Mid Atlantic Cricket Conference (MACC) 2022 Players Statistics

Overview: Statistics of players in MACC league 2022.
Data: 2022
Notes: Renamed columns with meaningful names. Improved data quality by correcting duplicate player names.
Future Improvements: Add historical data to see trends and include other datasets such as player health, food habits, practice hours, weather etc to predict performance.



Yearly Expenses Summary Dashboard

Overview: Provides insights into where the money was spent and which quarter/month has the highest expenses. Expenditure can be seen by year/month.
Data: 2021 and 2022
Notes: Dataset was stored in SQL Server and connected through PowerBI. Removed unwanted columns and renamed with meaningful names. Expenditure category was streamlined to combine all returns into one category and easy readability.
Future Improvements: Add historical data to see trends and expense patterns.



Python Data Visualization Examples

Overview: Basic sample visualization examples
Data: 2019 General Social Survey (https://gss.norc.org/)
Notes: Renamed columns with meaningful names. Reordered categories for better readability.
Future Improvements: Add context and descriptions to plots. Provide better axes titles.

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Qualitative Text Analysis using Natural Language Processing

Coming soon.....