Healthcare16 cols · 200 rows
This dataset provides comprehensive patient-level risk score assessments generated by AI models, including demographic, clinical, and provider information. It enables benchmarking of risk stratification models, supports early intervention tracking, and facilitates resource allocation analysis for healthcare providers. Ideal for validating predictive models and optimizing patient care strategies.
| risk_score_model | gender | provider_name |
|---|
| RS-v2.0 | male | St. Gabriel General Hospital |
| RS-v1.2 | female | Crescent Community Health Center |
| RS-v3.1 | male | Valley Oncology Center |
patient_idrisk_scoreage+10 more
Finance30 cols · 200 rows
This dataset provides a detailed record of business expense approval workflows, capturing every step from submission to audit review. It includes employee, expense, approval, and vendor details, enabling robust compliance monitoring, audit trails, and process automation for finance teams. Ideal for organizations seeking transparency and control over expense management.
| employee_name | expense_type | approval_status |
|---|
| Jennifer Lee | travel | approved |
| Samuel Rodriguez | office supplies | approved |
| Priya Singh | training | approved |
expense_idemployee_iddepartment+24 more
Healthcare17 cols · 200 rows
This dataset provides detailed logs of patient wait times in healthcare clinics, capturing appointment types, time-of-day patterns, provider details, and patient satisfaction scores. It enables clinics to analyze workflow efficiency, identify bottlenecks, and improve patient experience by correlating wait times with satisfaction and operational factors.
| clinic_name | appointment_type | provider_name |
|---|
| Downtown Family Health | checkup | Dr. Emily Park |
| Urban Pediatrics Center | checkup | Dr. Samuel Lin |
| General Medical Clinic | consultation | Dr. Linda Chavez |
log_idclinic_idappointment_id+11 more
Logistics18 cols · 201 rows
This dataset captures detailed event-level records of shipping container movements, including timestamps, locations, status updates, and environmental conditions. It enables comprehensive supply chain visibility, operational analytics, and loss prevention by tracking every status change and movement for each container across global logistics networks.
| location_name | status | carrier_name |
|---|
| Port of Rotterdam | departed | Maersk Line |
| Shanghai Yangshan Port | departed | MSC |
| Port of Los Angeles | arrived | CMA CGM |
container_idmovement_idtimestamp+12 more
Finance20 cols · 200 rows
This dataset provides detailed investment portfolio return metrics, including absolute and annualized returns, risk-adjusted performance indicators, and benchmark comparisons for funds and financial advisors. It is ideal for performance benchmarking, risk analysis, and regulatory reporting in the finance industry.
| portfolio_name | fund_name | advisor_name |
|---|
| Global Growth Equity | Alpha Capital Fund | Sophia Lee |
| US Dividend Focus | Alpha Capital Fund | James Carter |
| Eurozone Balanced | Beta Asset Management | Marie Dubois |
portfolio_idfund_idadvisor_id+14 more
Healthcare26 cols · 200 rows
This dataset provides a detailed mapping of healthcare provider referral networks, capturing directional relationships, patient demographics, and referral event details. It enables health systems and referral management solutions to analyze care coordination patterns, optimize provider networks, and improve patient outcomes through data-driven insights.
| referral_status | referral_type | referring_provider_name |
|---|
| completed | diagnostic | Dr. Elizabeth Green |
| in-progress | specialist | Dr. John Carter |
| pending | specialist | Dr. Linda Wu |
referral_idreferring_provider_idreferred_provider_id+20 more
Logistics17 cols · 200 rows
This dataset provides a comprehensive record of maintenance activities for logistics fleet vehicles, including vehicle details, service history, costs, and scheduling. It enables fleet managers to optimize maintenance schedules, reduce downtime, and analyze costs for improved operational efficiency. The dataset is ideal for predictive maintenance, compliance tracking, and cost optimization in logistics operations.
| vehicle_year | odometer_reading | maintenance_type |
|---|
| 2014 | 82430.2 | oil change |
| 2019 | 341825.7 | scheduled service |
| 2016 | 120420 | brake inspection |
maintenance_idvehicle_idlicense_plate+11 more
Finance27 cols · 200 rows
This dataset provides a detailed view of personal savings patterns, combining customer demographics, income, and account activity with monthly savings breakdowns and product preferences. Financial institutions can leverage this data to design tailored savings products, predict customer retention, and identify at-risk customers for targeted engagement.
