Data Products Advanced energy insights
Access comprehensive energy data products including portfolio forecasting for energy providers and high-resolution forecasts for individual users. Delivered via S3 and SFTP.
Our Data Products
Chargee's data platform provides advanced energy forecasting and analytics capabilities. Our machine learning models process millions of data points to deliver accurate predictions and insights.
Portfolio Forecasting
Comprehensive energy forecasting for energy providers and grid operators. Predict aggregate energy consumption patterns, peak demand periods, and grid stability metrics across your entire customer portfolio.
High-Resolution Forecasting
Individual user energy consumption forecasts with minute-level granularity. Perfect for demand response programs, energy optimization, and personalized energy management applications.
Flexible Data Delivery
Receive data via AWS S3 buckets or SFTP servers. Choose from multiple formats including JSON, CSV, and Parquet. Automated delivery schedules and real-time streaming options available.
Portfolio Forecasting
Aggregate Demand Prediction
Predict total energy demand across your entire customer portfolio with 95%+ accuracy. Forecast hourly, daily, and seasonal consumption patterns to optimize grid operations and energy procurement.
Peak Load Management
Identify and predict peak demand periods with advanced machine learning models. Enable demand response programs and prevent grid overloads through proactive load management.
Grid Stability Analytics
Monitor grid stability metrics and predict potential issues before they occur. Analyze voltage fluctuations, frequency variations, and power quality across your network.
Sample Data Structure
{
"portfolio_id": "provider_12345",
"forecast_date": "2024-01-15",
"aggregate_forecast": {
"total_demand_mwh": 1250.5,
"peak_demand_mw": 85.2,
"peak_hour": "19:00",
"confidence_interval": {
"lower": 1180.3,
"upper": 1320.7
}
},
"hourly_forecast": [
{
"hour": "00:00",
"demand_mw": 45.2,
"confidence": 0.95
},
{
"hour": "01:00",
"demand_mw": 42.1,
"confidence": 0.94
}
],
"grid_metrics": {
"voltage_stability": 0.98,
"frequency_stability": 0.99,
"power_quality_score": 0.97
}
}
High-Resolution Forecasting
Individual User Forecast
{
"user_id": "user_67890",
"device_id": "sparky_12345",
"forecast_date": "2024-01-15",
"granularity": "minute",
"forecast_horizon": "24h",
"consumption_forecast": [
{
"timestamp": "2024-01-15T10:00:00Z",
"predicted_consumption_kw": 2.5,
"confidence": 0.92,
"factors": {
"weather_impact": 0.15,
"usage_pattern": 0.78,
"device_efficiency": 0.95
}
},
{
"timestamp": "2024-01-15T10:01:00Z",
"predicted_consumption_kw": 2.3,
"confidence": 0.91,
"factors": {
"weather_impact": 0.12,
"usage_pattern": 0.82,
"device_efficiency": 0.95
}
}
],
"optimization_suggestions": [
{
"time": "14:00-16:00",
"suggestion": "reduce_consumption",
"potential_savings": 0.8
}
]
}
Minute-Level Granularity
Get energy consumption forecasts with minute-level precision. Perfect for real-time energy management, demand response programs, and automated device control systems.
Personalized Insights
Receive personalized energy optimization suggestions based on individual usage patterns, weather conditions, and device efficiency metrics.
Multi-Factor Analysis
Our models consider weather patterns, historical usage, device characteristics, and behavioral patterns to provide highly accurate predictions.
Data Delivery Options
AWS S3 Delivery
Automated delivery to your AWS S3 bucket with configurable schedules. Support for multiple file formats and compression options.
- • JSON, CSV, Parquet formats
- • Gzip compression
- • Configurable delivery schedules
- • Event notifications
SFTP Delivery
Secure file transfer to your SFTP server with authentication and encryption. Perfect for on-premises data processing systems.
- • SSH key authentication
- • Encrypted file transfer
- • Custom directory structure
- • Delivery confirmations
Real-time Streaming
WebSocket and HTTP streaming APIs for real-time data access. Perfect for live dashboards and immediate decision-making applications.
- • WebSocket connections
- • HTTP Server-Sent Events
- • Sub-second latency
- • Automatic reconnection
Unlock advanced energy insights
Access comprehensive energy forecasting and analytics with our data products. Perfect for energy providers, grid operators, and innovative energy management applications.