Practical-statistics-for-data-scientists - Code repository for O'Reilly book

Overview

Code repository

Practical Statistics for Data Scientists:

50+ Essential Concepts Using R and Python

by Peter Bruce, Andrew Bruce, and Peter Gedeck

Online

View the notebooks online: nbviewer

Excecute the notebooks in Binder: Binder

This can take some time if the binder environment needs to be rebuilt.

Other language versions

English:
Practical Statistics for Data Scientists: 50+ Essential Concepts Using R and Python
2020: ISBN 149207294X
Google books, Amazon
Japanese:
データサイエンスのための統計学入門 第2版 ―予測、分類、統計モデリング、統計的機械学習とR/Pythonプログラミング
2020: ISBN 487311926X, Shinya Ohashi (supervised), Toshiaki Kurokawa (translated)
Google books, Amazon
German:
Praktische Statistik für Data Scientists: 50+ essenzielle Konzepte mit R und Python 
2021: ISBN 3960091532, Marcus Fraaß (Übersetzer)
Google books, Amazon
Korean:
Practical Statistics for Data Scientists: 데이터 과학을 위한 통계(2판) 2021: ISBN 9791162244180, Junyong Lee (translation)
Google books, Hanbit media
Polish:
Statystyka praktyczna w data science. 50 kluczowych zagadnien w jezykach R i Python 2021: ISBN 9788328374270
Google books, Amazon, Helion

See also

Setup R and Python environments

R

Run the following commands in R to install all required packages

if (!require(vioplot)) install.packages('vioplot')
if (!require(corrplot)) install.packages('corrplot')
if (!require(gmodels)) install.packages('gmodels')
if (!require(matrixStats)) install.packages('matrixStats')

if (!require(lmPerm)) install.packages('lmPerm')
if (!require(pwr)) install.packages('pwr')

if (!require(FNN)) install.packages('FNN')
if (!require(klaR)) install.packages('klaR')
if (!require(DMwR)) install.packages('DMwR')

if (!require(xgboost)) install.packages('xgboost')

if (!require(ellipse)) install.packages('ellipse')
if (!require(mclust)) install.packages('mclust')
if (!require(ca)) install.packages('ca')

Python

We recommend to use a conda environment to run the Python code.

conda create -n sfds python
conda activate sfds
conda env update -n sfds -f environment.yml
Python scripts to manage Chia plots and drive space, providing full reports. Also monitors the number of chia coins you have.

Chia Plot, Drive Manager & Coin Monitor (V0.5 - April 20th, 2021) Multi Server Chia Plot and Drive Management Solution Be sure to ⭐ my repo so you can

338 Nov 25, 2022
Data science project for exploratory analysis on the kcse grades dataset (Kamilimu Data Science Track)

Kcse-Data-Analysis Data science project for exploratory analysis on the kcse grades dataset (Kamilimu Data Science Track) Findings The performance of

MUGO BRIAN 1 Feb 23, 2022
These data visualizations were created for my introductory computer science course using Python

Homework 2: Matplotlib and Data Visualization Overview These data visualizations were created for my introductory computer science course using Python

Sophia Huang 12 Oct 20, 2022
Visual Python is a GUI-based Python code generator, developed on the Jupyter Notebook environment as an extension.

Visual Python is a GUI-based Python code generator, developed on the Jupyter Notebook environment as an extension.

Visual Python 564 Jan 03, 2023
Yata is a fast, simple and easy Data Visulaization tool, running on python dash

Yata is a fast, simple and easy Data Visulaization tool, running on python dash. The main goal of Yata is to provide a easy way for persons with little programming knowledge to visualize their data e

Cybercreek 3 Jun 28, 2021
PanGraphViewer -- show panenome graph in an easy way

PanGraphViewer -- show panenome graph in an easy way Table of Contents Versions and dependences Desktop-based panGraphViewer Library installation for

16 Dec 17, 2022
Project coded in Python using Pandas to look at changes in chase% for batters facing a pitcher first time through the order vs. thrid time

Project coded in Python using Pandas to look at changes in chase% for batters facing a pitcher first time through the order vs. thrid time

Jason Kraynak 1 Jan 07, 2022
A TileDB backend for xarray.

TileDB-xarray This library provides a backend engine to xarray using the TileDB Storage Engine. Example usage: import xarray as xr dataset = xr.open_d

TileDB, Inc. 14 Jun 02, 2021
Tools for calculating and visualizing Elo-like ratings of MLB teams using Retosheet data

Overview This project uses historical baseball games data to calculate an Elo-like rating for MLB teams based on regular season match ups. The Elo rat

Lukas Owens 0 Aug 25, 2021
A visualization tool made in Pygame for various pathfinding algorithms.

Pathfinding-Visualizer 🚀 A visualization tool made in Pygame for various pathfinding algorithms. Pathfinding is closely related to the shortest path

Aysha sana 7 Jul 09, 2022
A script written in Python that generate output custom color (HEX or RGB input to x1b hexadecimal)

ColorShell ─ 1.5 Planned for v2: setup.sh for setup alias This script converts HEX and RGB code to x1b x1b is code for colorize outputs, works on ou

Riley 4 Oct 31, 2021
Quickly and accurately render even the largest data.

Turn even the largest data into images, accurately Build Status Coverage Latest dev release Latest release Docs Support What is it? Datashader is a da

HoloViz 2.9k Dec 28, 2022
Pebble is a stat's visualization tool, this will provide a skeleton to develop a monitoring tool.

Pebble is a stat's visualization tool, this will provide a skeleton to develop a monitoring tool.

Aravind Kumar G 2 Nov 17, 2021
A site that displays up to date COVID-19 stats, powered by fastpages.

https://covid19dashboards.com This project was built with fastpages Background This project showcases how you can use fastpages to create a static das

GitHub 1.6k Jan 07, 2023
Material for dataviz course at university of Bordeaux

Material for dataviz course at university of Bordeaux

Nicolas P. Rougier 50 Jul 17, 2022
A python wrapper for creating and viewing effects for Matt Parker's christmas tree.

Christmas Tree Visualizer A python wrapper for creating and viewing effects for Matt Parker's christmas tree. Displays py or csv effect files and allo

4 Nov 22, 2022
📊 Charts with pure python

A zero-dependency python package that prints basic charts to a Jupyter output Charts supported: Bar graphs Scatter plots Histograms 🍑 📊 👏 Examples

Max Humber 54 Oct 04, 2022
Curvipy - The Python package for visualizing curves and linear transformations in a super simple way

Curvipy - The Python package for visualizing curves and linear transformations in a super simple way

Dylan Tintenfich 55 Dec 28, 2022
Python Package for CanvasXpress JS Visualization Tools

CanvasXpress Python Library About CanvasXpress for Python CanvasXpress was developed as the core visualization component for bioinformatics and system

Dr. Todd C. Brett 5 Nov 07, 2022
The Timescale NFT Starter Kit is a step-by-step guide to get up and running with collecting, storing, analyzing and visualizing NFT data from OpenSea, using PostgreSQL and TimescaleDB.

Timescale NFT Starter Kit The Timescale NFT Starter Kit is a step-by-step guide to get up and running with collecting, storing, analyzing and visualiz

Timescale 102 Dec 24, 2022