Data Science
Personal Finance Analytics
Statement parsing, auto-categorisation and spend forecasting
- Python
- Pandas
- Prophet
- Streamlit
- +2
Data Science · Mini Project
State-wise unemployment trends and the effect of the COVID lockdown
Overview
Uses the public Unemployment in India dataset on Kaggle, drawn from CMIE surveys, to study unemployment rate, labour participation and employment across states and between rural and urban areas. The analysis zooms in on the 2020 lockdown months, compares states before and after, and presents the findings as choropleth maps and sunburst charts.
What makes it stand up
Module breakdown
Normalises column names, dates and state labels.
Summary statistics and correlation heatmap.
Compares monthly rates before and during 2020.
Region and state rankings with rural and urban splits.
Plotly maps, sunbursts and animated timelines.
After this, you will be able to
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Data Science
Statement parsing, auto-categorisation and spend forecasting