| full_name | account_type | account_status |
|---|
| Martin Stevens | regular | active |
| Priya Kothari | high-yield | active |
| Sven J. Koenig | fixed-deposit | active |
customer_iddate_of_birthgender+21 more
Healthcare20 cols · 200 rows
This dataset provides detailed records of telemedicine appointment usage, including patient demographics, provider information, technology platforms, and satisfaction outcomes. It enables healthcare organizations to analyze remote care trends, optimize digital health programs, and identify barriers to telemedicine adoption across populations.
| appointment_type | specialty | device_type |
|---|
| initial_consultation | primary care | laptop |
| follow_up | cardiology | tablet |
| urgent_care | pediatrics | smartphone |
appointment_idpatient_idprovider_id+14 more
Logistics30 cols · 200 rows
This dataset provides comprehensive delivery records for logistics operations, including historical and real-time data on delivery routes, timing, vehicle and package details, and contextual factors such as traffic and weather. It enables accurate ETA prediction, performance analysis, and operational optimization for logistics providers and customers.
| vehicle_type | traffic_condition | delivery_status |
|---|
| van | normal | delivered |
| car | normal | in_transit |
| bike | heavy | delivered |
delivery_idorder_idcustomer_id+24 more
Finance20 cols · 200 rows
This dataset contains detailed, structured expense records including transaction dates, amounts, categories, payment methods, merchant details, and location information. It is ideal for personal finance management, business accounting, machine learning classification, and budgeting applications, providing granular insights into spending patterns and expense tracking.
| merchant_name | amount | category |
|---|
| The Grove Bistro | 53.25 | Food |
| Pacific Utilities | 0 | Other |
| Netflix Australia | 19.99 | Entertainment |
currencyis_business_expensereceipt_available+14 more
Healthcare18 cols · 200 rows
This dataset provides detailed patient satisfaction ratings from outpatient and inpatient healthcare services, including overall and specific experience scores, facility and provider details, and anonymized patient demographics. Designed for healthcare managers and analysts, it enables comprehensive service quality monitoring, benchmarking, and targeted improvement initiatives.
| service_type | facility_name | provider_name |
|---|
| outpatient | Central City Medical Center | Dr. Clara Jensen |
| inpatient | Northside General Hospital | Dr. Samuel Ortiz |
| outpatient | East Regional Clinic | Dr. Emily Zhao |
rating_idpatient_idfacility_id+12 more
Logistics20 cols · 200 rows
This dataset provides detailed records of package handling errors across logistics warehouses, including error types, severity, staff involvement, corrective actions, and associated costs. It enables comprehensive process analysis, supports targeted staff training, and guides operational improvements for logistics organizations.
| warehouse_name | staff_name | error_type |
|---|
| Sunset Logistics Center | Michael Evans | damage |
| Northpoint Distribution | Samantha Lee | lost |
| Bayview Fulfillment Hub | Jose Ramirez | mislabeling |
error_idwarehouse_idwarehouse_street_address+14 more
Finance22 cols · 200 rows
This dataset provides granular records of customer payment timing for invoices, including payment delays, overdue status, and payment methods. It enables financial institutions and commercial organizations to optimize accounts receivable processes, forecast cash flow, and identify patterns in customer payment behavior for improved risk management and operational efficiency.
| customer_name | customer_type | payment_status |
|---|
| James W. Sullivan | individual | paid |
| Sunrise Environmental Ltd. | company | overdue |
| Anais Giraud | individual | paid |
customer_idindustryinvoice_id+16 more
Healthcare23 cols · 200 rows
This dataset provides granular details of outpatient visits, including patient demographics, provider information, visit timing, service types, and operational metrics such as wait times and visit status. It is designed to support healthcare resource allocation, patient flow management, and service utilization analysis, enabling data-driven improvements in clinical operations and patient experience.
