A repository with scraping code and soccer dataset from understat.com.

Overview

UNDERSTAT - SHOTS DATASET

As many people interested in soccer analytics know, Understat is an amazing source of information. They provide Expected Goals (xG) stats for every shot taken in the top 5 leagues in Europe, as well as the Russian league.

After watching an awesome tutorial by McKay Johns (great channel btw, loads of resources for beginners in soccer analytics), I decided to write some code to scrape all the shots data available at Understat. As a consequence I managed to generate this dataset, containing shots data of season 2014/2015, up to every match played in the 2020/2021 season, for the top division on the following countries:

England - EPL

Spain - La Liga

Germany - Bundesliga

Italy - Serie A

France - Ligue 1

Russia - RFPL

Besides shots data, I also managed to scrape very detailed season stats on every single player that took part in these matches.

The datasets have been split into folders for every league, so every folder has 7 .csv files for shots data and 7 .csv files for players data (1 for every season since 14/15). The full dataset, with every league and season combined is also available at the "datasets" folder. I plan on updating the datasets everyday, but I also uploaded the Python code that generates and updates the datasets. Feel free to play with it and suggest improvements (hit me up on twitter). To update it by yourself, just save "scraping" and "datasets" on the same folder, run Python with this folder as the current working directory and then run the update.py script, that is located in "scraping".

Most of the columns in the datasets are pretty straightforward, but some aren't. So I uploaded a couple of .pdf files in "documentation", explaining every column.

Owner
douglasbc
proper data analyst by day and aspiring sports data scientist by night
douglasbc
A simple django-rest-framework api using web scraping

Apicell You can use this api to search in google, bing, pypi and subscene and get results Method : POST Parameter : query Example import request url =

Hesam N 1 Dec 19, 2021
DaProfiler allows you to get emails, social medias, adresses, works and more on your target using web scraping and google dorking techniques

DaProfiler allows you to get emails, social medias, adresses, works and more on your target using web scraping and google dorking techniques, based in France Only. The particularity of this program i

Dalunacrobate 347 Jan 07, 2023
Web Content Retrieval for Humans™

Lassie Lassie is a Python library for retrieving basic content from websites. Usage import lassie lassie.fetch('http://www.youtube.com/watch?v

Mike Helmick 570 Dec 19, 2022
Script used to download data for stocks.

This script is useful for downloading stock market data for a wide range of companies specified by their respective tickers. The script reads in the d

Carmelo Gonzales 71 Oct 04, 2022
An arxiv spider

An Arxiv Spider 做为一个cser,杰出男孩深知内核对连接到计算机上的硬件设备进行管理的高效方式是中断而不是轮询。每当小伙伴发来一篇刚挂在arxiv上的”热乎“好文章时,杰出男孩都会感叹道:”师兄这是每天都挂在arxiv上呀,跑的好快~“。于是杰出男孩找了找 github,借鉴了一下其

Jie Liu 11 Sep 09, 2022
Instagram_scrapper - This project allow you to scrape the list of followers, following or both from a public Instagram account, and create a csv or excel file easily.

Instagram_scrapper This project allow you to scrape the list of followers, following or both from a public Instagram account, and create a csv or exce

Lakhdar Belkharroubi 5 Oct 17, 2022
Jobinja.ir jobs scraper.

Jobinja.ir Dataset Introduction This project is a simple web scraper that scraps pages of jobinja.ir concurrently and writes and update (if file gets

Iman Kermani 3 Apr 15, 2022
News, full-text, and article metadata extraction in Python 3. Advanced docs:

Newspaper3k: Article scraping & curation Inspired by requests for its simplicity and powered by lxml for its speed: "Newspaper is an amazing python li

Lucas Ou-Yang 12.3k Jan 07, 2023
A Happy and lightweight Python Package that searches Google News RSS Feed and returns a usable JSON response and scrap complete article - No need to write scrappers for articles fetching anymore

GNews 🚩 A Happy and lightweight Python Package that searches Google News RSS Feed and returns a usable JSON response 🚩 As well as you can fetch full

Muhammad Abdullah 273 Dec 31, 2022
Proxy scraper. Format: IP | PORT | COUNTRY | TYPE

proxy scraper 🔎 Installation: git clone https://github.com/ebankoff/proxy_scraper Required pip libraries (pip install library name): lxml beautifulso

Eban'ko 19 Dec 07, 2022
An automated, headless YouTube Watcher and Scraper

Searches YouTube, queries recommended videos and watches them. All fully automated and anonymised through the Tor network. The project consists of two independently usable components, the YouTube aut

44 Oct 18, 2022
Open Crawl Vietnamese Text

Open Crawl Vietnamese Text This repo contains crawled Vietnamese text from multiple sources. This list of a topic-centric public data sources in high

QAI Research 4 Jan 05, 2022
NASA APOD Discord Bot - Fetches information from NASA APOD site.

NASA APOD Discord Bot - Fetches information from NASA APOD site.

Astronomy Club IITK 4 Apr 23, 2022
download NCERT books using scrapy

download_ncert_books download NCERT books using scrapy Downloading Books: You can either use the spider by cloning this repo and following the instruc

1 Dec 02, 2022
Telegram group scraper tool

Telegram Group Scrapper

Wahyusaputra 2 Jan 11, 2022
Audio media crawler for lbry.

Audio media crawler for lbry. Requirements Python 3.8 Poetry 1.1.7 Elasticsearch 7.14.0 Lbry-sdk 0.99.0 Development This project uses poetry as a depe

Hound.fm 4 Dec 03, 2022
Luis M. Capdevielle 1 Jan 14, 2022
Web scrapper para cotizar articulos

WebScrapper Este web scrapper esta desarrollado en python 3.10.0 para buscar en la pagina de cyber puerta articulos dentro del catalogo. El programa t

Jordan Gaona 1 Oct 27, 2021
A python script to extract answers to any question on Quora (Quora+ included)

quora-plus-bypass A python script to extract answers to any question on Quora (Quora+ included) Requirements Python 3.x

Nitin Narayanan 10 Aug 18, 2022
一款利用Python来自动获取QQ音乐上某个歌手所有歌曲歌词的爬虫软件

QQ音乐歌词爬虫 一款利用Python来自动获取QQ音乐上某个歌手所有歌曲歌词的爬虫软件,默认去除了所有演唱会(Live)版本的歌曲。 使用方法 直接运行python run.py即可,然后输入你想获取的歌手名字,然后静静等待片刻。 output目录下保存生成的歌词和歌名文件。以周杰伦为例,会生成两

Yang Wei 11 Jul 27, 2022