Human Resources27 cols · 75 rows
This dataset provides a comprehensive view of remote onboarding supply chain metrics, tracking hardware delivery, account provisioning, and training resource allocation for new employees. It enables HR and operations teams to identify process bottlenecks, monitor status, and optimize efficiency in remote workforce setup. The dataset supports actionable insights for improving onboarding speed and quality.
| employee_name | hardware_type | hardware_delivery_status |
|---|
| Jessica Kim | laptop | delivered |
| Michael Peterson | desktop | delivered |
| Priya Desai | laptop | delivered |
onboarding_idemployee_idemployee_email+21 more
Technology24 cols · 85 rows
This dataset provides a comprehensive view of digital transformation progress across nonprofit organizations, including key metrics for online fundraising, volunteer management automation, cloud technology adoption, and CRM usage. It enables benchmarking, strategic planning, and identification of digital improvement opportunities for nonprofit operations managers and sector analysts.
| organization_name | digital_transformation_stage | online_fundraising_enabled |
|---|
| Bright Futures Foundation | advanced | true |
| Green Earth Initiative | developing | true |
| Health Access Network | optimized | true |
organization_idsectorcountry+18 more
Gaming19 cols · 75 rows
This dataset provides granular tracking of digital gaming assets as they move through multi-stage development pipelines, capturing status, resource allocation, bottlenecks, and team assignments. It enables studios to identify workflow inefficiencies, optimize resource allocation, and improve supply chain resilience for game production. Ideal for operational analytics, project management, and strategic planning in game development.
| asset_name | asset_type | status |
|---|
| Main Hero Model | character | in_progress |
| Forest Texture Set | texture | in_progress |
| Ambient Forest Audio | audio | completed |
asset_idproject_idpipeline_stage+13 more
E-commerce19 cols · 75 rows
This dataset provides detailed tracking of sustainability compliance for e-commerce vendors, including certification details, audit results, eco-impact scores, and ethical sourcing status. It enables operational teams to monitor green practices, supports ESG reporting, and facilitates ethical supplier selection for responsible supply chain management.
| vendor_name | certification_type | eco_impact_score |
|---|
| EcoSupply Solutions | ISO 14001 | 92.4 |
| GreenHarvest Corp | Fair Trade | 88.7 |
| BioPure Trading | Green Seal | 94.1 |
vendor_idcontact_emailaddress_street+13 more
Real Estate21 cols · 55 rows
This dataset provides detailed ESG scorecards for real estate service vendors, including environmental, social, and governance ratings, certifications, compliance gaps, and contract status. It enables organizations to benchmark vendors, identify sustainability risks, and make informed sourcing decisions to drive supply chain transparency and responsible procurement.
| vendor_name | contact_name | service_type |
|---|
| GreenEdge Property Group | Lauren Patel | property management |
| BlueSky Cleaners | Jorge Martinez | cleaning |
| Urban Maintainers LLC | Aisha Chen | maintenance |
vendor_idcontact_emailaddress_street+15 more
Education19 cols · 120 rows
This dataset provides detailed records of remote education staff onboarding, including completion rates, training module progress, compliance checks, support resource usage, and time-to-productivity. It enables EdTech platforms and administrators to analyze onboarding efficiency, identify bottlenecks, and optimize distributed workforce integration for schools and nonprofits. The data supports benchmarking, compliance tracking, and targeted resource allocation.
| full_name | organization_name | organization_type |
|---|
| Olivia Turner | Bright Future Academy | school |
| Abdul Rahman | Open Doors Initiative | nonprofit |
| Emily Chen | Springfield High | school |
onboarding_idstaff_idemail+13 more
Agriculture24 cols · 120 rows
This dataset provides high-resolution, time-stamped soil health metrics collected from IoT sensors deployed across agricultural plots and farms. It includes essential soil properties, nutrient levels, ambient climate data, and sensor operational status, supporting smart farming automation, climate resilience analysis, and transparent supply chain reporting for sustainable agriculture.
