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icc-t20-wc-analysis's Introduction

ICC T20 WC Analysis

Project Overview

This project is designed to leverage data analytics techniques to determine the optimal playing 11 for a cricket tournament. The process involves web scraping data from ESPN Cricinfo, transforming this data using Python and Pandas, and creating interactive dashboards in Power BI for insightful visualizations.

Steps

Web Scraping Data from ESPN Cricinfo

  • Employed the third-party web scraper "Bright Data" to collect comprehensive information from ESPN Cricinfo, including match data, results, player batting statistics, and bowling statistics.
  • Stored the collected data in JSON format for subsequent processing.

Data Transformation and Conversion

  • Utilized Python and Pandas to convert the JSON data into CSV format.
  • Ensured the data was prepared in a format compatible with Power BI, facilitating the process of table joins.

Power BI Dashboard Creation

  • Used Power Query in Power BI to further clean and transform the data for analysis.
  • Developed dynamic dashboards featuring interactive charts and visualizations, highlighting key metrics such as power hitters, middle-order batsmen, and bowlers.
  • These dashboards offered valuable insights into player performance, team strengths, and potential areas for improvement.

Technologies Used

  • Web Scraping: Bright Data (Third-party Web Scraper)
  • Programming Language: Python
  • Data Manipulation: Pandas
  • Data Visualization: Power BI

Output

d2 d3 d4 d5 d6 d1

icc-t20-wc-analysis's People

Contributors

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