Energy datasets

Consumption data, grid analytics, renewable resources

  • 140 ready-made datasets
  • 8 formats, Excel to Parquet
  • First download free
What the 140 cover1 square = 1 dataset
  • Grid & network assets38
  • Meters & demand31
  • Buildings & carbon28
  • Renewables & EV16
  • Fuels & markets13
  • Weather & climate9
  • Everything else5
Grouped by dataset title and tags.

140 datasets · page 3 of 6

Showing all 24 on this page

Grid & network assets

Transmission Lines and Conductors

Electrical characteristics, conductor specifications, tower details

This dataset provides detailed technical and operational parameters for transmission lines, including electrical characteristics, conductor specifications, tower details, right-of-way information, and protection system data. It is ideal for grid planning, load flow analysis, asset management, and protection coordination in the energy sector.

21 cols

  • conductor_type
  • conductor_size_mm2
  • line_name
  • from_substation
  • +17
Open in factory
conductor_type
ACSR
conductor_size_mm2
400
line_name
Central Valley Main

Grid & network assets

Electrical Network Buses and Substations

Voltage classes, physical locations, ownership details, configurations

This dataset provides detailed information on electrical network buses and substations, including voltage classes, physical locations, ownership details, configurations, and connectivity mappings. It is designed for network topology modeling and power flow analysis, supporting grid planning, operational management, and reliability studies.

21 cols

  • substation_name
  • substation_type
  • bus_name
  • voltage_class_kv
  • +17
Open in factory
substation_name
Central Substation
substation_type
distribution
bus_name
Central Load Bus

Grid & network assets

Supervisory Control Commands and Switching Orders

Device actions, setpoint changes

This dataset provides a detailed record of supervisory control commands issued by SCADA operators, including device actions, setpoint changes, and switching order validations for safe grid operations. It enables comprehensive analysis of operational procedures, safety compliance, and system reliability in energy infrastructure management.

15 cols

  • command_type
  • command_value
  • switching_order_validated
  • device_type
  • +11
Open in factory
command_type
open
device_type
breaker
operation_status
success

Grid & network assets

SCADA Alarm and Event Management

Priority levels, operator responses, alarm flooding detection

This dataset provides comprehensive logs of alarms and events from SCADA systems, including priority levels, operator responses, alarm flooding detection, and root cause analysis. It enables detailed operational insights, supports compliance reporting, and facilitates advanced analytics for reliability and safety improvements in industrial environments.

17 cols

  • alarm_type
  • alarm_flooded
  • source_device_name
  • priority
  • +13
Open in factory
alarm_type
High Pressure
alarm_flooded
false
source_device_name
Boiler Pressure Sensor

Renewables & EV

Distributed Energy Resource (DER) Management

Real-time and static information on distributed energy resources (DERs) such as solar

This dataset provides detailed, real-time and static information on distributed energy resources (DERs) such as solar inverters, battery storage systems, EV charging stations, microgrids, and aggregated resources. It enables asset tracking, operational monitoring, and grid integration analytics, supporting energy management, optimization, and regulatory compliance for utilities and DER operators.

22 cols

  • der_type
  • energy_storage_capacity_kwh
  • asset_name
  • manufacturer
  • +18
Open in factory
der_type
solar_inverter
asset_name
SolarInverter Redwood Ave A1
manufacturer
SunPower

Grid & network assets

Distribution Automation and Feeder Remote Terminal Units

SCADA event records from distribution feeder RTUs

This dataset provides comprehensive SCADA event records from distribution feeder RTUs, detailing recloser operations, capacitor bank switching, voltage regulator tap changes, and automation scheme actions. It includes device-level measurements, event metadata, and operational context, enabling advanced grid analytics, reliability studies, and automation performance tracking for electric utilities.

18 cols

  • location_name
  • latitude
  • longitude
  • event_type
  • +14
Open in factory
location_name
Central Substation
latitude
34.0522
longitude
-118.2437

Grid & network assets

Generation Unit Dispatch and AGC Signals

Generator unit dispatch setpoints, AGC signals, economic dispatch decisions

This dataset provides granular records of generator unit dispatch setpoints, AGC signals, economic dispatch decisions, unit commitment status, and reserve allocations, all timestamped for operational analysis. It enables detailed tracking and optimization of power generation, supporting reliability, efficiency, and grid balancing studies. Ideal for grid operators, energy analysts, and researchers focused on generation optimization and control.

