Available Datasets

GARUDA provides access to three primary data domains: Climate, Carbon, and Finance. All datasets are available via API and as downloadable Parquet files.

Climate Data

BMKG Climate Observations

Coverage: 100+ weather stations across Indonesia
Time Range: 2000–present (historical data available)
Update Frequency: Daily
Size: ~2.3 GB (2020–2024)

Schema:

• station_id (String) — BMKG station identifier
• timestamp (Timestamp) — Observation time (UTC)
• temperature_c (Float64) — Temperature in Celsius
• humidity_pct (Float64) — Relative humidity percentage
• precipitation_mm (Float64) — Precipitation in millimeters
• wind_speed_kmh (Float64) — Wind speed
• province (String) — Indonesian province
• island (String) — Island name (e.g., “Jawa”, “Sumatera”, “Kalimantan”)

Example Query:

SELECT
    province,
    AVG(temperature_c) as avg_temp,
    SUM(precipitation_mm) as total_precip
FROM climate_observations
WHERE timestamp > '2024-01-01'
GROUP BY province;

Carbon Data

Carbon Project Metadata

Coverage: 50+ registered carbon projects in Indonesia
Time Range: 2015–present
Update Frequency: Monthly
Status: Available in v0.3.0

Schema (Preview):

• project_id (String) — Unique project identifier
• project_name (String) — Project name
• project_type (String) — e.g., “forest conservation”, “renewable energy”
• province (String) — Project location
• vintage_start (Date) — Credit vintage start date
• vintage_end (Date) — Credit vintage end date
• credit_quantity (Int64) — Total credits issued
• credit_price_usd (Float64) — Market price

Finance Data

Indonesian Market Data

Coverage: Stock exchange, commodity prices, currency rates
Time Range: 2010–present
Update Frequency: Real-time (1-minute delay)
Status: Available in v0.3.0

Schema (Preview):

• timestamp (Timestamp) — Quote time
• symbol (String) — Ticker symbol
• price_idr (Float64) — Price in IDR
• volume (Int64) — Trading volume
• market (String) — Market name (IDX, commodity exchange, etc.)

Saka Calendar Reference

Coverage: Complete Saka Calendar mapping
Time Range: 2000–2050
Update Frequency: Static (annual updates)
Size: ~5 MB

Schema:

• gregorian_date (Date) — Gregorian calendar date
• saka_sasih (String) — Saka month name
• saka_pawukon (String) — Pawukon cycle
• saka_eka (Int32) — Eka (day of cycle)

Example Query:

SELECT
    c.timestamp,
    c.temperature_c,
    s.saka_sasih
FROM climate_observations c
JOIN saka_calendar s ON DATE(c.timestamp) = s.gregorian_date
WHERE c.province = 'Bali'
LIMIT 100;

Geographic Coverage

All datasets are partitioned by:

• Province — 34 Indonesian provinces
• Island — 17,000+ islands grouped into major islands (Jawa, Sumatera, Kalimantan, Sulawesi, Papua, Nusa Tenggara, Maluku)

Query by geographic hierarchy:

SELECT * FROM climate_observations
WHERE island = 'Jawa' AND province = 'Jawa Barat';

Data Quality

All datasets undergo quality checks:

• Completeness: >95% non-null values per column
• Consistency: Schema validation on ingestion
• Timeliness: Updates within 24 hours of source publication

Quality metrics are available via the /data-quality endpoint (v0.3.0+).

Access & Licensing

• Free Tier: Open Parquet downloads (CC BY 4.0)
• Developer+: API access with rate limits
• Enterprise: Custom data ingestion and SLA

See Pricing for details.

Coming Soon (v0.3.0)

• Interactive data catalog with coverage maps
• Data quality dashboards
• Custom data ingestion for enterprise customers
• Advanced analytics (reversal risk scoring, climate correlation)