resampling) techniques.

box_plot

broad_street_cholera_outbreak

Scatter plot of cholera deaths and pump locations in Soho, London, English in 1854. The analysis is two scatter plots in the same graph.

comics

comics in the style of xkcd

csv_read_write_pandas

The purpose of this repository is to illustrate how to read and write CSV files with pandas.

datasense

A Python library for data scientists, machine learning engineers, and statisticians. Statistical and graphical functions for making sense of data to create information and understanding.

deep_leaning

This repository contains scripts for deep learning.

dictionary_comprehension

dog-dna

A repository to analyze various dependent and independent variables related to dog breeding.

estimating_sample_quantiles

The purpose of this repository is to illustrate the many methods to estimate sample quantiles.

gantt_chart

gillespilon

github_gists

hypothesis_test_t_one_sample

A one-sample t test is shown using hypothesis testing and confidence intervals.

hypothesis_test_t_paired_samples

A paired-sample t test is shown using hypothesis testing and confidence intervals.

hypothesis_test_t_two_samples

A two-sample t test is shown using hypothesis testing and confidence intervals.

hypothesis_tests

Enhanced output for hypothesis tests

impact_effort

It is a grid or matrix to help in deciding which things to work on. It focuses on the impact of doing something v. the effort required.

joins

SQL joins in Python

key_performance_indicator

This analysis is line plots for key performance indicators (KPIs).

latex

LaTeX templates for articles, books, letters, reports.

list_comprehension

machine_learning

Supervised machine learning pipelines using scikit-learn.

matplotlib

measurement_system_analysis_msa

The purpose of this repository is to show how to perform a measurement system analysis using control charts and Dr. Donald J. Wheeler's EMP method.

mind_map