DataScrapingEkstraklasa

several program that allows to scrape data about football league Ekstraklasa. Data such as players, teams, matches and stuff like that. Data are scraped from polish website meczyki.pl

Description Scraping

This is my school project for subject named data analysis and visualization. In the beginning i have collected data from polish website meczyki.pl. Collected data are divided into four files:

• Stats.csv Information about statistics like ball possession, goal attempts and so on.

view from website:

view of scraped data:

• Summary.csv Information about all things that occured during match.

view from website:

view of scraped data:

• Teams.csv Information lineup with starting lineup and substitutes

view from website:

view of scraped data:

• PlayerList.csv Information about all players

view from website:

view of scraped data:

Description Analysis

In this project i am attempting to create several interactive dashboards.

Already i have created two of them.

First one is simple histogram representing goals statistics:

Second one show specific statistics about chosen team:

Filters:

Cumulative goals graph

Ball Possesion

All shots, and shots on target

Fauls, yellow cards and free kick

Each stat divided by player position

Scored goals divided by leg

Summed up stats

Tabel with all players

Description Summary

There are total of 3 scripts written using Python. Two dedicated for scraping, and third for data analysis.

Getting Started

Dependencies

For scraping I am using Python -> Jupyter Notebook and libraries:

• pandas
• numpy
• requests
• bs4 (BeautifulSoup)
• datetime

For data analysis I am using Python -> JupyterLab and libraries:

• pandas
• dash
• plotly
• dash
• dash_html_components
• dash_core_components
• dash_bootstrap_components
• jupyter_dash

Authors

Michał Sir