| service_type | provider_name | visit_status |
|---|
| consultation | Heartwell Clinic | completed |
| lab_test | Southside Medical Center | completed |
| imaging | Central Imaging | completed |
visit_idpatient_idprovider_id+17 more
Logistics19 cols · 200 rows
This dataset provides granular metrics on warehouse picking efficiency, including picker performance, item details, location, timing, and error tracking for each picking event. It enables logistics teams to analyze labor productivity, identify bottlenecks, and optimize warehouse operations for cost reduction and improved order fulfillment accuracy.
| picker_name | item_name | error_type |
|---|
| Ava Thompson | Widget Pro Small | none |
| Mason Lee | Widget Standard | none |
| Sophia Patel | Toolset Compact | none |
pick_idpicker_idpick_date+13 more
Finance33 cols · 200 rows
This dataset provides detailed, transaction-level records from a peer-to-peer lending platform, including loan terms, borrower and investor attributes, credit scores, repayment history, and loan performance indicators. It is ideal for credit risk modeling, investor analytics, and financial platform optimization, supporting both operational and research applications in alternative lending.
| loan_status | borrower_employment_status | investor_type |
|---|
| active | employed | individual |
| completed | retired | institutional |
| active | student | individual |
loan_idborrower_idinvestor_id+27 more
Healthcare30 cols · 200 rows
This dataset contains comprehensive patient-level data including demographics, lifestyle factors, biometric measurements, clinical risk factors, and outcomes for chronic disease modeling. It is ideal for AI-driven risk prediction, population health management, and epidemiological research, enabling robust analysis of risk factors and disease progression.
| first_name | last_name | smoking_status |
|---|
| James | Nguyen | never |
| Maria | Lopez | former |
| Priya | Sharma | never |
patient_iddate_of_birthgender+24 more
Logistics17 cols · 200 rows
This dataset provides granular records of last-mile delivery times across regions and carriers, including delivery addresses, package details, and status indicators. It enables logistics providers to analyze performance, identify bottlenecks, and optimize end-to-end supply chain operations. The data supports benchmarking, predictive analytics, and targeted improvements in delivery efficiency.
| carrier_name | region_name | delivery_status |
|---|
| SwiftExpress | New York City | completed |
| ParcelJet | London Central | completed |
| GoLogistics | San Francisco Bay | completed |
delivery_iddelivery_datedelivery_start_time+11 more
Insurance22 cols · 200 rows
This dataset provides a comprehensive view of insurance claim records, including financial details, claimant demographics, policy information, and process metrics. It is ideal for insurtech applications such as fraud detection, claims modeling, and operational efficiency analysis, supporting advanced analytics and machine learning workflows.
| claim_type | claim_status | policy_type |
|---|
| auto | approved | comprehensive-auto |
| health | under_review | medical-indemnity |
| property | closed | full-cover-property |
claim_idpolicy_idclaimant_id+16 more
Healthcare25 cols · 200 rows
This dataset provides a comprehensive record of patient participation in preventive screening programs, including demographic details, screening types and outcomes, provider information, outreach activities, and follow-up actions. It enables healthcare organizations to analyze screening uptake, target outreach efforts, and monitor population health trends for improved preventive care.
| first_name | last_name | screening_type |
|---|
| Jessica | Morris | mammogram |
| Leon | Petrov | colonoscopy |
| Ahmed | Suleiman | cholesterol |
screening_record_idpatient_iddate_of_birth+19 more
Logistics20 cols · 200 rows
This dataset provides granular performance metrics for logistics carriers, including delivery speed, reliability, cost, and customer satisfaction across specific routes and shipment types. It enables logistics firms to benchmark carriers, optimize supply chain decisions, and negotiate better contracts based on historical performance data.
| carrier_name | shipment_type | total_shipments |
|---|
| Swift Horizon Freight | standard | 312 |
| Global Express Lines | express | 105 |
| Atlantic Rapid Cargo | standard | 275 |
carrier_idreport_dateorigin_city+14 more
Finance37 cols · 200 rows
This dataset provides a detailed, structured view of mortgage application features, including applicant demographics, financials, property details, and application status. It is ideal for banks and insurtech startups seeking to build AI/ML models for risk assessment, approval automation, and portfolio analytics. The schema is designed for high data integrity and regulatory compliance.
