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Education Funding: FUNDEB3 months ago
Overview | FUNDEB Distribution | Funding sources | Downloading distribution data | Available years | Data structure | Example analysis: Monthly transfers by source | Example analysis: Comparing states | FUNDEB Enrollment | Downloading enrollment data | Example analysis: Enrollment by education type | Example analysis: Urban vs rural enrollment | Combining distribution and enrollment
Mapping education indicators with geobr3 months ago
IDEB by state | IDEB by municipality | Zooming into a single state | Comparing IDEB editions over time | Next steps
Higher and Graduate Education: Census, ENADE, IDD, CPC, IGC, and CAPES3 months ago
Higher Education Census | Available data types | Downloading data | Available years | Exploring ZIP contents | Example analysis: Institutions by administrative type | ENADE - National Student Performance Exam | Downloading ENADE data | Data structure | Example analysis: Score distribution | IDD - Value-Added Indicator | Downloading IDD data | Example analysis: Value-added by institution type | CPC - Preliminary Course Concept | Downloading CPC data | Example analysis: Course quality distribution | IGC - General Courses Index | Downloading IGC data | Example analysis: Institution quality | CAPES - Graduate Education Data | Downloading CAPES data | Example analysis: Graduate programs by knowledge area | Combining quality indicators
Basic Education Assessments: SAEB, ENCCEJA, and ENEM by School3 months ago
SAEB - Basic Education Assessment System | Available data types | Downloading SAEB data | Available years | Example analysis: Score distribution | ENCCEJA - Youth and Adult Education Certification | Downloading ENCCEJA data | Example analysis: Participation by state | ENEM by School (2005-2015) | Downloading the data | Data structure | Example analysis: School performance trends
Which municipalities improved the most in IDEB?3 months ago
Downloading IDEB data | Calculating IDEB improvement | Top 20 municipalities by absolute improvement | Distribution of improvement by state | IDEB trajectory for selected municipalities | Municipalities that declined
How to compare CPC indicators between public and private institutions?3 months ago
Downloading CPC data | Identifying public vs private institutions | CPC score distribution by sector | Average CPC by sector and knowledge area | Combining with IGC for institutional view
What does school infrastructure look like across Brazil?3 months ago
Downloading School Census data | Overview: key infrastructure indicators | Infrastructure by administrative type | Regional inequality | Urban vs rural schools | Accessibility features | Internet access by state
How has ENEM performance evolved by state?3 months ago
Downloading ENEM data for multiple years | Average math score by state and year | Score gap between regions | All five scores compared
Getting Started with educabR3 months ago
Installation | Configuring Cache | IDEB - Basic Education Development Index | Available years and levels | Downloading IDEB data | Data structure | Example analysis: Average IDEB by state | IDEB historical series | ENEM - National High School Exam | Downloading ENEM data | Performance analysis | Item response data | School Census | Downloading Census data | Analysis: Schools by administrative type | Analysis: School infrastructure | Best practices | 1. Set a permanent cache | 2. Use samples for exploration | 3. Filter by state after downloading | 4. Monitor memory usage | Data dictionary | Known issues | Contributing
Introduction to healthbR5 months ago
Overview | Getting started | VIGITEL -- Chronic disease risk factors | PNS -- National Health Survey | PNAD Continua -- Household survey supplements | POF -- Food security and nutrition | Censo -- Population denominators | SIM -- Mortality data | SINASC -- Live births | SIH -- Hospital admissions | SIA -- Outpatient procedures | SINAN -- Notifiable diseases | CNES -- Health facility registry | SI-PNI -- Vaccination data | SISAB -- Primary care coverage | ANS -- Supplementary health | ANVISA -- Medicines and pharmacovigilance | Caching | Parallel downloads | Combining modules | Additional resources
Analyzing Health Data from POF with healthbR5 months ago
Overview | Getting started | Check available editions | Survey information | List available registers | Explore variables | Food Security Analysis (EBIA) | Download domicilio data | EBIA classification | Create EBIA categories | Weighted estimates with survey design | EBIA by region (UF) | Food Consumption Analysis | Download food consumption data | Key variables | Average caloric intake | Health Expenses | Download expense data | Filter health expenses | Combining registers | Comparing editions | Cache management | Additional resources
Chronic Disease Risk Factors from VIGITEL with healthbR5 months ago
Overview | Getting started | Check available years | Survey information | Downloading data | All years at once | Specific years | Select variables | Data format | Exploring variables | Data dictionary | Search variables | Example: Smoking prevalence over time | Example: Obesity by capital city | Cache and performance | Lazy evaluation | Further reading
DATASUS Modules: SIM, SINASC, SIH, SIA, SINAN, CNES, SI-PNI, and SISAB5 months ago
Overview | Getting started | Common helper functions | SIM -- Mortality | Basic download | Filter by cause of death | Key variables | Example: deaths by cause chapter | SINASC -- Live births | Filter by congenital anomaly | Example: birth weight distribution | SIH -- Hospital admissions | The month parameter | Filter by diagnosis | Example: admissions by diagnosis chapter | SIA -- Outpatient production | File types | Filter by procedure and diagnosis | Key variables (PA type) | Example: production by procedure group | SINAN -- Notifiable diseases | Available diseases | Filtering by state | Example: confirmed dengue by month | CNES -- Health facility registry | Key variables (ST type) | Example: facility types in a state | SI-PNI -- Vaccination data | Key variables (DPNI) | Key variables (CPNI) | Example: doses by vaccine | Cross-module analyses | Mortality rate (SIM + Census) | Live births to deaths ratio (SINASC + SIM) | Hospital vs. outpatient care (SIH + SIA) | Cache and performance | Automatic caching | Cache management | Tips for managing downloads | Additional resources
Health Data from PNAD Continua with healthbR5 months ago
