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Data Science · Mini Project

Social Sentiment Dashboard

Track opinion on a topic over time, with aspect breakdown

2 weeks build

Overview

Pick a topic, ingest posts about it, and watch sentiment move. Goes past positive-negative to aspect-based analysis — what people praise versus what they complain about — with trend charts, keyword clouds and spike detection tied back to the posts that caused them.

What makes it stand up

  • 01Aspect-based sentiment, not just one overall polarity score
  • 02Spike detection that surfaces the posts behind a swing
  • 03Works from a bundled dataset, so no paid API is required
  • 04Sarcasm and code-mixed text discussed honestly as limitations
  • 05Interactive dashboard with date filtering and drill-down

Module breakdown

  1. 01

    Ingestion

    Loading, cleaning and deduplicating posts.

  2. 02

    Analysis

    Transformer sentiment plus aspect extraction.

  3. 03

    Trends

    Time series, moving averages and spike detection.

  4. 04

    Dashboard

    Filters, charts and drill-down to source posts.

After this, you will be able to

  • Explain aspect-based sentiment versus plain polarity
  • Show a sentiment spike and name its cause
  • Discuss why sarcasm and Hinglish break the model

Technology stack

  • Python
  • Pandas
  • Transformers
  • Plotly
  • Streamlit

Complete kit

₹2,499₹4,399
-43%

Delivered in under 48 hours

Level
Mini Project
Domain
Data Science
Build time
2 weeks
Difficulty
Rating
4.6 / 5 · 238

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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