Data Science portfolio project analyzing civic and democratic indicators in Tanzania using Python, SQL, SQLite, and survey data.
# Tanzania Civic Insights
## Comparative Analysis of Civic and Democratic Indicators in Tanzania
**Tanzania Civic Insights** is an end-to-end Data Science portfolio project analyzing selected civic and democratic indicators using national survey data from Tanzania.
The project demonstrates a reproducible workflow covering **data preparation, exploratory analysis, statistical summaries, demographic comparisons, regional analysis, SQL analytics, data visualization, dashboard development, and technical reporting**.
The analysis covers **2,400 survey respondents, 374 original variables, and 31 regions**, with selected comparisons across national, gender, education, and regional dimensions.
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## π Quick Access
| Resource | Link |
| -------------------- | -------------------------------------------------------------------------------------------------------------- |
| π **Live Demo** | Open Tanzania Civic Insights |
| π» **Source Code** | View GitHub Repository |
| π **Dashboard** | View Dashboard Files |
| π **Notebook** | View Analysis Notebook |
| ποΈ **SQL Analysis** | View SQL Scripts |
| π **Report** | View Project Report |
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## π Project at a Glance
| Component | Details |
| ------------------------ | -------------------------------- |
| **Project** | Tanzania Civic Insights |
| **Domain** | Civic & Democratic Data Analysis |
| **Respondents** | 2,400 |
| **Original Variables** | 374 |
| **Regions Analyzed** | 31 |
| **Civic Indicators** | 5 |
| **Programming Language** | Python |
| **Database** | SQLite β¦