| applicant_first_name | applicant_last_name | employment_status |
|---|
| Jessica | Nguyen | employed |
| Ananya | Srinivas | student |
| Michael | O'Connor | retired |
application_idapplicant_date_of_birthapplicant_ssn+31 more
Healthcare29 cols · 200 rows
This dataset provides detailed, transaction-level records of lab test ordering and utilization across hospitals and clinics, including facility, test, patient, physician, cost, and diagnostic context. It enables comprehensive analysis of test utilization patterns, cost management, and supports clinical decision-making and operational efficiency initiatives.
| facility_name | facility_type | test_name |
|---|
| General Hospital | hospital | Glucose, Serum |
| Downtown Clinic | clinic | Hemoglobin |
| Suburban Medical Center | hospital | Platelet Count |
utilization_idfacility_idfacility_street_address+23 more
Logistics25 cols · 200 rows
This dataset provides granular logistics route data, including provider information, origin and destination addresses, delivery times, costs, and optimization status. It enables detailed analysis of route efficiency, cost reduction strategies, and supply chain performance benchmarking for logistics providers and shippers.
| provider_name | vehicle_type | route_status |
|---|
| UrbanBike Delivery | bike | completed |
| ExpressVan Logistics | van | planned |
| Continental Trucking | truck | delayed |
route_idprovider_idorigin_street_address+19 more
Finance11 cols · 200 rows
This dataset provides detailed insights into customer payment method preferences, usage frequency, and transaction values across various demographic and business segments. It enables financial service providers to analyze trends, optimize product offerings, and tailor marketing strategies based on customer behavior and segment characteristics.
| segment | payment_method | gender |
|---|
| Gen Z | Mobile Wallet | Female |
| Millennial | Credit Card | Male |
| Senior | Bank Transfer | Female |
customer_idfrequencyaverage_transaction_value+5 more
Healthcare21 cols · 200 rows
This dataset provides detailed tracking of patient prescription adherence, including refill patterns, medication details, and compliance scores. It enables healthcare providers and insurers to identify at-risk patients, analyze medication-taking behaviors, and develop targeted interventions to improve health outcomes and reduce costs.
| patient_gender | medication_name | refill_status |
|---|
| female | Metformin | on-time |
| male | Lisinopril | late |
| female | Sertraline | on-time |
adherence_idpatient_idpatient_birth_date+15 more
Logistics21 cols · 200 rows
This dataset provides granular tracking of warehouse order fulfillment timelines, capturing key timestamps from picking to shipping, employee assignments, and destination details. It enables logistics managers to analyze workflow efficiency, identify bottlenecks, and optimize operational processes for faster, more reliable order delivery.
| order_status | shipping_method | destination_country |
|---|
| shipped | ground | USA |
| shipped | express | USA |
| shipped | ground | USA |
order_idcustomer_idwarehouse_id+15 more
Finance30 cols · 200 rows
This dataset contains detailed records of loan applications, including applicant demographics, financial profiles, loan request details, approval outcomes, and risk indicators. It is ideal for building predictive models for loan approval, credit risk assessment, and applicant profiling in banking and fintech environments.
| applicant_employment_status | applicant_employer_name | applicant_job_title |
|---|
| employed | BrightHouse Realty | Sales Manager |
| employed | Urban Motors | Technician |
| employed | RiverTech Solutions | IT Support |
application_idapplicant_idapplication_date+24 more
Healthcare24 cols · 200 rows
This dataset provides detailed records of diagnostic errors in clinical settings, including patient demographics, clinician roles, error types, severity, outcomes, and organizational context. It enables healthcare organizations to analyze diagnostic accuracy, identify patterns in errors, and support targeted quality improvement and compliance initiatives. The comprehensive structure facilitates benchmarking, risk analysis, and regulatory reporting.
| patient_gender | error_type | organization_name |
|---|
| female | missed | Central Valley Medical Center |
| male | incorrect | Westside Family Health |
| male | delayed | Metro Regional Hospital |
diagnostic_error_idpatient_idpatient_age+18 more
Logistics20 cols · 200 rows
This dataset provides detailed inventory turnover metrics across suppliers and distribution centers, including product-level tracking, time periods, and cost analysis. It enables logistics managers to monitor stock efficiency, identify excess inventory, and optimize supply chain operations for cost reduction and improved responsiveness.
