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electricsheepafrica/african-textile-garment-production

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Hugging Face2026-04-03 更新2026-03-29 收录
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--- license: cc-by-4.0 tags: - manufacturing - textile - garment - agoa - sub-saharan-africa - synthetic - fashion pretty_name: African Textile & Garment Production size_categories: - 10K<n<100K task_categories: - tabular-regression - tabular-classification --- # African Textile & Garment Production Dataset Synthetic panel dataset of textile and garment manufacturing across eight Sub-Saharan African countries. ## Overview | Property | Value | |---|---| | Countries | Ethiopia, Kenya, Madagascar, Mauritius, South Africa, Nigeria, Lesotho, Tanzania | | Years | 2015–2025 | | Scenarios | baseline, agip_grow, global_downturn | | Records per scenario | ~80,000 (10,000 per country) | | Total records | ~240,000 | | License | CC-BY-4.0 | ## Variables | Variable | Type | Description | |---|---|---| | `record_id` | string | Unique UUID | | `country` | string | Country name | | `year` | int | Production year (2015–2025) | | `factory_id` | string | Factory identifier | | `product_type` | string | woven / knit / denim / garment | | `production_volume_units` | int | Units produced | | `capacity_utilization_pct` | float | Capacity utilization (0–100) | | `export_orders_pct` | float | Share of orders for export (0–100) | | `workforce_size` | int | Number of workers | | `average_wage_usd` | float | Average monthly wage (USD) | | `compliance_audit_score` | float | Social/compliance audit score (0–100) | | `lead_time_days` | int | Order-to-delivery lead time | | `defect_rate_pct` | float | Product defect rate | | `export_destination` | string | US / EU / Regional | | `investment_usd` | float | Annual capital investment (USD) | | `local_content_pct` | float | Local raw-material content (0–100) | | `scenario` | string | Scenario label | ## Scenarios - **baseline** — Historical trend continuation. - **agip_grow** — Africa Growth & Integration Programme: 8–20% capacity and export uplift per country, reflecting AGOA and AfCFTA policy expansion. - **global_downturn** — External demand shock: 20–30% contraction in capacity utilization and exports. ## Key Design Notes - Ethiopia Hawassa Industrial Park factories are modelled at ~60% mean capacity utilization, reflecting real-world ramp-up constraints. - AGOA beneficiary country export shares to the US are elevated (40–60%) vs non-beneficiaries. - Lesotho is weighted toward denim production. - Mauritius has the highest wages and compliance scores, reflecting its mature EPZ ecosystem. - Nigeria has the lowest capacity utilization and export share, reflecting infrastructure challenges. ## Files ``` data/ baseline.csv agip_grow.csv global_downturn.csv all_scenarios.csv generate_dataset.py validate_dataset.py requirements.txt ``` ## Usage ```python from datasets import load_dataset ds = load_dataset("electricsheepafrica/african-textile-garment-production") ``` ## Reproduction ```bash pip install -r requirements.txt python generate_dataset.py python validate_dataset.py ``` ## Citation ```bibtex @dataset{african_textile_garment_production_2026, title={African Textile & Garment Production Dataset}, author={Electric Sheep Africa}, year={2026}, license={cc-by-4.0} } ```
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