| sensor_status | data_quality_flag | farm_name |
|---|
| active | true | Olympus Farms |
| active | true | Gaia Agro |
| active | true | Maple Leaf Farm |
sensor_idfarm_idplot_id+18 more
Energy21 cols · 120 rows
This dataset provides granular IoT sensor readings from smart buildings, including environmental, occupancy, and energy consumption data, along with spatial and operational context. It enables facility managers and analysts to identify energy waste, predict occupancy trends, automate system responses, and monitor ESG compliance, supporting advanced sustainability and efficiency strategies.
| building_name | sensor_type | occupancy_status |
|---|
| Central Plaza | temperature | – |
| Central Plaza | humidity | – |
| Central Plaza | co2 | – |
reading_idbuilding_idaddress_street+15 more
Manufacturing18 cols · 120 rows
This dataset provides granular, timestamped sensor readings, operational statuses, maintenance logs, and event records for manufacturing equipment, enabling predictive failure modeling and operational optimization. It supports advanced analytics for uptime, maintenance scheduling, and ESG compliance, making it invaluable for operations directors and R&D teams seeking to maximize efficiency and sustainability.
| machine_type | operational_status | failure_type |
|---|
| CNC_Lathe | running | – |
| Robot_Arm | failed | mechanical |
| Hydraulic_Press | maintenance | – |
machine_idlocationsensor_timestamp+12 more
Government24 cols · 120 rows
This dataset provides granular, process-level data on remote permit applications, including submission details, review timelines, digital document counts, and compliance status. It enables government agencies and urban planners to analyze workflow efficiency, identify bottlenecks, and optimize service delivery in hybrid and remote work environments. The dataset is ideal for regulatory compliance monitoring, operational analytics, and digital transformation initiatives.
| application_type | status | applicant_name |
|---|
| building | approved | Pacific Construction Group |
| business | approved | GreenLeaf Cafe LLC |
| event | approved | Oakwood Residents Association |
permit_idsubmission_datetimeapplicant_id+18 more
Transportation14 cols · 65 rows
This dataset offers detailed monthly metrics on emission reductions for public transit fleets, including breakdowns by vehicle type and applied sustainability strategies. It enables transportation agencies and mobility startups to track progress, benchmark performance, and optimize fleet operations for environmental impact. Key features include standardized KPIs, strategy effectiveness, and comprehensive fleet coverage.
| vehicle_type | reduction_strategy | data_source |
|---|
| bus | electrification | onboard sensors |
| van | eco-driving | manual reporting |
| train | maintenance | third-party audit |
record_idfleet_idreporting_month+8 more
Logistics14 cols · 120 rows
This dataset provides granular, time-stamped sensor readings from IoT devices used in pharmaceutical cold chain logistics, including temperature, humidity, shock events, and location data. It enables supply chain managers to monitor shipment integrity, ensure regulatory compliance, and optimize operational efficiency for sensitive products. The dataset is ideal for real-time alerts, historical analytics, and sustainability reporting.
| shock_detected | sensor_status | product_type |
|---|
| false | active | insulin |
| true | active | cold-chain |
| false | active | vaccines |
sensor_idshipment_idtimestamp+8 more
Healthcare19 cols · 65 rows
This dataset provides detailed records of healthcare facility waste audits, including facility information, waste types and quantities, disposal methods, compliance status, and ESG reporting flags. It enables operational managers and sustainability teams to analyze waste generation patterns, optimize disposal practices, and ensure regulatory compliance across multiple facilities.
| facility_name | facility_type | waste_type |
|---|
| St. Mary Hospital | hospital | infectious |
| Green Valley Clinic | clinic | general |
| Central Lab Solutions | laboratory | chemical |
audit_idfacility_idfacility_street_address+13 more
Other20 cols · 75 rows
This dataset provides a comprehensive record of volunteer activities, hours contributed, and program impact for small nonprofits, including detailed engagement information and stakeholder feedback. It enables program directors to optimize volunteer resource allocation, measure initiative effectiveness, and report outcomes to stakeholders for transparency and improvement.