14 cols

  • unit_name
  • dispatch_datetime
  • agc_signal
  • economic_dispatch_flag
  • +10
Open in factory
unit_name
NorthWind-1
agc_signal
2.1
economic_dispatch_flag
true

Grid & network assets

Phasor Measurement Unit (PMU) Synchrophasor Data

Voltage/current phasors, frequency, ROCOF, and GPS status

This dataset provides high-resolution, time-synchronized phasor measurements from PMUs across the power grid, including voltage/current phasors, frequency, ROCOF, and GPS status. It enables wide-area grid monitoring, event detection, and advanced analytics for grid stability and reliability. The inclusion of location and quality flags makes it ideal for both real-time operations and historical analysis.

14 cols

  • voltage_phasor_magnitude
  • voltage_phasor_angle
  • current_phasor_magnitude
  • current_phasor_angle
  • +10
Open in factory
voltage_phasor_magnitude
245.6
voltage_phasor_angle
30
current_phasor_magnitude
172.8

Grid & network assets

Energy Management System (EMS) State Estimation

Bus voltage profiles, transmission line power flows

This dataset provides detailed results from Energy Management System (EMS) state estimation runs, including bus voltage profiles, transmission line power flows, generator dispatch levels, network topology status, and bad data detection flags. It enables situational awareness, operational monitoring, and advanced analytics for power grid reliability and efficiency.

19 cols

  • estimator_status
  • bus_voltage_magnitude
  • bus_voltage_angle
  • line_flow_mw
  • +15
Open in factory
estimator_status
converged
bus_voltage_magnitude
228.4
bus_voltage_angle
1.2

Grid & network assetsTop 10 most opened

Substation Automation and IED Data

Relay settings, fault events, system logs

This dataset provides comprehensive, time-stamped records of Intelligent Electronic Device (IED) operations within digital substations, including relay settings, fault events, system logs, and IEC 61850 GOOSE message exchanges. It enables detailed analysis of substation automation, operational reliability, and event traceability for power grid monitoring and optimization.

27 cols

  • substation_name
  • ied_model
  • ied_manufacturer
  • ied_firmware_version
  • +23
Open in factory
substation_name
Green Valley
ied_model
SEL-751A
ied_manufacturer
Schweitzer Engineering Labs

Grid & network assets

SCADA Real-Time Telemetry and Measurements

Voltage, current, frequency, power flow, transformer loading

This dataset provides granular, real-time SCADA telemetry and measurement data from electrical grid operations, including voltage, current, frequency, power flow, transformer loading, and circuit breaker status across substations and equipment. Designed for high-frequency monitoring and analytics, it enables advanced grid reliability analysis, anomaly detection, and operational optimization for energy utilities and researchers.

14 cols

  • measurement_type
  • station_name
  • equipment_type
  • phase
  • +10
Open in factory
measurement_type
voltage
station_name
Central Grid
equipment_type
transformer

Grid & network assets

Distribution Transformer Load Monitoring and Aging

15-minute demand curves, peak load, load factor, hotspot temperature

This dataset provides granular, time-stamped monitoring of individual distribution transformer loads, including 15-minute demand curves, peak load, load factor, hotspot temperature, and insulation aging rates. It enables utilities and energy analysts to assess transformer health, optimize asset management, and predict maintenance needs based on operational and environmental conditions.

14 cols

  • peak_load_kw
  • load_factor
  • insulation_aging_rate
  • location_street
  • +10
Open in factory
peak_load_kw
1000
load_factor
0.98
insulation_aging_rate
0.042

Grid & network assets

Dynamic Load Modeling for Voltage Stability Analysis

Breakdowns by motor type, electronic, and resistive components

This dataset provides detailed composite load models for voltage stability analysis in power systems, including breakdowns by motor type, electronic, and resistive components, as well as ZIP coefficients for dynamic load behavior. It enables accurate simulation and assessment of grid stability under varying load conditions, supporting both operational planning and academic research.

