{ "data_id": "46087", "name": "Amazon_Prime_Fiction", "exact_name": "Amazon_Prime_Fiction", "version": 1, "version_label": null, "description": "**Description:**\nThe \"amazon_prime_users.csv\" dataset provides a structured overview of Amazon Prime users' profiles and their subscription details. It encompasses diverse attributes ranging from personal information to usage patterns, offering valuable insights into user behavior and preferences.\n\n**Attribute Description:**\n- **User ID**: A unique identifier for each user (e.g., 2026, 179).\n- **Name**: The full name of the user (e.g., Jessica Flores, Tina Nelson).\n- **Email Address**: User's email address (e.g., hallkendra@example.net).\n- **Username**: A chosen username for the account (e.g., brandonlewis).\n- **Date of Birth**: The birth date of the user (e.g., 1972-10-09).\n- **Gender**: The gender of the user (Female\/Male).\n- **Location**: The user's location (e.g., Walterston, Murrayland).\n- **Membership Start Date**: The date when the user's Prime membership started (e.g., 2024-02-07).\n- **Membership End Date**: The expiration date of the current Prime membership (e.g., 2025-03-08).\n- **Subscription Plan**: The type of Prime membership plan (Monthly\/Annual).\n- **Payment Information**: Type of payment card used (Mastercard\/Visa).\n- **Renewal Status**: Indicates if the membership will auto-renew or requires manual renewal.\n- **Usage Frequency**: How often the user engages with Prime services (Regular\/Occasional\/Frequent).\n- **Purchase History**: Types of products the user purchases (Clothing, Books, Electronics).\n- **Favorite Genres**: Preferred content genres on Prime (Sci-Fi, Drama, Comedy).\n- **Devices Used**: The devices used to access Prime services (Tablet, Smartphone).\n- **Engagement Metrics**: Levels of engagement (Low\/Medium\/High).\n- **Feedback\/Ratings**: User-given ratings, on a scale of 1 to 5.\n- **Customer Support Interactions**: Number of times the user has interacted with customer support.\n\n**Use Case:**\nThis dataset can serve multiple purposes:\n1. **Customer Segmentation**: Analyzing customer profiles to segment them based on preferences and usage patterns.\n2. **Personalized Marketing**: Crafting tailored marketing campaigns or recommendations based on purchase history, favorite genres, and usage frequency.\n3. **Membership Retention Strategies**: Identifying factors influencing renewal status to devise targeted retention strategies.\n4. **Product Development**: Informing new features or services by understanding users' engagement and feedback\/ratings.\n5. **Customer Support Enhancement**: Enhancing support services by analyzing the frequency and nature of customer support interactions.\n \nBy exploring these aspects, businesses can derive actionable insights to enhance user experience, engagement, and loyalty in subscription-based services.", "format": "arff", "uploader": "Iwo Godzwon", "uploader_id": 39999, "visibility": "public", "creator": "\"None\"", "contributor": "\"Aj\"", "date": "2024-05-31 14:34:53", "update_comment": null, "last_update": "2024-05-31 14:34:53", "licence": "Public Domain (CC0)", "status": "active", "error_message": null, "url": "https:\/\/api.openml.org\/data\/download\/22120531\/dataset", "default_target_attribute": null, "row_id_attribute": null, "ignore_attribute": null, "runs": 0, "suggest": { "input": [ "Amazon_Prime_Fiction", "The \"amazon_prime_users.csv\" dataset provides a structured overview of Amazon Prime users' profiles and their subscription details. It encompasses diverse attributes ranging from personal information to usage patterns, offering valuable insights into user behavior and preferences. - **User ID**: A unique identifier for each user (e.g., 2026, 179). - **Name**: The full name of the user (e.g., Jessica Flores, Tina Nelson). - **Email Address**: User's email address (e.g., hallkendra@example.net). - " ], "weight": 5 }, "qualities": { "NumberOfInstances": 2500, "NumberOfFeatures": 19, "NumberOfClasses": null, "NumberOfMissingValues": 0, "NumberOfInstancesWithMissingValues": 0, "NumberOfNumericFeatures": 2, "NumberOfSymbolicFeatures": 10, "Dimensionality": 0.0076, "PercentageOfNumericFeatures": 10.526315789473683, "MajorityClassPercentage": null, "PercentageOfSymbolicFeatures": 52.63157894736842, "MajorityClassSize": null, "MinorityClassPercentage": null, "MinorityClassSize": null, "NumberOfBinaryFeatures": 3, "PercentageOfBinaryFeatures": 15.789473684210526, "PercentageOfInstancesWithMissingValues": 0, "AutoCorrelation": null, "PercentageOfMissingValues": 0 }, "tags": [], "features": [ { "name": "User ID", "index": "0", "type": "string", "distinct": "2500", "missing": "0" }, { "name": "Name", "index": "1", "type": "string", "distinct": "2458", "missing": "0" }, { "name": "Email Address", "index": "2", "type": "string", "distinct": "2480", "missing": "0" }, { "name": "Username", "index": "3", "type": "string", "distinct": "2458", "missing": "0" }, { "name": "Date of Birth", "index": "4", "type": "string", "distinct": "2384", "missing": "0" }, { "name": "Gender", "index": "5", "type": "nominal", "distinct": "2", "missing": "0", "distr": [] }, { "name": "Location", "index": "6", "type": "nominal", "distinct": "2265", "missing": "0", "distr": [] }, { "name": "Membership Start Date", "index": "7", "type": "string", "distinct": "105", "missing": "0" }, { "name": "Membership End Date", "index": "8", "type": "string", "distinct": "105", "missing": "0" }, { "name": "Subscription Plan", "index": "9", "type": "nominal", "distinct": "2", "missing": "0", "distr": [] }, { "name": "Payment Information", "index": "10", "type": "nominal", "distinct": "3", "missing": "0", "distr": [] }, { "name": "Renewal Status", "index": "11", "type": "nominal", "distinct": "2", "missing": "0", "distr": [] }, { "name": "Usage Frequency", "index": "12", "type": "nominal", "distinct": "3", "missing": "0", "distr": [] }, { "name": "Purchase History", "index": "13", "type": "nominal", "distinct": "3", "missing": "0", "distr": [] }, { "name": "Favorite Genres", "index": "14", "type": "nominal", "distinct": "7", "missing": "0", "distr": [] }, { "name": "Devices Used", "index": "15", "type": "nominal", "distinct": "3", "missing": "0", "distr": [] }, { "name": "Engagement Metrics", "index": "16", "type": "nominal", "distinct": "3", "missing": "0", "distr": [] }, { "name": "Feedback\/Ratings", "index": "17", "type": "numeric", "distinct": "21", "missing": "0", "min": "3", "max": "5", "mean": "4", "stdev": "1" }, { "name": "Customer Support Interactions", "index": "18", "type": "numeric", "distinct": "11", "missing": "0", "min": "0", "max": "10", "mean": "5", "stdev": "3" } ], "nr_of_issues": 0, "nr_of_downvotes": 0, "nr_of_likes": 0, "nr_of_downloads": 0, "total_downloads": 0, "reach": 0, "reuse": 0, "impact_of_reuse": 0, "reach_of_reuse": 0, "impact": 0 }