| supplier_name | distribution_center_name | product_name |
|---|
| Eastern Essentials | Chicago Central Hub | Long Grain Rice |
| Global Imports Ltd. | Singapore South Distro | Canned Tuna |
| Baker’s Best | Boston North | Sourdough Bread |
inventory_turnover_idsupplier_iddistribution_center_id+14 more
Finance22 cols · 200 rows
This dataset provides granular credit card transaction records, including customer demographics, card details, merchant information, and transaction metadata. It is ideal for banks and fintechs seeking to analyze spending patterns, segment customers, and model risk, enabling data-driven product design and market research.
| merchant_category | merchant_name | transaction_type |
|---|
| groceries | FreshMarket | purchase |
| dining | UrbanBistro | purchase |
| retail | QuickMart | purchase |
transaction_idcustomer_idcard_id+16 more
Healthcare23 cols · 200 rows
This dataset provides detailed records of healthcare appointments, capturing patient demographics, scheduling details, clinic and provider information, reminders, and final attendance status. It is designed to help clinics analyze no-show rates, identify contributing factors, and optimize scheduling strategies to improve operational efficiency and patient care.
| clinic_name | appointment_type | appointment_status |
|---|
| Mission Family Health | consultation | attended |
| Dallas Geriatric Center | routine check | attended |
| Lakeshore Pediatrics | routine check | attended |
appointment_idpatient_idpatient_gender+17 more
Logistics25 cols · 200 rows
This logistics shipment delay prediction dataset provides granular details on shipments, including route information, carrier performance, weather conditions, and both predicted and actual delays. Designed for supply chain managers and analysts, it enables proactive scheduling, risk assessment, and service optimization by offering actionable insights into delay patterns and their causes.
| carrier_name | route_type | vehicle_type |
|---|
| SwiftLine Logistics | highway | truck |
| EuroFreight GmbH | rail | train |
| Pacific Transport | highway | truck |
shipment_idscheduled_departure_datetimeactual_departure_datetime+19 more
Finance16 cols · 200 rows
This dataset provides granular financial transaction records enriched with customer segmentation, merchant categorization, and risk scoring. It enables banks and fintechs to analyze spending patterns, detect fraud, and optimize product offerings for targeted customer profiles. The dataset is ideal for risk management, customer analytics, and personalized financial services.
| merchant_name | merchant_category | transaction_type |
|---|
| Apple Store | Retail | Purchase |
| Tim Hortons | Dining | Purchase |
| Amazon.com | Retail | Purchase |
transaction_idcustomer_idtransaction_date+10 more
Healthcare16 cols · 200 rows
This dataset provides detailed forecasts of hospital bed occupancy rates by department and time, incorporating expected admissions, discharges, and resource utilization metrics. It enables healthcare administrators to anticipate capacity needs, optimize resource allocation, and improve patient care delivery through data-driven planning. The dataset supports both operational and strategic decision-making in hospital management.
| hospital_name | department | forecast_method |
|---|
| Green Valley Medical Center | General Ward | ML-based |
| Bay Area Health Institute | ICU | Expert estimate |
| Lakeside Community Hospital | Pediatrics | ARIMA |
forecast_idhospital_idforecast_date+10 more
Finance19 cols · 200 rows
This dataset provides detailed, chronological records of supplier invoices, including submission, due, and payment dates, amounts, and payment statuses. It enables comprehensive analysis of cash flow, payment compliance, and supplier management, supporting audit, financial planning, and process optimization. The flat structure makes it ideal for integration with BI tools and compliance reporting systems.
| supplier_name | currency | payment_status |
|---|
| Northland Foods Inc. | USD | paid |
| Rapid-IT Services Ltd. | GBP | paid |
| EuroChem Logistics | EUR | paid |
invoice_idsupplier_idsupplier_tax_id+13 more
Finance26 cols · 200 rows
This dataset provides detailed, synthetic records of cardholder dispute cases, including transaction details, dispute reasons, status progression, and resolution outcomes. It is designed to support the development and validation of fraud detection and compliance models, as well as operational analytics for financial institutions. All sensitive fields are masked or synthetic to ensure privacy while retaining analytical value.