| volunteer_first_name | volunteer_last_name | program_name |
|---|
| Jessica | Clark | Community Food Pantry |
| Samuel | Nguyen | After School Tutoring |
| Linda | Martinez | Neighborhood Outreach |
volunteer_idvolunteer_emailvolunteer_phone+14 more
E-commerce25 cols · 120 rows
This dataset provides detailed, transaction-level estimates of carbon emissions for e-commerce orders, including breakdowns by product, packaging, delivery method, and logistics route. It enables sustainability managers and analysts to track, report, and optimize carbon impact across operations, supporting ESG compliance and strategic decision-making for greener supply chains.
| product_category | packaging_type | offset_type |
|---|
| electronics | cardboard box | reforestation |
| home goods | cardboard box | none |
| apparel | biodegradable | none |
transaction_idtransaction_datetimecustomer_id+19 more
Human Resources19 cols · 85 rows
This dataset provides a detailed view of volunteer engagement and retention for nonprofit organizations, tracking participation mode, skills alignment, recognition efforts, and feedback cycles. It enables HR teams and people analytics specialists to identify factors influencing volunteer drop-off and optimize workforce planning for greater impact. The schema supports robust analysis for program improvement and strategic decision-making.
| full_name | is_remote | recognition_type |
|---|
| Amanda Lee | true | certificate |
| Benjamin Carter | false | – |
| Chloe Martinez | true | award |
volunteer_idemailphone_number+13 more
Education20 cols · 60 rows
This dataset provides detailed metrics on remote educator engagement, including interactive session participation, adaptive tool usage, and digital resource access. It enables EdTech startups and school administrators to assess teaching effectiveness, monitor professional development, and optimize remote workforce management for improved learning outcomes.
| educator_name | school_name | session_type |
|---|
| Jessica Turner | Mountain View Academy | live |
| Martin Green | Riverdale Primary School | workshop |
| Samantha Chen | Lakeside High School | q_and_a |
engagement_ideducator_ideducator_email+14 more
Gaming16 cols · 80 rows
This dataset provides detailed, player-level metrics on collaboration, match schedules, rest habits, stress indicators, and support resource usage for remote Esports teams. It enables gaming studios and team managers to identify early signs of burnout, optimize resource allocation, and improve both team performance and player wellbeing through data-driven interventions.
| team_name | player_name | role |
|---|
| Omega Strike | Lucas Park | captain |
| Quantum Pulse | Sophia Chen | support |
| Vortex Knights | Maxime Dubois | strategist |
team_idplayer_idcollaboration_sessions_week+10 more
Social Media19 cols · 85 rows
This dataset provides a comprehensive record of remote content moderator onboarding and access management, including background checks, training completion, device health validation, and detailed permission assignments. It is designed to support social media compliance teams in ensuring secure operations, streamlined audits, and regulatory readiness.
| full_name | background_check_status | device_type |
|---|
| Ava Richardson | passed | laptop |
| Lucas Kim | passed | desktop |
| Priya Patel | passed | laptop |
moderator_idemailphone_number+13 more
Technology17 cols · 80 rows
This dataset provides detailed, activity-level tracking of CO2 emissions generated by remote employees, including energy consumption, device usage, and location data. It enables organizations to monitor, report, and optimize the environmental impact of distributed workforces for sustainability and ESG compliance.
| employee_name | activity_type | device_type |
|---|
| Samantha Lee | video_call | laptop |
| Miguel Alvarez | file_transfer | desktop |
| Priya Nair | workstation_usage | desktop |
record_idemployee_iddepartment+11 more
Real Estate31 cols · 145 rows
This dataset provides detailed tracking of sustainable material sourcing for real estate projects, including supplier reliability, carbon impact, compliance status, and supply chain risk. It enables operations managers to optimize procurement, support ESG reporting, and ensure regulatory compliance across building projects.
