E-commerce22 cols · 200 rows
This dataset provides detailed, flat records of e-commerce product returns, including transaction details, customer demographics, product information, and reasons for return. It is designed for supply chain optimization, quality improvement, and customer experience analysis, enabling granular insights into return patterns and drivers across products and customer segments.
| product_name | return_reason | refund_amount |
|---|
| UltraHD Smart TV 55in | defective | 449.99 |
| Womens Summer Dress L | size issue | 39.99 |
| Modern Floor Lamp Black | not as described | 125 |
time_to_return_daysreturn_methodcustomer_country+16 more
Human Resources26 cols · 200 rows
This dataset provides detailed HR records for employees, including demographics, job history, satisfaction, performance, and attrition status. It is ideal for building predictive models to identify turnover risks, analyze workforce trends, and inform retention strategies. Rich features enable advanced analytics for HR decision-making and organizational planning.
| first_name | last_name | marital_status |
|---|
| Riya | Patel | Married |
| Carlos | Dominguez | Single |
| Aisha | Okafor | Widowed |
employee_idgenderdate_of_birth+20 more
Technology20 cols · 200 rows
This dataset contains detailed records of IT service tickets, combining structured metadata (such as priority, category, and assignment) with rich ticket descriptions suitable for natural language processing. It enables automated ticket triage, prioritization, and advanced analytics for IT support operations, making it ideal for machine learning and process optimization.
| ticket_subject | category | priority |
|---|
| Laptop battery fails to charge | hardware | medium |
| Cannot print from office printer | hardware | high |
| Server room temperature alert | hardware | critical |
departmentstatusurgency+14 more
Manufacturing15 cols · 200 rows
This dataset provides detailed manufacturing quality control records, including batch production information, inspection results, defect types and severities, and quality scores. It enables manufacturers to monitor process performance, identify recurring issues, and drive continuous improvement in product quality and operational efficiency.
| shift | quality_score | defect_type |
|---|
| afternoon | 99.7 | – |
| morning | 87.4 | – |
| night | 81.1 | scratch |
batch_iddefect_severityrework_required+9 more
Technology18 cols · 200 rows
This dataset provides comprehensive retention and engagement metrics for B2B SaaS customers, including subscription details, user activity, feature usage, and churn risk scores. It enables customer success teams to monitor long-term engagement, identify at-risk accounts, and optimize strategies for churn prevention and customer health. Ideal for SaaS analytics, customer lifecycle management, and predictive modeling.
| customer_name | subscription_status | plan_type |
|---|
| Alpha Technologies Inc. | active | Enterprise |
| Beta Financial Group | active | Pro |
| Gamma Retail Solutions | active | Basic |
customer_idindustryaccount_manager+12 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
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
Healthcare22 cols · 200 rows
This dataset provides detailed, labeled records of hospital admissions, including patient demographics, diagnoses, procedures, and outcomes related to readmission. It is designed to support predictive modeling for hospital readmissions, enabling health systems to identify risk factors, optimize care transitions, and reduce costs. The comprehensive schema facilitates advanced analytics and machine learning applications in healthcare quality improvement.
| readmitted | admission_type | insurance_type |
|---|
| false | elective | private |
| true | emergency | medicare |
| false | emergency | medicare |
patient_idadmission_idadmission_date+16 more
Social Media14 cols · 200 rows
This dataset contains synthetic social media posts and their associated comments, each labeled with sentiment (positive, negative, neutral) and optional sentiment scores. It is designed for training and benchmarking machine learning and NLP models in social analytics, enabling fine-grained sentiment analysis across multiple platforms and languages.
| post_sentiment_label | comment_sentiment_label | platform |
|---|
| positive | positive | twitter |
| positive | positive | facebook |
| positive | positive | instagram |
post_iduser_idpost_datetime+8 more