15 cols

  • model_name
  • total_load_mw
  • total_load_mvar
  • voltage_setpoint_kv
  • +11
Open in factory
model_name
Central Substation Model
total_load_mw
38.74
total_load_mvar
12.61

Meters & demand

Seasonal and Holiday Load Pattern Recognition

Electrical load measurements across locations, annotated with seasonal

This dataset provides detailed records of electrical load measurements across locations, annotated with seasonal, holiday, and special event context. It enables in-depth analysis of how weather, holidays, and extraordinary events impact energy consumption patterns, supporting grid management, forecasting, and anomaly detection.

15 cols

  • load_mw
  • season
  • is_holiday
  • holiday_name
  • +11
Open in factory
load_mw
482.3
season
summer
is_holiday
false

Meters & demand

Industrial Process Load Disaggregation

Timestamped electrical consumption data for industrial facilities

This dataset provides granular, timestamped electrical consumption data for industrial facilities, disaggregated into motors, HVAC, compressed air, lighting, process heating, and ancillary loads using NILM algorithms. It enables facility managers, energy analysts, and researchers to identify energy-saving opportunities, monitor operational efficiency, and benchmark end-use consumption patterns across multiple sites.

18 cols

  • process_heating_consumption_kw
  • facility_name
  • facility_type
  • total_consumption_kw
  • +14
Open in factory
process_heating_consumption_kw
82.4
facility_name
Green Valley Foods
facility_type
food processing

Meters & demand

Demand Response Event Load Curtailment

Critical peak pricing, direct load control

This dataset provides detailed records of load curtailment performance during demand response events, including critical peak pricing, direct load control, and interruptible tariff programs. It captures event timing, customer and premise identifiers, baseline and actual load, reduction metrics, control methods, device types, and incentive payouts, enabling comprehensive analysis of DR program effectiveness and participant behavior.

21 cols

  • event_type
  • event_start_datetime
  • event_end_datetime
  • load_baseline_kw
  • +17
Open in factory
event_type
CPP
load_baseline_kw
5.2
actual_load_kw
3.9

Renewables & EV

Electric Vehicle (EV) Charging Load Profiles

Charger type, power rating, session timing, energy delivered

This dataset provides detailed electric vehicle charging session records, including charger type, power rating, session timing, energy delivered, and grid impact metrics for both managed and unmanaged charging. With location and user-level fields, it enables comprehensive analysis of charging patterns, grid demand, and optimization strategies for residential and public EV infrastructure.

15 cols

  • charger_type
  • charger_power_kw
  • managed_charging
  • session_start_time
  • +11
Open in factory
charger_type
Level 2
charger_power_kw
7
managed_charging
true

Meters & demand

Time-of-Use (TOU) Rate Period Load Analysis

Time-windowed electricity consumption

This dataset provides detailed, time-windowed electricity consumption and demand metrics for individual customers, segmented by Time-of-Use rate periods. It enables granular analysis of customer behavior, revenue generation, and demand response opportunities across different rate plans and geographic regions. Ideal for utilities and energy analysts seeking to optimize rate design, target demand response programs, and forecast revenue.

11 cols

  • rate_period
  • total_consumption_kwh
  • peak_demand_kw
  • average_demand_kw
  • +7
Open in factory
rate_period
on-peak
total_consumption_kwh
765.2
peak_demand_kw
6.4

Grid & network assets

Feeder-Level Load Profiles and Substation Demand

Real and reactive power demand, phase-level loading, voltage drop

This dataset provides granular 15-minute interval load profiles for distribution feeders and substation transformers, including real and reactive power demand, phase-level loading, voltage drop, and thermal capacity utilization. It enables detailed analysis of grid performance, phase imbalance, and operational risks, supporting utility planning, reliability assessment, and demand forecasting.

14 cols

  • mw_demand
  • mvar_demand
  • phase_a_load
  • phase_b_load
  • +10
Open in factory
mw_demand
41.5
mvar_demand
20.8
phase_a_load
15.7

Meters & demand

Residential Load Curve Clustering and Segmentation

Segmentation of residential electricity customers based on their load curve profiles

This dataset provides detailed segmentation of residential electricity customers based on their load curve profiles, using clustering algorithms to identify distinct usage patterns such as daytime-at-home, evening-peak, overnight-charging, flat, and seasonal vacationers. It includes key consumption metrics, cluster assignments, and optional geographic information, making it ideal for targeted energy management, demand response planning, and customer behavior analysis.

