Datasets:
bootstrap v0.1.0 from 473d5ad523da
Browse files- README.md +113 -3
- lcogs/lcogs1_access.parquet +3 -0
- lcogs/v_lcogs_latest.parquet +3 -0
- lcogs/v_lcogs_panel.parquet +3 -0
- lcogs/v_lcogs_summary.parquet +3 -0
- manifest.json +1377 -0
- source_tables/ans_cobertura.parquet +3 -0
- source_tables/bellwether_hospitals.parquet +3 -0
- source_tables/censo2022_saneamento.parquet +3 -0
- source_tables/cnes_professionals_raw.parquet +3 -0
- source_tables/frota_veiculos.parquet +3 -0
- source_tables/gdp.parquet +3 -0
- source_tables/idhm.parquet +3 -0
- source_tables/idhm_historical.parquet +3 -0
- source_tables/ifgf.parquet +3 -0
- source_tables/mobility.parquet +3 -0
- source_tables/municipalities.parquet +3 -0
- source_tables/national_indicators.parquet +3 -0
- source_tables/pipeline_log.parquet +3 -0
- source_tables/population.parquet +3 -0
- source_tables/sao_workforce.parquet +3 -0
- source_tables/sih_municipal.parquet +3 -0
- source_tables/sih_raw.parquet +3 -0
- source_tables/v_sao_annual.parquet +3 -0
README.md
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license: cc-by-4.0
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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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# ICSKG-BR: Index of Cities' Smartness & Knowledge for Global Surgery — Brazil
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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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**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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## Provenance
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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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## Totals
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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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## Tables by namespace
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### `lcogs/`
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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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### `source_tables/`
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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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## Loading
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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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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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# 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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## Citation
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If you use this dataset, please cite the project:
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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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Production Zenodo DOI will be minted at BMJ acceptance.
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## License
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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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lcogs/lcogs1_access.parquet
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version https://git-lfs.github.com/spec/v1
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oid sha256:7c1adda7007bf0017405c07ffb81aa3ab68b50bdad5df5ebbe3634a76f2388d1
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size 44546
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lcogs/v_lcogs_latest.parquet
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version https://git-lfs.github.com/spec/v1
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oid sha256:e170fe53153a14183c542466ccc611a60b938eb1a370a616c9736e9c4e90b4b7
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size 376098
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lcogs/v_lcogs_panel.parquet
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version https://git-lfs.github.com/spec/v1
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oid sha256:a11f79b8dfc1ab60ac8408881e37f3e3945bbb0c8c252901438db074250c5650
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size 2501506
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lcogs/v_lcogs_summary.parquet
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version https://git-lfs.github.com/spec/v1
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oid sha256:c3c061c4d607f32d6d6c648ab8ed52988c582b1eef20933f16221e011fd8b924
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size 1427946
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manifest.json
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