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Sensor Datasets
Where sensor data meets intelligence

Packaged sensor datasets — ready for training, evaluation and deployment

Curated, cleaned, and documented sensor datasets covering human biology, environment, mobility, industry, energy and more. Download sample files or request commercial licensing and custom datasets.

Dataset Catalog

Each card below represents a packaged dataset or dataset family. Click for details, sample files and commercial options.

Note: Pricing is available upon request for enterprise licensing and subscription plans.
HB

Human — Biometric & Behavioral Pack

ECG, EEG, GSR, PPG, sleep & activity streams. Anonymized, consented, labeled for emotion and state detection.

  • Formats: CSV, Parquet, TFRecord
  • Included: Metadata, labeling guide, baseline splits
  • Use cases: health AI, affect recognition, HRI
EN

Environment — Urban & Global Sensors

Temperature, humidity, PM2.5/PM10, CO₂, noise and light sensors. City grid, rural and industrial site packages.

  • Formats: CSV, JSON, GeoTIFF (where applicable)
  • Included: geotags, timestamp normalization, QC flags
  • Use cases: climate modeling, smart cities, air quality apps
MM

Movement / Mechanical — Vibration & Motion

Accelerometer, gyroscope, IMU and LiDAR streams for robotics, AV and predictive maintenance.

  • Formats: ROS bag, CSV, PCAP for networked sensors
  • Included: calibration files, sync references, event tags
  • Use cases: autonomous systems, robotics research
ENR

Energy & Resource Usage

Smart meter, water flow, fuel usage and grid telemetry sets for energy optimization and modeling.

  • Formats: CSV, Parquet, time-series DB exports
  • Included: tariff metadata, device mapping
  • Use cases: energy analytics, demand forecasting
II

Industrial / IoT — Factory Line Packs

Pressure, temperature, RPM, throughput and production-line telemetry, prepared for predictive maintenance models.

  • Formats: CSV, Parquet, MQTT exports
  • Included: SOP for ingestion, anomaly labels
  • Use cases: manufacturing optimization, digital twins
AG

Agriculture — Soil & Crop Sensors

Soil moisture, nutrient sensors, microclimate and crop health telemetry for precision agriculture.

  • Formats: CSV, GeoJSON
  • Included: calibrated thresholds, irrigation events
  • Use cases: yield optimization, resource saving
SC

Smart Cities — Urban Sensor Grid

Noise, traffic, air quality, crowd density and mobility datasets for city planning and public sector AI.

  • Formats: CSV, GeoJSON, time-series exports
  • Included: anonymization reports, privacy compliance
  • Use cases: urban analytics, public health, transport
SD

Security & Defense — Sensor Intelligence

Vibration networks, directional audio, radar and chemical sensor archives for advanced situational awareness research.

  • Formats: time-series, PCAP, specialized sensor binaries
  • Included: classification labels, incident logs
  • Use cases: threat detection, forensic analysis
SS

Space & Science — Atmospheric & Space Sensors

Radiation, magnetometer, solar wind, upper-atmosphere and telescope sensor feeds for scientific modeling.

  • Formats: NetCDF, CSV
  • Included: calibration metadata, provenance
  • Use cases: astrophysics, climate science

Custom Dataset Development

We plan, deploy and deliver tailored datasets collected from your chosen sensors and environments. Includes labeling, QA and delivery in your requested schema.

Perfect for enterprise pilots and funded research.

Normalization & Integration

We standardize heterogeneous sensor streams, map device IDs, and provide ingestion-ready bundles for training and production systems.

Includes data dictionaries and ETL scripts.

API & Real-time Subscriptions

Subscribe to live feeds derived from our sensing networks. Ideal for models that require current context and streaming inputs.

Flexible rate limits and enterprise SLAs available.

LLM Training Support

We provide cleaned, aligned datasets and supporting evaluation suites for training and fine-tuning large models that integrate sensor inputs.

Data Licensing & Research Access

Academic licensing, research bundles and partnership programs with clear provenance and compliance documentation.

Top 100 Blind Spots — Packaged Datasets

We converted the Top 100 AI blind spots into discrete dataset packages. Each package contains curated sensor streams, metadata, labeling guidance and suggested evaluation tasks so researchers and developers can close critical gaps.

You can explore a sample subset below. The full list is available on request or via our enterprise catalog.

Economic: Retail Shelf Sensors

Weight/pressure sensors, door-open events and environmental proxies for store analytics.

Explore Full Top 100 Catalog (Enterprise)

Full catalog access requires registration and approval — request access to get complete metadata, sample downloads and licensing options.

Request Pricing or Partnership

Tell us your intended use case and we'll propose licensing, subscription or custom collection options.

We do not publish fixed prices for enterprise datasets. This ensures bespoke licensing and compliance checks where required.