NukeriSimple/NDTA-Group-Assignment-Analyzing-gender-inequality-in-South-Africa

# 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 …