{ "data_id": "45547", "name": "Cardiovascular-Disease-dataset", "exact_name": "Cardiovascular-Disease-dataset", "version": 1, "version_label": null, "description": "## Data description\n\nThere are 3 types of input features:\n\n* Objective: factual information;\n* Examination: results of medical examination;\n* Subjective: information given by the patient.\n\nFeatures:\n\n1. Age | Objective Feature | age | int (days)\n2. Height | Objective Feature | height | int (cm) |\n3. Weight | Objective Feature | weight | float (kg) |\n4. Gender | Objective Feature | gender | categorical code |\n5. Systolic blood pressure | Examination Feature | ap_hi | int |\n6. Diastolic blood pressure | Examination Feature | ap_lo | int |\n7. Cholesterol | Examination Feature | cholesterol | 1: normal, 2: above normal, 3: well above normal |\n8. Glucose | Examination Feature | gluc | 1: normal, 2: above normal, 3: well above normal |\n9. Smoking | Subjective Feature | smoke | binary |\n10. Alcohol intake | Subjective Feature | alco | binary |\n11. Physical activity | Subjective Feature | active | binary |\n12. Presence or absence of cardiovascular disease | Target Variable | cardio | binary |\n\nAll of the dataset values were collected at the moment of medical examination.\n\n**Notes by Uploader to OpenML**\n\n* Gender: 1 - women, 2 - men\n* There is no information available on Kaggle where this data was collected.", "format": "arff", "uploader": "Matthias Feurer", "uploader_id": 86, "visibility": "public", "creator": null, "contributor": "\"SVETLANA ULIANOVA\"", "date": "2023-06-02 22:28:00", "update_comment": null, "last_update": "2023-06-02 22:28:00", "licence": "Unknown", "status": "active", "error_message": null, "url": "https:\/\/api.openml.org\/data\/download\/22116515\/dataset", "default_target_attribute": "cardio", "row_id_attribute": "id", "ignore_attribute": null, "runs": 0, "suggest": { "input": [ "Cardiovascular-Disease-dataset", "## Data description There are 3 types of input features: * Objective: factual information; * Examination: results of medical examination; * Subjective: information given by the patient. Features: 1. Age | Objective Feature | age | int (days) 2. Height | Objective Feature | height | int (cm) | 3. Weight | Objective Feature | weight | float (kg) | 4. Gender | Objective Feature | gender | categorical code | 5. Systolic blood pressure | Examination Feature | ap_hi | int | 6. Diastolic blood pressure " ], "weight": 5 }, "qualities": { "NumberOfInstances": 70000, "NumberOfFeatures": 12, "NumberOfClasses": 2, "NumberOfMissingValues": 0, "NumberOfInstancesWithMissingValues": 0, "NumberOfNumericFeatures": 5, "NumberOfSymbolicFeatures": 7, "MinorityClassSize": 34979, "NumberOfBinaryFeatures": 5, "PercentageOfBinaryFeatures": 41.66666666666667, "PercentageOfInstancesWithMissingValues": 0, "PercentageOfMissingValues": 0, "AutoCorrelation": 0.5028786125516079, "PercentageOfNumericFeatures": 41.66666666666667, "Dimensionality": 0.00017142857142857143, "PercentageOfSymbolicFeatures": 58.333333333333336, "MajorityClassPercentage": 50.029999999999994, "MajorityClassSize": 35021, "MinorityClassPercentage": 49.97 }, "tags": [ { "uploader": "38960", "tag": "Chemistry" }, { "uploader": "38960", "tag": "Life Science" } ], "features": [ { "name": "cardio", "index": "12", "type": "nominal", "distinct": "2", "missing": "0", "target": "1", "distr": [ [ "0", "1" ], [ [ "35021", "0" ], [ "0", "34979" ] ] ] }, { "name": "id", "index": "0", "type": "numeric", "distinct": "70000", "missing": "0", "identifier": "1", "min": "0", "max": "99999", "mean": "49972", "stdev": "28851" }, { "name": "age", "index": "1", "type": "numeric", "distinct": "8076", "missing": "0", "min": "10798", "max": "23713", "mean": "19469", "stdev": "2467" }, { "name": "gender", "index": "2", "type": "nominal", "distinct": "2", "missing": "0", "distr": [ [ "1", "2" ], [ [ "22914", "22616" ], [ "12107", "12363" ] ] ] }, { "name": "height", "index": "3", "type": "numeric", "distinct": "109", "missing": "0", "min": "55", "max": "250", "mean": "164", "stdev": "8" }, { "name": "weight", "index": "4", "type": "numeric", "distinct": "287", "missing": "0", "min": "10", "max": "200", "mean": "74", "stdev": "14" }, { "name": "ap_hi", "index": "5", "type": "numeric", "distinct": "153", "missing": "0", "min": "-150", "max": "16020", "mean": "129", "stdev": "154" }, { "name": "ap_lo", "index": "6", "type": "numeric", "distinct": "157", "missing": "0", "min": "-70", "max": "11000", "mean": "97", "stdev": "188" }, { "name": "cholesterol", "index": "7", "type": "nominal", "distinct": "3", "missing": "0", "distr": [ [ "1", "2", "3" ], [ [ "29330", "23055" ], [ "3799", "5750" ], [ "1892", "6174" ] ] ] }, { "name": "gluc", "index": "8", "type": "nominal", "distinct": "3", "missing": "0", "distr": [ [ "1", "2", "3" ], [ [ "30894", "28585" ], [ "2112", "3078" ], [ "2015", "3316" ] ] ] }, { "name": "smoke", "index": "9", "type": "nominal", "distinct": "2", "missing": "0", "distr": [ [ "0", "1" ], [ [ "31781", "32050" ], [ "3240", "2929" ] ] ] }, { "name": "alco", "index": "10", "type": "nominal", "distinct": "2", "missing": "0", "distr": [ [ "0", "1" ], [ [ "33080", "33156" ], [ "1941", "1823" ] ] ] }, { "name": "active", "index": "11", "type": "nominal", "distinct": "2", "missing": "0", "distr": [ [ "0", "1" ], [ [ "6378", "7361" ], [ "28643", "27618" ] ] ] } ], "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 }