{ "data_id": "43416", "name": "Housing-Prices-in-London", "exact_name": "Housing-Prices-in-London", "version": 1, "version_label": "v1.0", "description": "Content\nThis dataset comprises of various house listings in London and neighbouring region. It also encompasses the parameters listed below, the definitions of which are quite self-explanatory.\n Property Name\n Price\n House Type - Contains one of the following types of houses (House, Flat\/Apartment, New Development, Duplex, Penthouse, Studio, Bungalow, Mews)\n Area in sq ft\n No. of Bedrooms\n No. of Bathrooms\n No. of Receptions\n Location\n City\/County - Includes London, Essex, Middlesex, Hertfordshire, Kent, and Surrey.\n Postal Code \nInspiration\nThis dataset has various parameters for each house listing which can be used to conduct Exploratory Data Analysis. It can also be used to predict the house prices in various regions of London by means of Regression Analysis or other learning methods.", "format": "arff", "uploader": "Dustin Carrion", "uploader_id": 30123, "visibility": "public", "creator": null, "contributor": null, "date": "2022-03-23 13:13:31", "update_comment": null, "last_update": "2022-03-23 13:13:31", "licence": "CC0: Public Domain", "status": "active", "error_message": null, "url": "https:\/\/www.openml.org\/data\/download\/22102241\/dataset", "kaggle_url": null, "default_target_attribute": null, "row_id_attribute": null, "ignore_attribute": null, "runs": 0, "suggest": { "input": [ "Housing-Prices-in-London", "Content This dataset comprises of various house listings in London and neighbouring region. It also encompasses the parameters listed below, the definitions of which are quite self-explanatory. Property Name Price House Type - Contains one of the following types of houses (House, Flat\/Apartment, New Development, Duplex, Penthouse, Studio, Bungalow, Mews) Area in sq ft No. of Bedrooms No. of Bathrooms No. of Receptions Location City\/County - Includes London, Essex, Middlesex, Hertfordshire, Kent, " ], "weight": 5 }, "qualities": { "NumberOfInstances": 3480, "NumberOfFeatures": 11, "NumberOfClasses": null, "NumberOfMissingValues": 962, "NumberOfInstancesWithMissingValues": 962, "NumberOfNumericFeatures": 6, "NumberOfSymbolicFeatures": 0, "PercentageOfBinaryFeatures": 0, "PercentageOfInstancesWithMissingValues": 27.64367816091954, "PercentageOfMissingValues": 2.5130616509926855, "AutoCorrelation": null, "PercentageOfNumericFeatures": 54.54545454545454, "Dimensionality": 0.003160919540229885, "PercentageOfSymbolicFeatures": 0, "MajorityClassPercentage": null, "MajorityClassSize": null, "MinorityClassPercentage": null, "MinorityClassSize": null, "NumberOfBinaryFeatures": 0 }, "tags": [], "features": [ { "name": "Unnamed:_0", "index": "0", "type": "numeric", "distinct": "3480", "missing": "0", "min": "0", "max": "3479", "mean": "1740", "stdev": "1005" }, { "name": "Property_Name", "index": "1", "type": "string", "distinct": "2380", "missing": "0" }, { "name": "Price", "index": "2", "type": "numeric", "distinct": "536", "missing": "0", "min": "180000", "max": "39750000", "mean": "1864173", "stdev": "2267283" }, { "name": "House_Type", "index": "3", "type": "string", "distinct": "8", "missing": "0" }, { "name": "Area_in_sq_ft", "index": "4", "type": "numeric", "distinct": "2034", "missing": "0", "min": "274", "max": "15405", "mean": "1713", "stdev": "1364" }, { "name": "No._of_Bedrooms", "index": "5", "type": "numeric", "distinct": "11", "missing": "0", "min": "0", "max": "10", "mean": "3", "stdev": "2" }, { "name": "No._of_Bathrooms", "index": "6", "type": "numeric", "distinct": "11", "missing": "0", "min": "0", "max": "10", "mean": "3", "stdev": "2" }, { "name": "No._of_Receptions", "index": "7", "type": "numeric", "distinct": "11", "missing": "0", "min": "0", "max": "10", "mean": "3", "stdev": "2" }, { "name": "Location", "index": "8", "type": "string", "distinct": "656", "missing": "962" }, { "name": "City\/County", "index": "9", "type": "string", "distinct": "57", "missing": "0" }, { "name": "Postal_Code", "index": "10", "type": "string", "distinct": "2845", "missing": "0" } ], "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 }