| transaction_currency | merchant_name | dispute_status |
|---|
| USD | Starbucks | RESOLVED |
| USD | Amazon Online | UNDER_REVIEW |
| EUR | Lufthansa Airlines | RESOLVED |
dispute_idcardholder_idcard_number_masked+20 more
Healthcare22 cols · 200 rows
This dataset provides detailed, participant-level records for multiple healthcare clinical trials, including screening, randomization, and enrollment outcomes, along with demographic and site information. It enables comprehensive analysis of trial recruitment, participant flow, and site performance, supporting operational optimization and regulatory reporting in clinical research.
| trial_name | site_name | screening_status |
|---|
| Pediatric Epilepsy Drug Study | Children's Hospital Los Angeles | eligible |
| Geriatric Osteoporosis Registry | Toronto General Hospital | eligible |
| Adolescent Migraine Prevention Study | Great Ormond Street Hospital | eligible |
participant_idtrial_idsite_id+16 more
Healthcare20 cols · 200 rows
This dataset provides detailed, daily records of hospital resource allocation, including beds, staff, and critical equipment, across multiple facilities. It enables comprehensive monitoring of capacity, surge response, and operational readiness, supporting data-driven planning and crisis management in healthcare settings.
| hospital_name | bed_type | staff_type |
|---|
| St. Anne Medical Center | general | nurse |
| River Valley Hospital | icu | doctor |
| Westside Children's Clinic | pediatric | nurse |
allocation_idhospital_idhospital_street_address+14 more
Healthcare14 cols · 200 rows
This dataset provides granular, time-stamped physiological readings from remote patient monitoring devices, including heart rate, blood pressure, respiratory rate, temperature, oxygen saturation, glucose, and weight. It supports early detection of health deterioration, continuous patient tracking, and integration with clinical alerting systems, making it invaluable for proactive healthcare management and research.
| heart_rate_bpm | systolic_bp_mmHg | alert_flag |
|---|
| 74 | 118 | false |
| 62 | 112 | false |
| 88 | 136 | true |
reading_idpatient_iddevice_id+8 more
Finance21 cols · 200 rows
This dataset provides granular microloan repayment histories, including payment timing, amounts, borrower demographics, and loan characteristics, across emerging markets and fintech platforms. It is ideal for developing and benchmarking credit scoring models, analyzing repayment patterns, and understanding risk factors in microfinance. The dataset supports advanced analytics for financial inclusion and responsible lending.
| currency | repayment_status | borrower_employment_status |
|---|
| USD | on_time | employed |
| USD | on_time | employed |
| USD | on_time | employed |
repayment_idloan_idborrower_id+15 more
Healthcare21 cols · 200 rows
This dataset provides detailed daily logs of simulated wearable device users, including physical activity metrics, sleep stages, heart rate, biometrics, and mood. It enables robust analysis of wellness trends, behavioral patterns, and health outcomes, making it ideal for research, product development, and personalized health analytics.
| steps | distance_km | active_minutes |
|---|
| 13221 | 10.9 | 102 |
| 4890 | 4.1 | 41 |
| 17322 | 13.3 | 121 |
user_idlog_datedevice_id+15 more
Finance19 cols · 200 rows
This dataset contains detailed synthetic payment transaction records, each labeled with ground-truth indicators of fraud. It includes transaction metadata, customer and merchant identifiers, payment methods, device and location context, and fraud reasons, making it ideal for developing and benchmarking machine learning models for payment fraud detection and risk mitigation.
| currency | transaction_status | fraud_label |
|---|
| USD | completed | false |
| GBP | completed | false |
| INR | failed | true |
transaction_idtransaction_datetimeamount+13 more
Finance17 cols · 200 rows
This dataset contains labeled bank transaction records, including detailed transaction metadata, merchant information, and manually or automatically assigned expense categories. It is ideal for developing, training, and benchmarking automated expense categorization models for personal finance, budgeting, and regulatory compliance applications.