| project_name | material_name | material_type |
|---|
| Harborview Office Tower | High-Grade Concrete | concrete |
| Bayview Logistics Center | Recycled Steel Beams | steel |
| Harborview Office Tower | FSC Timber Boards | timber |
material_sourcing_idproject_idmaterial_id+25 more
Manufacturing22 cols · 65 rows
This dataset provides detailed, period-based CO2e emissions data reported by manufacturing suppliers worldwide, including scope breakdowns, ESG compliance status, and certification details. It enables robust monitoring of supplier sustainability performance, supports regulatory and ESG reporting, and facilitates greener procurement decisions across supply chains.
| supplier_name | esg_compliance_status | certification_type |
|---|
| GreenWorks Industries | compliant | ISO 14001 |
| EcoSteel Fabricators | pending | CDP |
| Pacific Plastics Ltd | compliant | ISO 14001 |
supplier_idregioncountry+16 more
Agriculture18 cols · 120 rows
This dataset provides granular, real-time IoT sensor readings from urban farms, including environmental metrics, sensor health, and compliance flags. It enables agtech startups and city planners to monitor resource usage, optimize crop yields, and ensure sustainability compliance at scale. The detailed schema supports operational analytics, regulatory reporting, and smart farm management.
| farm_name | sensor_type | sensor_status |
|---|
| EcoUrban Grow | temperature | active |
| Urban Harvest | humidity | active |
| MetroSprout | soil_moisture | active |
farm_idaddress_streetaddress_city+12 more
Energy19 cols · 120 rows
This dataset provides monthly energy usage, cost, and emissions data for municipal buildings, enabling city managers and sustainability teams to benchmark efficiency, track trends, and identify opportunities for operational improvements. It supports government transparency, ESG reporting, and strategic planning for energy and emissions reduction.
| building_name | building_type | energy_type |
|---|
| Lincoln City Hall | office | electricity |
| Maple Elementary School | school | steam |
| Westside Recreation Center | recreation_center | water |
building_idaddress_streetaddress_city+13 more
Government17 cols · 75 rows
This dataset provides granular, standardized metrics on government procurement processes, including contract values, timelines, vendor participation, compliance, and supplier diversity. It enables public sector managers to benchmark performance, identify process bottlenecks, and support policy improvements for greater transparency and efficiency.
| agency_name | contract_title | contract_category |
|---|
| Department of Transportation | Highway Maintenance Services 2024 | construction |
| Health Services Authority | Hospital IT Infrastructure Upgrade | IT |
| Ministry of Education | School Supplies Bulk Purchase | goods |
procurement_idcontract_valuecontract_start_date+11 more
Transportation28 cols · 120 rows
This dataset provides granular, trip-level data for commercial fleets, including vehicle specifications, route details, fuel and energy consumption, and calculated carbon emissions. It is designed to help transportation operators and urban planners optimize route efficiency, reduce emissions, and support sustainability and ESG reporting initiatives. The dataset enables in-depth analysis of vehicle performance, energy-saving opportunities, and environmental impact across fleets and time periods.
| operator_name | vehicle_type | route_name |
|---|
| UrbanEco Mobility | electric | Downtown Express |
| GreenRide Shuttles | hybrid | Central-London Loop |
| LogiHaul GmbH | truck | Berlin-Hamburg Freight |
fleet_idvehicle_idvehicle_make+22 more
Transportation15 cols · 120 rows
This dataset contains detailed, time-stamped sensor readings from urban traffic light systems, including vehicle and pedestrian counts, signal phases, queue lengths, and environmental conditions. It enables comprehensive analysis of traffic flow, signal optimization, and supports sustainability initiatives for smart city deployments. The dataset is ideal for real-time monitoring, predictive modeling, and urban planning applications.
| signal_phase | emergency_vehicle_detected | weather_condition |
|---|
| red | false | clear |
| green | false | rain |
| yellow | false | cloudy |
sensor_idintersection_idtimestamp+9 more
Energy17 cols · 105 rows
This dataset provides detailed results from power grid contingency analysis, covering N-1 and N-2 scenarios, post-contingency flows, voltage and thermal violations, and recommended corrective actions. It enables planners and engineers to assess grid reliability, identify vulnerabilities, and evaluate mitigation strategies for operational and planning purposes.
