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README.md CHANGED
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- ---
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- license: cc-by-4.0
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- ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ ---
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+ license: cc-by-4.0
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+ language:
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+ - pt
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+ - en
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+ pretty_name: ICSKG-BR Processed Data
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+ size_categories:
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+ - 10K<n<100K
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+ tags:
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+ - global-surgery
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+ - urban-development
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+ - brazil
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+ - epidemiology
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+ - lcogs
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+ - cimi
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+ - panel-data
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+ - datasus
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+ ---
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+
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+ # ICSKG-BR: Index of Cities' Smartness & Knowledge for Global Surgery — Brazil
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+
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+ Processed data layer for the ICSKG-BR longitudinal ecological panel study.
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+ Cross-references the IESE Cities in Motion Index (CIMI) urban development
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+ framework against Lancet Commission on Global Surgery (LCoGS) indicators
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+ across all 5,570 Brazilian municipalities (2015-2023).
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+
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+ **This dataset is currently private during the BMJ Global Health pre-submission
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+ window. It will become public (CC-BY-4.0) upon publication.**
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+
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+ ## Provenance
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+
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+ - Source code: https://github.com/matheus-rech/ICSKG
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+ - Dataset version: `v0.1.0`
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+ - Schema version: `1.0`
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+ - Generated at: `2026-04-07T15:07:40Z`
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+ - Source DuckDB: `icskg_br_export.duckdb` (sha256 `473d5ad523dab966`)
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+ - Compression: `zstd` level `6`
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+
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+ ## Totals
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+
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+ | Metric | Value |
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+ |---|---|
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+ | Tables | 22 |
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+ | Total rows | 19,987,298 |
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+ | Compressed size | 230.23 MB |
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+
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+ ## Tables by namespace
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+
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+ ### `lcogs/`
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+
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+ | Table | Rows | Columns | Size |
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+ |---|---|---|---|
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+ | `lcogs1_access` | 5,571 | 6 | 43.50 KB |
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+ | `v_lcogs_latest` | 5,570 | 30 | 367.28 KB |
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+ | `v_lcogs_panel` | 50,130 | 30 | 2442.88 KB |
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+ | `v_lcogs_summary` | 49,717 | 26 | 1394.48 KB |
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+
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+ ### `source_tables/`
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+
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+ | Table | Rows | Columns | Size |
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+ |---|---|---|---|
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+ | `ans_cobertura` | 5,594 | 6 | 60.58 KB |
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+ | `bellwether_hospitals` | 765 | 7 | 23.84 KB |
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+ | `censo2022_saneamento` | 5,570 | 4 | 47.88 KB |
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+ | `cnes_professionals_raw` | 218,461 | 6 | 129.47 KB |
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+ | `frota_veiculos` | 5,571 | 3 | 44.96 KB |
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+ | `gdp` | 50,130 | 4 | 418.16 KB |
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+ | `idhm` | 5,564 | 7 | 53.21 KB |
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+ | `idhm_historical` | 16,692 | 7 | 113.26 KB |
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+ | `ifgf` | 50,112 | 7 | 581.19 KB |
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+ | `mobility` | 5,535 | 3 | 35.73 KB |
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+ | `municipalities` | 5,571 | 12 | 154.55 KB |
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+ | `national_indicators` | 51 | 5 | 3.08 KB |
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+ | `pipeline_log` | 490 | 9 | 9.07 KB |
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+ | `population` | 50,130 | 3 | 207.30 KB |
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+ | `sao_workforce` | 49,753 | 8 | 383.22 KB |
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+ | `sih_municipal` | 50,170 | 8 | 442.42 KB |
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+ | `sih_raw` | 19,355,506 | 25 | 228794.05 KB |
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+ | `v_sao_annual` | 645 | 6 | 5.82 KB |
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+
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+ ## Loading
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+
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+ ```python
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+ from huggingface_hub import snapshot_download
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+ import duckdb
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+
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+ local = snapshot_download(
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+ repo_id='mmrech/icskg-br-processed',
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+ repo_type='dataset',
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+ revision='v0.1.0',
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+ allow_patterns=['**/*.parquet', 'manifest.json'],
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+ )
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+
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+ # Read the main panel directly:
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+ panel = duckdb.sql(f"SELECT * FROM '{local}/panel/municipal_health.parquet'").df()
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+ ```
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+
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+ ## Citation
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+
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+ If you use this dataset, please cite the project:
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+
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+ ```
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+ Rech, Matheus M. (2026). ICSKG-BR: Index of Cities' Smartness & Knowledge
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+ for Global Surgery — Brazil. https://github.com/matheus-rech/ICSKG
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+ ```
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+
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+ Production Zenodo DOI will be minted at BMJ acceptance.
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+
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+ ## License
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+
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+ Source data is public under Brazilian Lei de Acesso à Informação
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+ (Law 12.527/2011). This processed dataset is released under CC-BY-4.0
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+ after BMJ Global Health publication.
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