Data Products Advanced energy insights

Portfolio forecasting and high-resolution analytics

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.