Overview | Getting started | Module information | Available modules and years | Downloading data | Basic download | Select variables | Multiple years | Exploring variables | Survey design | Example: Disability prevalence | Example: Housing sanitation over time | Example: Primary health care access | Cache and performance | Further reading
Health Facility Registry with CNES5 months ago
Overview | File types | Getting started | Check available years | Module information | Downloading data | Basic download (establishments) | Hospital beds | Health professionals | Month parameter | Selecting variables | Key variables (ST type) | Using the dictionary | Joining dictionary labels | Example: SUS-linked facilities by type | Example: hospital beds per capita | Example: tracking facility counts over time | Download tips | Smart type parsing | Cache management | Additional resources
Hospital Admissions from SIH with healthbR5 months ago
Overview | Getting started | Check available years | Module information | Downloading data | Basic download | Specific months | Filter by diagnosis | Select variables | Key variables | Data dictionary | Explore variables | Example: Hospital mortality by diagnosis chapter | Example: Hospitalization costs | Example: Seasonal patterns | Smart type parsing | Cache and lazy evaluation | Further reading
Live Birth Data from SINASC with healthbR5 months ago
Overview | Getting started | Check available years | Module information | Downloading data | Basic download | Multiple states and years | Filter by congenital anomaly | Select variables | Key variables | Data dictionary | Explore variables | Example: Low birth weight by state | Example: Cesarean rates over time | Example: Teen pregnancy | Smart type parsing | Cache and lazy evaluation | Further reading
Mortality Data from SIM with healthbR5 months ago
Overview | Getting started | Check available years | Module information | Downloading data | Basic download (one state, one year) | Multiple states and years | All states (default) | Filter by cause of death | Select variables | Age decoding | Key variables | Data dictionary | Explore variables | Example: Mortality by cause chapter | Example: Age-specific mortality rate | Smart type parsing | Cache and lazy evaluation | Further reading
National Health Survey (PNS) with healthbR5 months ago
Overview | Getting started | Check available years | Survey information | Thematic modules | Microdata access | Download microdata | Explore variables | SIDRA tabulated data | Discover available tables | Query a SIDRA table | Geographic levels | Example: Chronic disease prevalence by state | Example: Health service access from microdata | Cache and performance | Further reading
Notifiable Disease Surveillance with SINAN5 months ago
Overview | Getting started | Check available years | Module information | Exploring diseases | Downloading data | Basic download (dengue, single year) | Multiple years | Selecting variables | Exploring variables | Filtering by state | Key variables | Using the dictionary | Preliminary vs. final data | Example: confirmed dengue cases by month | Example: tuberculosis by sex and age group | Example: incidence rate with Census denominators | Smart type parsing | Cache management | Additional resources
Outpatient Production Data from SIA with healthbR5 months ago
Overview | Getting started | Check available years | Module information | File types | Downloading data | Basic download (PA type) | Specific type | Specific months | Filter by procedure | Filter by diagnosis | Select variables | Key variables (PA type) | Data dictionary | Explore variables | Example: Top procedures by volume | Example: Outpatient spending by diagnosis | Example: Chemotherapy APAC records | Smart type parsing | Cache and lazy evaluation | Further reading
Primary Care Coverage with SISAB5 months ago
Overview | Report types | Geographic levels | Getting started | Check available years | Module information | Basic download | APS coverage by state (default) | Full year | Other report types | Oral health coverage | Community health agents | PNS coverage | National total | By region | By state (default) | By municipality | Filtering by state and month | Exploring variables | Example: APS coverage by state | Example: coverage trends over time | Example: municipal-level analysis | Differences from other modules | Cache management | Additional resources
Supplementary Health Data with ANS5 months ago
Overview | Data types | Getting started | Check available years | Module information | Beneficiaries | Basic download | Multiple months and states | Selecting variables | Key variables | Consumer complaints (NIP) | Financial statements | Operator registry | Exploring variables | Example: beneficiaries by state and plan type | Example: complaints by subject and operator | Example: operator financial health | Example: combining ANS with SUS data | Parameter routing | Lazy evaluation | Cache management | Differences from DATASUS modules | Additional resources
Vaccination Data with SI-PNI5 months ago
Overview | Data sources comparison | Getting started | Check available years | Module information | FTP path: doses applied (DPNI) | Key variables (DPNI) | Using the dictionary | FTP path: vaccination coverage (CPNI) | Key variables (CPNI) | CSV path: individual-level microdata (2020+) | Key variables (CSV microdata) | Exploring variables | Month parameter for CSV data | Example: vaccine doses by immunobiological (FTP) | Example: coverage trends over time | Example: individual-level analysis (2020+) | Mixed year requests | Download tips | Smart type parsing | Cache management | Additional resources
Health Surveillance Data with ANVISA5 months ago
Overview | Data types | Snapshot types (12) | Time-series types (2) | Product registrations | Medicines | Medical devices | Food and cosmetics | Select specific variables | Pesticides | Post-market surveillance | Hemovigilance | Technovigilance | Pharmacovigilance (VigiMed) | SNGPC -- Controlled substance sales | Industrialized medicines | Multiple months | Compounded medicines | Lazy evaluation for large queries | Exploring variables | Caching | Module information
Population Denominators from the Census with healthbR5 months ago
Overview | Getting started | Check available years | Survey information | Population by state | Population by sex | Age pyramids | Population by race/color | Intercensitary estimates | Example: calculating a mortality rate | Exploring Census tables | Custom SIDRA queries | Historical comparisons