| scenario_type | corrective_action_type | monitored_element_type |
|---|
| N-1 | – | line |
| N-2 | generation redispatch | transformer |
| N-1 | – | bus |
contingency_idelement_outaged_1element_outaged_2+11 more
Energy18 cols · 150 rows
This dataset provides detailed geospatial and operational information for utility assets such as poles, towers, underground cables, manholes, and pad-mounted equipment. It enables precise mapping, network connectivity analysis, and outage management planning for utility infrastructure, supporting both operational efficiency and strategic decision-making.
| asset_type | status | criticality_level |
|---|
| pole | active | 3 |
| pole | maintenance | 2 |
| tower | decommissioned | 1 |
asset_idinstallation_datelatitude+12 more
Energy15 cols · 501 rows
This dataset provides detailed, structured information on Flexible AC Transmission System (FACTS) devices and voltage control equipment deployed across power grids, including device types, capacities, operational status, and installation locations. It supports asset management, grid reliability analysis, and optimization of dynamic voltage support and power flow control.
| device_type | device_name | status |
|---|
| SVC | Northern Grid Voltage SVC | Active |
| STATCOM | Southern Hub STATCOM A | Active |
| TCSC | Western Belt TCSC Main | Active |
device_idlocation_substationlocation_region+9 more
Energy19 cols · 100 rows
This dataset provides comprehensive asset-level details for shunt capacitor and reactor banks used in reactive power management, including MVAR ratings, voltage levels, control types, and harmonic filtering features. It supports grid optimization, asset tracking, and compliance analysis for electric utilities and power system operators.
| bank_type | location_name | switching_control_type |
|---|
| capacitor | Central Substation | automatic |
| reactor | West Feeder | manual |
| capacitor | North Substation | time-based |
bank_idlocation_street_addresslocation_city+13 more
Energy21 cols · 103 rows
This dataset provides comprehensive information on protective relay schemes used in electrical power systems, including relay types, settings, coordination curves, zones of protection, fault clearing times, and backup protection details. It is ideal for reliability analysis, asset management, and optimization of protection coordination in substations and transmission networks.
| relay_type | coordination_curve_type | backup_relay_type |
|---|
| overcurrent | IEC | distance |
| distance | IEEE | overcurrent |
| differential | definite time | – |
relay_scheme_idrelay_manufacturerrelay_model+15 more
Energy18 cols · 100 rows
This dataset provides a comprehensive inventory of circuit breakers and disconnects, detailing technical ratings, operational mechanisms, maintenance history, and protection coordination status. It enables utilities and facility managers to track asset condition, schedule maintenance, and ensure regulatory compliance for fault clearing and system protection. Ideal for reliability analysis, risk assessment, and infrastructure planning.
| maintenance_status | breaker_type | status |
|---|
| up-to-date | air | in service |
| scheduled | vacuum | maintenance |
| up-to-date | SF6 | in service |
breaker_idlocation_codemanufacturer+12 more
Energy18 cols · 100 rows
This dataset provides detailed technical and operational specifications for power transformers and autotransformers, including electrical ratings, impedance, tap changer settings, winding configurations, and cooling methods. It is designed for asset management, grid modeling, and operational optimization in electric power systems, supporting both engineering analysis and maintenance planning.
| transformer_type | winding_configuration | cooling_type |
|---|
| Power Transformer | Delta-Wye | ONAN |
| Autotransformer | Wye-Wye | ONAF |
| Power Transformer | Delta-Delta | OFAF |
transformer_idmva_ratingprimary_voltage_kv+12 more
Energy21 cols · 100 rows
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.
| line_name | conductor_type | tower_type |
|---|
| Central Valley Main | ACSR | lattice |
| West Ridge Spur | AAAC | monopole |
| East Lake Link | ACSR | lattice |
line_idfrom_substationto_substation+15 more
Energy21 cols · 100 rows
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.
