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Data Science · Mini Project

Personal Finance Analytics

Statement parsing, auto-categorisation and spend forecasting

1-2 weeks build

Overview

Upload a bank statement and get a full financial picture. Transactions are parsed and auto-categorised, recurring subscriptions are detected, and a time-series model forecasts next month of spending with confidence bands.

What makes it stand up

  • 01PDF and CSV statement parsers for common bank formats
  • 02Rule plus machine-learning hybrid transaction categorisation
  • 03Recurring-payment detection from interval clustering
  • 04Forecast with uncertainty intervals
  • 05Budget goals with overspend alerts

Module breakdown

  1. 01

    Ingestion

    Statement parsing and schema normalisation.

  2. 02

    Categorisation

    Merchant rules plus a trained fallback classifier.

  3. 03

    Insights

    Category trends, top merchants and anomalies.

  4. 04

    Forecasting

    Seasonality-aware spend prediction.

  5. 05

    Reporting

    Monthly PDF summary export.

After this, you will be able to

  • Explain seasonality and trend decomposition
  • Justify your categorisation accuracy
  • Show insights on your own real statement

Technology stack

  • Python
  • Pandas
  • Prophet
  • Streamlit
  • Plotly
  • SQLite

Complete kit

₹2,299₹3,999
-43%

Delivered in under 48 hours

Level
Mini Project
Domain
Data Science
Build time
1-2 weeks
Difficulty
Rating
4.5 / 5 · 198

You receive

  • Complete, commented source code
  • 60-90 page project report (IEEE format)
  • Editable presentation deck
  • Architecture, ER and UML diagrams
  • Local setup and deployment guide
  • Sample dataset or seed data
  • Viva question bank with answers
  • One 45-minute walkthrough call
  • 30 days of doubt-clearing support
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