NukeriSimple/NDTA-Group-Assignment-Analyzing-gender-inequality-in-South-Africa
Domain:
socioeconomicCreator:
Nuk
Host:
# Gender Equality and Social Inclusion in South Africa
### NDTA 631 – Data Analysis and Visualisation | Group Assignment 2026
A complete data analysis and visualisation pipeline built on two South African datasets
from the World Bank Open Data (data360) platform:
- **IMF Gender Equality** (1990–2013) — Gender Development Index (GDI) and Gender
Inequality Index (GII)
- **EQOSOGI** (2021 snapshot) — Equality of Opportunity for Sexual and Gender Minorities,
six equality/inclusion indicator scores
Together they tell one story: how gender equality in South Africa has changed over the
long run (IMF), and where equality of opportunity currently stands across specific policy
areas (EQOSOGI).
Full write-up: see `report/6. Report & Demo.pdf`.
---
## Group Members
| Full Name | Student Number |
|---|---|
| _[SIMPLE NUKERI]_ | _[202400163]_ |
| _[KARABO KHESWA]_ | _[202400758]_ |
| _[LETHABO MOKGWELA]_ | _[202404428]_ |
| _[MOTHELO MALAKA]_ | _[202227794]_ |
| _[THANDOLWETHU DLAMINI]_ | _[202472050]_ |
| _[BOITUMELO MOKGALAKA]_ | _[202415999]_ |
**Examiner:** Melvin Kisten · **Due date:** 24 August 2026
---
## Repository Structure
```
.
├── README.md
├── requirements.txt
├── data/
│ └── clean/ # cleaned, South-Africa-only outputs
│ ├── South_Africa_EQOSOGI_Clean.csv
│ ├── South_Africa_IMF_Gender_Equality_Clean.csv
│ ├── reshaped_imf_output.csv
│ └── reshaped_eq_output.csv
├── database/
│ └── south_africa_gender_equality.db # built by 04_Database_Integration.ipynb
├── excel/
│ └── Q5_Data_Analysis.xlsx
├── notebooks/
│ ├── 01_DataPreparation.ipynb # Q1 – cleaning, missing values, stats
│ ├── 02_Numerical_Analysis.ipynb # Q2 – NumPy arrays, reshaping, matrix ops
│ ├── 03_Visualisation.ipynb # Q3 – line, bar, scatter charts
│ ├── 04_Database_Integration.ipynb # Q4 – SQLite build, query, update, delete
│ └── 05_Question_5_Data_Analysis.ip …