| bus_name | bus_type | substation_name |
|---|
| Central Load Bus | load | Central Substation |
| Downtown Generator Bus | generator | Central Substation |
| East Ring Bus | slack | East Substation |
bus_idvoltage_class_kvsubstation_id+15 more
Manufacturing18 cols · 100 rows
This dataset provides detailed records of cybersecurity events and intrusion detection incidents within industrial control systems, including unauthorized access attempts, malware infections, configuration changes, and network anomalies. Each event is enriched with asset, network, user, and response details, enabling robust security monitoring, threat analysis, and compliance reporting for operational technology environments.
| event_type | device_type | malware_name |
|---|
| unauthorized_access | PLC | – |
| malware_detection | RTU | Industroyer |
| config_change | SCADA | – |
event_idevent_datetimeseverity+12 more
Energy15 cols · 100 rows
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.
| device_type | command_type | operation_status |
|---|
| breaker | open | success |
| tap_changer | increase_tap | success |
| setpoint_controller | set_setpoint | success |
command_idtimestampoperator_id+9 more
Energy17 cols · 130 rows
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.
| source_device_name | alarm_type | root_cause_category |
|---|
| Boiler Pressure Sensor | High Pressure | Equipment Failure |
| Substation 5 Main Breaker | Breaker Trip | Process Upset |
| Fuel Supply Monitor | Low Fuel | – |
alarm_event_idtimestampsource_device_id+11 more
Energy22 cols · 103 rows
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.
| der_type | asset_name | status |
|---|
| solar_inverter | SolarInverter Redwood Ave A1 | active |
| solar_inverter | SolarInverter Oak St B2 | active |
| solar_inverter | SolarInverter Willow Lane C3 | maintenance |
der_idmanufacturermodel+16 more
Energy18 cols · 120 rows
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.
| location_name | event_type | device_type |
|---|
| Central Substation | recloser_operation | recloser |
| Downtown Commercial | capacitor_bank_switching | capacitor_bank |
| Remote Rural Site | voltage_regulator_tap | voltage_regulator |
rtu_idfeeder_idlatitude+12 more
Energy14 cols · 100 rows
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.
| unit_name | economic_dispatch_flag | reserve_type |
|---|
| NorthWind-1 | true | spinning |
| NorthWind-2 | true | regulation |
| EastSolar-A | false | non-spinning |
dispatch_idunit_idplant_id+8 more
Energy14 cols · 250 rows
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.
| station_name | voltage_phasor_magnitude | gps_status |
|---|
| Central Substation | 245.6 | locked |
| North Industrial Park | 238.2 | locked |
| Urban Core Station | 243.7 | locked |
pmu_idmeasurement_timestampvoltage_phasor_angle+8 more
Energy19 cols · 110 rows
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.
| topology_status | bad_data_flag | estimator_status |
|---|
| normal | false | converged |
| normal | false | converged |
| normal | false | converged |
estimation_idestimation_timestampbus_id+13 more
Energy27 cols · 105 rows
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.
| substation_name | relay_type | fault_type |
|---|
| Green Valley | overcurrent | phase-to-ground |
| Central City | distance | three-phase |
| Southpoint | differential | three-phase |
ied_idsubstation_idied_model+21 more
Energy14 cols · 150 rows
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.
| station_name | equipment_type | measurement_type |
|---|
| Central Grid | transformer | voltage |
| Western Substation | breaker | breaker_status |
| Remote Solar | feeder | current |
measurement_idtimestampstation_id+8 more
Energy14 cols · 133 rows
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.
| demand_kw | peak_load_kw | measurement_period |
|---|
| 980.5 | 1000 | monthly |
| 450.3 | 500 | daily |
| 320.5 | 400 | hourly |
transformer_idlocation_streetlocation_city+8 more
Energy15 cols · 100 rows
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.
