Statistical methods are a key part of of data science.This practical guide explains how to apply various statistical methods to data science, tells you how to avoid their misuse, and gives you advice on what's important and what's not.
This notes a TED talks about growth mindset, if there is one sentence to explain what is the growth mindset, I want to say it might be 'keep open and believe you can grow by practicing'. This books introduce us how this mindset can affect our decisions in daily life, career and even in commercial field. Read this book or watch this video and then throw away your fixed mindset.
OpenStreetMap (OSM) is a collaborative project to create a free editable map of the world. But there are many wrong and incomplete map information in this map. The goal of this project is to download one part of the map(here is Beijing) and then clean the map data for data analysis. In details, parse thoes data after downloading, and then audit and clean those map data, try to fix some data problems like wrong way names, wrong phone formats as well as cuisine names, etc.. Next the cleaned data was saved into database, and the a lot of interesting analysis can be done by using this database.
OpenStreetMap (OSM) is a collaborative project to create a free editable map of the world. But there are many wrong and incomplete map information in this map. The goal of this project is to download one part of the map(here is Beijing) and then clean the map data for data analysis. In details, parse thoes data after downloading, and then audit and clean those map data, try to fix some data problems like wrong way names, wrong phone formats as well as cuisine names, etc.. Next the cleaned data was saved into database, and the a lot of interesting analysis can be done by using this database.