| merchant_name | amount | category |
|---|
| Whole Foods Market | -95.32 | groceries |
| ACME Corp | 2500 | income |
| Netflix | -56.8 | entertainment |
posting_dateis_recurringmerchant_category_code+11 more
Healthcare20 cols · 200 rows
This dataset provides detailed historical sales and inventory records for top pharmacy products, including batch-level expiration and restock information, store locations, and transaction details. It enables precise inventory optimization, demand forecasting, and proactive management of product expirations across multiple pharmacy locations.
| product_name | category | store_name |
|---|
| Ibuprofen 200mg | analgesic | HealthFirst Pharmacy |
| Amoxicillin 500mg | antibiotic | Care Max |
| Vitamin D3 1000IU | supplement | PharmaTrust |
sale_idproduct_idmanufacturer+14 more
Finance20 cols · 200 rows
This dataset provides detailed, anonymized records of loan applications and their automated approval or rejection outcomes, including applicant demographics, financial information, loan terms, and decision rationale. It is ideal for credit risk modeling, regulatory compliance auditing, and fairness analysis of lending algorithms.
| loan_purpose | applicant_employment_status | applicant_marital_status |
|---|
| auto | employed | married |
| home | self-employed | married |
| personal | employed | single |
application_idapplication_datedecision_datetime+14 more
Healthcare24 cols · 200 rows
This dataset provides a comprehensive record of hospital admissions, including patient demographics, diagnoses, procedures, length of stay, and AI-generated readmission risk scores. It enables predictive modeling and targeted interventions to reduce hospital readmissions, improve patient outcomes, and optimize healthcare resource allocation.
| insurance_type | admission_type | intervention_type |
|---|
| Medicare | emergency | care coordination |
| Medicaid | emergency | – |
| Private | urgent | – |
patient_idadmission_idadmission_date+18 more
Insurance23 cols · 200 rows
This dataset contains synthetic insurance claim records enriched with detailed event features and labeled fraud scenarios, designed for advanced machine learning-based fraud detection. Each record includes customer, policy, incident, and claim details, along with structured fraud indicators and event-level metadata, making it ideal for developing and benchmarking fraud detection algorithms.
| incident_type | claim_status | fraud_label |
|---|
| collision | approved | false |
| theft | paid | false |
| fire | approved | false |
claim_idpolicy_idcustomer_id+17 more
Energy16 cols · 202 rows
This dataset provides granular hourly and daily records of wholesale energy market prices, demand and supply signals, and contextual factors such as weather and holidays across multiple market regions. It is designed for advanced price forecasting, market analysis, and the development of predictive models for energy trading and grid management.
| market_name | frequency | currency |
|---|
| PJM Interconnection | hourly | USD |
| California ISO | hourly | USD |
| NEM Queensland | daily | AUD |
market_iddatetimeprice+10 more
Finance18 cols · 200 rows
This dataset contains synthetic banking transactions annotated with anti-money laundering (AML) alert flags, detailed reason codes, and customer risk information. It is designed to support the development and evaluation of compliance models, enabling detection of suspicious activities and regulatory reporting. The dataset includes transaction details, alert triggers, and customer risk profiles for comprehensive AML analytics.
| transaction_type | counterparty_bank_name | alert_label |
|---|
| deposit | – | none |
| withdrawal | – | none |
| payment | – | none |
transaction_idaccount_idcustomer_id+12 more
Healthcare16 cols · 200 rows
This dataset provides detailed, synthetic logs of medical device usage in healthcare environments, including device operations, patient interactions, operator actions, and downtime events. It enables comprehensive operational analytics, compliance auditing, and incident tracking, supporting both regulatory reporting and process improvement initiatives.
| device_type | operation_type | operation_status |
|---|
| MRI | start | success |
| MRI | stop | success |
| ECG | start | success |
log_iddevice_iddevice_serial_number+10 more
Energy25 cols · 200 rows
This dataset provides detailed logs of smart meter faults and diagnostic events for residential and commercial installations, including meter and customer identifiers, fault codes, severity, status, and contextual technical data. It enables utilities and service providers to perform predictive maintenance, improve customer experience, and analyze patterns in meter performance and reliability.