| model_name | total_load_mw | total_load_mvar |
|---|
| Central Substation Model | 38.74 | 12.61 |
| West Bus Composite | 22.18 | 8.73 |
| South Industrial Park | 45.6 | 18.22 |
load_model_idlocationmotor_induction_fraction+9 more
Energy15 cols · 100 rows
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.
| location_name | holiday_name | special_event_type |
|---|
| Northeast Urban | – | heat_wave |
| Northwest Suburban | Christmas Day | – |
| Southeast Residential | – | – |
record_idtimestamplocation_id+9 more
Energy18 cols · 105 rows
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.
| facility_name | facility_type | total_consumption_kw |
|---|
| Green Valley Foods | food processing | 320.8 |
| Horizon Manufacturing | manufacturing | 1450.7 |
| Blue Ridge Plastics | plastics | 730.2 |
facility_idaddress_streetaddress_city+12 more
Energy21 cols · 100 rows
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.
| event_type | customer_type | device_type |
|---|
| CPP | Residential | Thermostat |
| DLC | Residential | Water Heater |
| Interruptible Tariff | Industrial | Whole Facility |
event_idevent_start_datetimeevent_end_datetime+15 more
Energy15 cols · 110 rows
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.
| charger_type | managed_charging | location_type |
|---|
| Level 2 | true | home |
| DC Fast | false | public |
| Level 2 | true | home |
session_idcharger_power_kwsession_start_time+9 more
Energy11 cols · 150 rows
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.
| rate_period | total_consumption_kwh | customer_segment |
|---|
| on-peak | 765.2 | residential |
| shoulder | 7800.7 | commercial |
| on-peak | 32755.3 | industrial |
customer_idstart_dateend_date+5 more
Energy14 cols · 180 rows
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.
| mw_demand | mvar_demand | is_peak_period |
|---|
| 41.5 | 20.8 | true |
| 39.2 | 18.3 | true |
| 14.4 | 4.9 | false |
record_idtimestampfeeder_id+8 more
Energy15 cols · 200 rows
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.
| cluster_label | clustering_method | is_seasonal_vacationer |
|---|
| daytime-at-home | k-means | false |
| evening-peak | hierarchical | false |
| overnight-charging | k-means | false |
customer_idcluster_idprofile_start_date+9 more
Energy11 cols · 150 rows
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.
| peak_demand_flag | peak_demand_type | service_territory |
|---|
| true | monthly_peak | TX-North |
| true | seasonal_peak | NYC-East |
| true | monthly_peak | CA-Central |
record_idtimestampactual_load_mw+5 more
Energy17 cols · 130 rows
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.
| event_type | ieee_1159_classification | outage_cause |
|---|
| voltage_sag | momentary | – |
| momentary_interruption | instantaneous | weather |
| sustained_outage | sustained | major storm |
event_idmeter_idevent_timestamp+11 more
Energy14 cols · 200 rows
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.
| firmware_update_pending | network_type | device_status |
|---|
| false | ethernet | active |
| false | ethernet | active |
| false | ethernet | active |
record_idmeter_idcollection_timestamp+8 more
Energy22 cols · 103 rows
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.
| customer_name | program_name | program_status |
|---|
| Olivia Pearson | – | – |
| Anya Kovalev | – | – |
| Samuel Lee | – | – |
account_idcustomer_idcustomer_phone+16 more
Energy20 cols · 105 rows
This dataset provides detailed bidirectional energy flow records for net metered customers with distributed generation systems such as solar PV and wind. It includes customer and meter identifiers, location, generation type, energy imported and exported, net energy, and generation credits, enabling analysis of renewable energy production, grid interaction, and billing. The dataset is ideal for utilities, regulators, and researchers seeking to optimize distributed energy resources and assess net metering impacts.
| customer_name | service_address_country | generation_type |
|---|
| Hassan J. Rahman | US | solar_pv |
| Anais Schmidt | DE | wind |
| Greenville Dairy LLC | US | solar_pv |
record_idcustomer_idservice_address_street+14 more