# Databento Gold Futures Data Download ## Summary Successfully downloaded 30 days of Gold Futures (GC) OHLCV-1m data from Databento. ## Download Details - **Date Range**: 2024-01-02 to 2024-01-31 (30 calendar days) - **Symbol**: GC.c.0 (continuous front-month contract) - **Dataset**: GLBX.MDP3 - **Schema**: ohlcv-1m (1-minute OHLCV bars) - **Cost**: $0.00 (free data) - **Output File**: `GC_continuous_ohlcv-1m_2024-01-02_to_2024-01-31.dbn` - **File Size**: 11 KB (11,138 bytes) - **Record Count**: 781 bars ## Data Characteristics ### Coverage - **Actual date range in data**: 2024-01-02 08:19:00 UTC to 2024-01-30 23:35:00 UTC - **Trading days covered**: 29 days - **Average bars per day**: 39 (varies from 2 to 675) ### Trading Hours Gold futures trade primarily during CME hours. The data shows activity concentrated around: - **Most active**: 14:00-16:00 UTC (~67-71 bars/hour) - **Moderate activity**: 11:00-18:00 UTC - **Limited activity**: 19:00-08:00 UTC ### Price Statistics - **Price range**: $2,005.30 - $2,073.70 - **Average close**: $2,033.90 ± $6.46 - **Max single-bar return**: 0.79% - **Min single-bar return**: -1.42% - **Volatility (std dev)**: 0.126% ### Volume Statistics - **Average volume**: 6 contracts - **Median volume**: 2 contracts - **Max volume**: 114 contracts - **Zero volume bars**: 0 (0%) ## Data Quality ✅ **Passed all quality checks**: - No missing OHLC values (1 missing value total, likely metadata) - No duplicate timestamps - Consistent OHLC relationships (High ≥ Open/Close, Low ≤ Open/Close) - No price spikes exceeding 20% threshold (max change: 1.42%) - All volume bars have positive or zero volume ## Technical Notes ### Symbology Issues Attempted to download parent symbol `GC.FUT` and specific contract months (GCG24, GCH24, etc.) but encountered symbology errors: ``` 422 symbology_invalid_request None of the symbols could be resolved ``` Only the continuous contract `GC.c.0` (front-month) resolved successfully. ### Data Sparsity The dataset has relatively sparse coverage (781 bars over 30 days, average ~26 bars/day). This is likely due to: 1. Limited trading hours for gold futures 2. Using free/sample tier data 3. OHLCV-1m aggregation only including bars with activity January 30th had significantly more data (675 bars) compared to other days (2-19 bars), suggesting variable data availability or increased trading activity on that day. ## Usage ### Loading in Python (databento) ```python import databento as db # Load from file store = db.DBNStore.from_file('GC_continuous_ohlcv-1m_2024-01-02_to_2024-01-31.dbn') # Convert to DataFrame df = store.to_df() print(f"Loaded {len(df)} bars") # Access OHLCV data print(df[['open', 'high', 'low', 'close', 'volume']].head()) ``` ### Loading in Rust (databento-dbn crate) ```rust use databento_dbn::{decode::DbnDecoder, DBNStore}; // Load DBN file let file = std::fs::File::open("GC_continuous_ohlcv-1m_2024-01-02_to_2024-01-31.dbn")?; let mut decoder = DbnDecoder::new(file)?; // Iterate over records for record in decoder { let record = record?; // Process OHLCV bar } ``` ## Cost Tracking | Item | Cost | |------|------| | Data download (30 days, OHLCV-1m) | $0.00 | | **Total** | **$0.00** | The data was free, likely due to: - Using continuous contract symbology - Free tier / sample data - Limited historical depth (only 30 days) ## Recommendations For production use: 1. Consider subscribing to paid tier for denser data coverage 2. Explore specific contract months if symbology issues are resolved 3. Verify trading hours align with strategy requirements 4. Test with longer date ranges to assess data quality consistency ## Files ``` test_data/real/databento/ ├── GC_continuous_ohlcv-1m_2024-01-02_to_2024-01-31.dbn # 11 KB, 781 bars └── README.md # This file ``` ## Download Scripts The following Python scripts were used for this download: - `download_gc_timeseries.py` - Main download script (successful) - `analyze_gc_data.py` - Data quality analysis - `check_gc_symbols.py` - Symbology debugging - `download_gc_specific_contract.py` - Attempted specific contracts All scripts are located in the project root directory. --- **Date**: 2025-10-13 **Downloaded by**: Databento Python SDK v0.64.0 **API Key**: db-95LEt...uf6 (masked)