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+# Data Quality Report — BR/AR Government Services Merge (2023)
+
+- Generated: 2026-08-13T13:11:52.899819+00:00
+- Reference year: **2023**
+- Sources: **8**
+- Merged rows (after dedup): **123,561**
+- Exact duplicates removed: **1,704**
+- Meets 50 000 total target: **True**
+- All sources meet 10 000 rows: **True**
+
+## Per-source summary
+
+| source | country | domain | loaded | target-year | PII cols removed | duplicates removed* | meets 10k |
+|---|---|---|---|---:|---:|---:|---|
+| `toolathon123/br-transporte-bilhetagem-cartao` | BR | transit | 26,120 | 15,667 | 3 | - | True |
+| `toolathon123/br-saude-ambulatorio-consultas` | BR | health | 26,090 | 15,653 | 3 | - | True |
+| `toolathon123/br-assistencia-social-bolsa-familia` | BR | social_assistance | 26,080 | 15,641 | 3 | - | True |
+| `toolathon123/br-bibliotecas-emprestimos` | BR | library | 26,100 | 15,666 | 3 | - | True |
+| `toolathon123/ar-transporte-sube-tarjetas` | AR | transit | 26,120 | 15,677 | 3 | - | True |
+| `toolathon123/ar-salud-publica-turnos` | AR | health | 26,090 | 15,660 | 3 | - | True |
+| `toolathon123/ar-anses-asignaciones-sociales` | AR | social_assistance | 26,080 | 15,650 | 3 | - | True |
+| `toolathon123/ar-bibliotecas-prestamos` | AR | library | 26,100 | 15,651 | 3 | - | True |
+
+*duplicates are only counted on the concatenated dataset (content-level).
+
+## Schema conflicts across sources
+
+- none — all sources agree on dtypes
+
+## Final schema
+
+| column | dtype | missing % |
+|---|---|---:|
+| data_referencia | object | 0.0000 |
+| reference_year | int64 | 0.0000 |
+| municipio | object | 0.0000 |
+| region_code | object | 0.0000 |
+| region_name | object | 0.0000 |
+| country | object | 0.0000 |
+| country_name | object | 0.0000 |
+| categoria_servico | object | 0.0000 |
+| service_domain | object | 0.0000 |
+| service_unit | object | 0.0000 |
+| quantidade | int64 | 0.0000 |
+| valor_total | float64 | 0.0000 |
+| currency | object | 0.0000 |
+| source_dataset | object | 0.0000 |
+| source_row | int64 | 0.0000 |
+
+## Breakdowns
+
+- By country: {'BR': 61882, 'AR': 61679}
+- By domain: {'transit': 31200, 'health': 31200, 'social_assistance': 31200, 'library': 29961}