| installation_type | address_country | status |
|---|
| residential | USA | resolved |
| residential | USA | closed |
| residential | USA | closed |
fault_report_idmeter_idcustomer_id+19 more
Healthcare19 cols · 200 rows
This dataset provides a unified view of individual healthcare-related spending, linking medical, pharmacy, insurance, and wellness expenses with financial transaction details. It enables comprehensive analysis of out-of-pocket costs, insurance coverage, and spending patterns for holistic wellness and financial planning. The flat, detailed structure supports integration with demographic data and advanced analytics for both healthcare and financial services.
| spend_category | merchant_name | merchant_type |
|---|
| pharmacy | CVS Pharmacy Market St | pharmacy |
| nutrition | Whole Foods Union Sq | grocery |
| fitness | 24 Hour Fitness | gym |
spend_idperson_idtransaction_date+13 more
Healthcare16 cols · 200 rows
This dataset provides comprehensive logs of calibration events for medical devices, including device identifiers, calibration details, drift measurements, compliance outcomes, and scheduling information. It enables healthcare organizations to monitor device performance, ensure regulatory compliance, and optimize maintenance schedules for critical medical equipment.
| device_type | calibration_type | drift_unit |
|---|
| Infusion Pump Model A | routine | ppm |
| Ventilator Series X | initial | mmHg |
| Defibrillator Pro | corrective | mV |
log_iddevice_idserial_number+10 more
Telecommunications16 cols · 200 rows
This dataset provides detailed, structured records of telecom customer billing disputes, including dispute reasons, resolution outcomes, time to resolution, and agent involvement. It enables telecom providers to analyze dispute trends, automate billing issue workflows, and improve customer service processes. The dataset is ideal for process optimization, root cause analysis, and training AI-driven support systems.
| dispute_status | dispute_reason_category | resolution_outcome |
|---|
| Closed | Overcharge | Approved |
| Open | Incorrect Plan | – |
| Resolved | Service Not Provided | Partial Refund |
dispute_idcustomer_idaccount_number+10 more
Finance28 cols · 201 rows
This dataset provides detailed synthetic customer risk profiles for financial institutions, including demographic information, financial activity metrics, risk scores, and compliance indicators. It is ideal for developing and testing lending analytics, risk modeling, and anti-money laundering (AML) compliance systems in banking environments.
| first_name | last_name | account_status |
|---|
| Isabella | Nguyen | active |
| Derek | Owens | active |
| Yusuf | Farah | active |
customer_iddate_of_birthgender+22 more
Energy25 cols · 200 rows
This dataset provides detailed logs of maintenance activities for energy assets in plants and field locations, capturing preventive and corrective schedules, work orders, downtime, costs, and safety incidents. It enables comprehensive analysis of asset reliability, maintenance efficiency, and operational impacts, supporting optimization of utility maintenance strategies and regulatory compliance.
| asset_name | asset_type | location_name |
|---|
| North Plant Generator 1 | generator | North Power Plant |
| West Substation Transformer A | transformer | West Substation |
| South Field Pipeline Main | pipeline | South Field |
asset_idlocation_street_addresslocation_city+19 more
Healthcare15 cols · 200 rows
This dataset aggregates healthcare provider responses to workplace satisfaction surveys, capturing engagement, satisfaction, burnout risk, and key demographics across departments and roles. It enables in-depth HR analytics, provider retention modeling, and organizational benchmarking to improve workforce well-being and reduce turnover.
| provider_role | intends_to_leave | gender |
|---|
| Nurse | false | Female |
| Physician | false | Male |
| Nurse Practitioner | false | Female |
survey_idprovider_iddepartment+9 more
Logistics29 cols · 200 rows
This dataset integrates e-commerce product demand with logistics fulfillment and shipping timelines, providing a unified view of inventory levels, order status, and shipment tracking across warehouses and suppliers. It enables detailed supply chain analysis, demand forecasting, and operational optimization for e-commerce logistics teams. The flat structure supports easy integration with analytics tools and supply chain management systems.
| product_name | warehouse_name | supplier_name |
|---|
| Digital Gift Card $25 | Cloud Distribution Hub | Self-Generated |
| Reusable Stainless Water Bottle 750ml | Ohio Fulfillment Center | HydroFlow Imports |
| Wireless Bluetooth Earbuds XE200 | London Central Storage | AudioNext Europe |
inventory_record_idproduct_idsku+23 more