15 cols

  • cluster_label
  • clustering_method
  • avg_daily_consumption_kwh
  • peak_hour
  • +11
Open in factory
cluster_label
daytime-at-home
clustering_method
k-means
avg_daily_consumption_kwh
15.9

Meters & demand

System-Wide Hourly Load Profile and Forecasting

Actual measured loads, day-ahead forecasts, weather-normalized curves

This dataset provides comprehensive, system-wide hourly load profiles including actual measured loads, day-ahead forecasts, weather-normalized curves, and peak demand indicators for capacity planning and generation scheduling. It is enriched with weather data and flags for peak events, making it ideal for grid reliability analysis, forecasting, and operational decision support.

11 cols

  • actual_load_mw
  • forecast_load_mw
  • weather_normalized_load_mw
  • peak_demand_flag
  • +7
Open in factory
actual_load_mw
1754.2
forecast_load_mw
1698.5
weather_normalized_load_mw
1577.9

Grid & network assets

Voltage Quality and Power Outage Duration Monitoring

Detailed event types, IEEE 1159 classifications

This dataset provides granular, timestamped records of voltage quality events and power outages as detected by AMI meters, including detailed event types, IEEE 1159 classifications, voltage/frequency measurements, durations, and geospatial information. It enables utilities and researchers to analyze grid reliability, identify outage patterns, and improve power quality management.

17 cols

  • voltage_min
  • voltage_max
  • voltage_nominal
  • duration_seconds
  • +13
Open in factory
voltage_min
98.5
voltage_max
116.2
voltage_nominal
120

Meters & demand

AMI Head-End System (HES) Communication Metrics

Read success rates, latency, signal strength, mesh network hop count

This dataset provides granular communication performance metrics for smart meters managed by an AMI head-end system, including read success rates, latency, signal strength, mesh network hop count, and firmware status. It enables utilities to monitor device health, optimize network performance, and manage firmware updates across geographically distributed assets.

14 cols

  • read_success_rate
  • average_latency_ms
  • max_latency_ms
  • signal_strength_rssi_dbm
  • +10
Open in factory
read_success_rate
99.9
average_latency_ms
8.7
max_latency_ms
19.2

Meters & demand

Prepaid Metering and Low-Income Customer Programs

Customer details, consumption patterns, auto-recharge settings

This dataset provides comprehensive, real-time information on prepaid electricity accounts, including customer details, consumption patterns, auto-recharge settings, disconnect warnings, and participation in low-income assistance programs. It is ideal for utilities, regulators, and social service agencies seeking to analyze energy usage, monitor program effectiveness, and improve service delivery for vulnerable populations.

22 cols

  • customer_name
  • low_income_program_participant
  • program_name
  • program_status
  • +18
Open in factory
customer_name
Olivia Pearson
low_income_program_participant
false
current_balance
88.45

What’s inside. Column by column.

Columns and codes found in the sample rows of all 140 energy datasets.

Most common columnsDatasets, of 140
  1. log_id21
  2. record_id21
  3. sensor_id18
  4. building_id16
  5. temperature_celsius16
  6. building_name15
  7. humidity_percent14
  8. sensor_type14
  9. energy_consumed_kwh13
A customer from the Residential Smart Meter Enrollment and Device Inventory datasetGenerated
customer_first_name
Susan
customer_last_name
Morrison
service_address_city
Dallas

Generated

Standard codes in the sample rowsDatasets, of 140
  1. ISO 3166 countries75
  2. ISO 4217 currencies6

Not quite what you need? Describe it.

One sentence in. A dataset with that pattern out.

  • Heat pumps use 2×
  • Real tariff types
  • 2% missing reads
Preview 20 rows freeNo signup. No card.
Average daily use (kWh) by heating
010208Gas9Oil17Heat pump114Storage
Sample rows for: Smart meter reads for 2,000 homes, where homes with heat pumps use twice the electricity of gas-heated homes, with real tariff types and 2% of reads missing.
heatingtariffkwhmeter_id
Heat pumpEconomy 717.8MTR10231
GasFlat rate7.9MTR10232
Heat pumpEV tariff—MTR10233
OilFlat rate9.2MTR10234

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