{ "data_id": "46081", "name": "Dog_Breeds_Ranked", "exact_name": "Dog_Breeds_Ranked", "version": 1, "version_label": null, "description": "### Description:\n\nThe Dogs Ranking Dataset is an informative compilation aimed at providing a comprehensive overview of various dog breeds and their characteristics. This dataset encompasses a wide array of attributes spanning from physical traits to cost-related aspects, making it an indispensable resource for potential dog owners, veterinarians, and dog enthusiasts. It delves into breed-specific information including type, size, intelligence, congenital ailments, and more, coupled with quantitative metrics suchasility for cohabitation with children, and financial commitments involved over a dog's lifespan.\n\n### Attribute Description:\n\n- **Breed**: Includes breeds like English Springer Spaniel, Akita, amongst others.\n- **Type**: Classifies breeds into categories like hound, non-sporting, and terrier.\n- **Score**: A numerical value indicating the breed's overall rating.\n- **Popularity Ranking**: Numeric rank based on the breed's popularity.\n- **Size & Size.1**: Represents the dog's physical stature, with values like medium and large. 'Size.1' offers a descriptive size categorization.\n- **Intelligence**: Descriptive ranking of the breed's intelligence level.\n- **Congenital Ailments**: Lists potential hereditary health issues.\n- **Score for Kids**: Numerical rating reflecting suitability for families with children.\n- **$LIFETIME COST**: Estimated financial cost covering the dog's lifespan.\n- **INTELLIGENCE RANK & INTELLIGENCE %**: Provides a rank and percentage estimating the breed's intelligence.\n- **LONGEVITY(YEARS)**: Average lifespan in years.\n- **NUMBER OF GENETIC AILMENTS**: Indicates the count of known hereditary conditions.\n- **GENETIC AILMENTS**: Detailing specific hereditary health issues.\n- **PURCHASE PRICE**: Initial cost of acquiring the breed.\n- **FOOD COSTS PER YEAR**: Annual estimated expenditure on food.\n- **GROOMING FREQUENCY**: Required frequency of grooming.\n- **SUITABILITY FOR CHILDS**: Numeric score indicating compatibility with children.\n\n### Use Case:\n\nThis dataset is particularly valuable for individuals looking to adopt or purchase a dog by offering a data-driven approach to understanding breed-specific expectations and responsibilities. It assists in matching a breed to a potential owner's lifestyle, financial readiness, and compatibility with household members, including children. Additionally, it serves as a research tool for veterinary studies focusing on congenital ailments and their prevalence across breeds, thus contributing to targeted healthcare and breeding practices.", "format": "arff", "uploader": "Iwo Godzwon", "uploader_id": 39999, "visibility": "public", "creator": "\"None\"", "contributor": "\"Jaina\"", "date": "2024-05-31 13:12:36", "update_comment": null, "last_update": "2024-05-31 13:12:36", "licence": "Public Domain (CC0)", "status": "active", "error_message": null, "url": "https:\/\/api.openml.org\/data\/download\/22120525\/dataset", "kaggle_url": null, "default_target_attribute": null, "row_id_attribute": null, "ignore_attribute": null, "runs": 0, "suggest": { "input": [ "Dog_Breeds_Ranked", "### Description: The Dogs Ranking Dataset is an informative compilation aimed at providing a comprehensive overview of various dog breeds and their characteristics. This dataset encompasses a wide array of attributes spanning from physical traits to cost-related aspects, making it an indispensable resource for potential dog owners, veterinarians, and dog enthusiasts. It delves into breed-specific information including type, size, intelligence, congenital ailments, and more, coupled with quantita " ], "weight": 5 }, "qualities": { "NumberOfInstances": 87, "NumberOfFeatures": 19, "NumberOfClasses": null, "NumberOfMissingValues": 0, "NumberOfInstancesWithMissingValues": 0, "NumberOfNumericFeatures": 6, "NumberOfSymbolicFeatures": 10, "PercentageOfBinaryFeatures": 0, "PercentageOfInstancesWithMissingValues": 0, "PercentageOfMissingValues": 0, "AutoCorrelation": null, "PercentageOfNumericFeatures": 31.57894736842105, "Dimensionality": 0.21839080459770116, "PercentageOfSymbolicFeatures": 52.63157894736842, "MajorityClassPercentage": null, "MajorityClassSize": null, "MinorityClassPercentage": null, "MinorityClassSize": null, "NumberOfBinaryFeatures": 0 }, "tags": [], "features": [ { "name": "Breed", "index": "0", "type": "nominal", "distinct": "87", "missing": "0", "distr": [] }, { "name": "type", "index": "1", "type": "nominal", "distinct": "7", "missing": "0", "distr": [] }, { "name": "score", "index": "2", "type": "numeric", "distinct": "71", "missing": "0", "min": "1", "max": "4", "mean": "3", "stdev": "1" }, { "name": "popularity ranking", "index": "3", "type": "numeric", "distinct": "87", "missing": "0", "min": "1", "max": "87", "mean": "44", "stdev": "25" }, { "name": "size", "index": "4", "type": "nominal", "distinct": "3", "missing": "0", "distr": [] }, { "name": "intelligence", "index": "5", "type": "nominal", "distinct": "6", "missing": "0", "distr": [] }, { "name": "congential ailments", "index": "6", "type": "nominal", "distinct": "47", "missing": "0", "distr": [] }, { "name": "score for kids", "index": "7", "type": "numeric", "distinct": "71", "missing": "0", "min": "2", "max": "5", "mean": "4", "stdev": "1" }, { "name": "size.1", "index": "8", "type": "nominal", "distinct": "3", "missing": "0", "distr": [] }, { "name": "$LIFETIME COST", "index": "9", "type": "string", "distinct": "87", "missing": "0" }, { "name": "INTELLIGENCE RANK", "index": "10", "type": "numeric", "distinct": "67", "missing": "0", "min": "1", "max": "80", "mean": "42", "stdev": "22" }, { "name": "INTELLIGENCE %", "index": "11", "type": "string", "distinct": "67", "missing": "0" }, { "name": "LONGEVITY(YEARS)", "index": "12", "type": "numeric", "distinct": "83", "missing": "0", "min": "6", "max": "17", "mean": "11", "stdev": "2" }, { "name": "NUMBER OF GENETIC AILMENTS", "index": "13", "type": "numeric", "distinct": "8", "missing": "0", "min": "0", "max": "9", "mean": "2", "stdev": "2" }, { "name": "GENETIC AILMENTS", "index": "14", "type": "nominal", "distinct": "50", "missing": "0", "distr": [] }, { "name": "PURCHASE PRICE", "index": "15", "type": "string", "distinct": "77", "missing": "0" }, { "name": "FOOD COSTS PER YEAR", "index": "16", "type": "nominal", "distinct": "10", "missing": "0", "distr": [] }, { "name": "GROOMING FREQUNCY", "index": "17", "type": "nominal", "distinct": "3", "missing": "0", "distr": [] }, { "name": "SUITABILITY FOR CHILDREN", "index": "18", "type": "nominal", "distinct": "3", "missing": "0", "distr": [] } ], "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 }