{ "data_id": "42366", "name": "residential_building", "exact_name": "residential_building", "version": 1, "version_label": null, "description": "**Author**: Mohammad H. Rafiei \r\n**Source**: UCI - [original](http:\/\/archive.ics.uci.edu\/ml\/datasets\/Residential+Building+Data+Set) - Date unknown \r\n**Please cite**: \r\n\r\n**Residential Building Dataset**\r\n\r\nDataset includes construction cost, sale prices, project variables, and economic variables corresponding to real estate single-family residential apartments in Tehran, Iran.\r\n\r\n**Attribute Information**\r\n\r\nTotally 105: 8 project physical and financial variables, 19 economic variables and indices in 5 time lag numbers (5*19 = 95), and two output variables that are construction costs and sale prices (Output-V.9, Ouput-V.10).", "format": "ARFF", "uploader": "Rafael Gomes Mantovani", "uploader_id": 64, "visibility": "public", "creator": "\"Mohammad H. Rafiei\"", "contributor": null, "date": "2020-04-19 04:50:18", "update_comment": null, "last_update": "2020-04-19 04:50:18", "licence": "CC0", "status": "active", "error_message": null, "url": "https:\/\/www.openml.org\/data\/download\/21829188\/residential_building.arff", "default_target_attribute": "Output_V.9", "row_id_attribute": null, "ignore_attribute": null, "runs": 0, "suggest": { "input": [ "residential_building", "Dataset includes construction cost, sale prices, project variables, and economic variables corresponding to real estate single-family residential apartments in Tehran, Iran. Totally 105: 8 project physical and financial variables, 19 economic variables and indices in 5 time lag numbers (5*19 = 95), and two output variables that are construction costs and sale prices (Output-V.9, Ouput-V.10). " ], "weight": 5 }, "qualities": { "NumberOfInstances": 372, "NumberOfFeatures": 109, "NumberOfClasses": 0, "NumberOfMissingValues": 0, "NumberOfInstancesWithMissingValues": 0, "NumberOfNumericFeatures": 109, "NumberOfSymbolicFeatures": 0, "Dimensionality": 0.29301075268817206, "PercentageOfNumericFeatures": 100, "MajorityClassPercentage": null, "PercentageOfSymbolicFeatures": 0, "MajorityClassSize": null, "MinorityClassPercentage": null, "MinorityClassSize": null, "NumberOfBinaryFeatures": 0, "PercentageOfBinaryFeatures": 0, "PercentageOfInstancesWithMissingValues": 0, "AutoCorrelation": -897.4097035040431, "PercentageOfMissingValues": 0 }, "tags": [ { "uploader": "38960", "tag": "Computational Universe" }, { "uploader": "38960", "tag": "Computer Systems" } ], "features": [ { "name": "Output_V.9", "index": "107", "type": "numeric", "distinct": "117", "missing": "0", "target": "1", "min": "50", "max": "6800", "mean": "1387", "stdev": "1206" }, { "name": "Project_dates_START_YEAR", "index": "0", "type": "numeric", "distinct": "17", "missing": "0", "min": "72", "max": "88", "mean": "81", "stdev": "4" }, { "name": "Project_dates_START_QUARTER", "index": "1", "type": "numeric", "distinct": "4", "missing": "0", "min": "1", "max": "4", "mean": "2", "stdev": "1" }, { "name": "Project_dates_COMPLETION_YEAR", "index": "2", "type": "numeric", "distinct": "18", "missing": "0", "min": "73", "max": "90", "mean": "83", "stdev": "4" }, { "name": "Project_dates_COMPLETION_QUARTER", "index": "3", "type": "numeric", "distinct": "4", "missing": "0", "min": "1", "max": "4", "mean": "3", "stdev": "1" }, { "name": "Project_Physical_Financial_V.1", "index": "4", "type": "numeric", "distinct": "20", "missing": "0", "min": "1", "max": "20", "mean": "10", "stdev": "7" }, { "name": "Project_Physical_Financial_V.2", "index": "5", "type": "numeric", "distinct": "216", "missing": "0", "min": "200", "max": "15670", "mean": "1729", "stdev": "1802" }, { "name": "Project_Physical_Financial_V.3", "index": "6", "type": "numeric", "distinct": "105", "missing": "0", "min": "60", "max": "5000", "mean": "426", "stdev": "490" }, { "name": "Project_Physical_Financial_V.4", "index": "7", "type": "numeric", "distinct": "337", "missing": "0", "min": "4", "max": "7208", "mean": "328", "stdev": "564" }, { "name": "Project_Physical_Financial_V.5", "index": "8", "type": "numeric", "distinct": "50", "missing": "0", "min": "10", "max": "640", "mean": "163", "stdev": "113" }, { "name": "Project_Physical_Financial_V.6", "index": "9", "type": "numeric", "distinct": "314", "missing": "0", "min": "193", "max": "3437", "mean": "554", "stdev": "275" }, { "name": "Project_Physical_Financial_V.7", "index": "10", "type": "numeric", "distinct": "16", "missing": "0", "min": "2", "max": "23", "mean": "6", "stdev": "2" }, { "name": "Project_Physical_Financial_V.8", "index": "11", "type": "numeric", "distinct": "121", "missing": "0", "min": "40", "max": "5700", "mean": "1088", "stdev": "996" }, { "name": "Economic_V.11", "index": "12", "type": "numeric", "distinct": "66", "missing": "0", "min": "1562", "max": "7196", "mean": "4211", "stdev": "1777" }, { "name": "Economic_V.12", "index": "13", "type": "numeric", "distinct": "67", "missing": "0", "min": "12", "max": "274", "mean": "94", "stdev": "63" }, { "name": "Economic_V.13", "index": "14", "type": "numeric", "distinct": "67", "missing": "0", "min": "10", "max": "225", "mean": "88", "stdev": "49" }, { "name": "Economic_V.14", "index": "15", "type": "numeric", "distinct": "65", "missing": "0", "min": "1", "max": "7", "mean": "4", "stdev": "2" }, { "name": "Economic_V.15", "index": "16", "type": "numeric", "distinct": "67", "missing": "0", "min": "38194", "max": "2171923", "mean": "641112", "stdev": "542164" }, { "name": "Economic_V.16", "index": "17", "type": "numeric", "distinct": "67", "missing": "0", "min": "287", "max": "18691", "mean": "4806", "stdev": "3947" }, { "name": "Economic_V.17", "index": "18", "type": "numeric", "distinct": "67", "missing": "0", "min": "14", "max": "319", "mean": "99", "stdev": "73" }, { "name": "Economic_V.18", "index": "19", "type": "numeric", "distinct": "67", "missing": "0", "min": "17", "max": "432", "mean": "182", "stdev": "111" }, { "name": "Economic_V.19", "index": "20", "type": "numeric", "distinct": "67", "missing": "0", "min": "154", "max": "73144", "mean": "18861", "stdev": "21314" }, { "name": "Economic_V.20", "index": "21", "type": "numeric", "distinct": "4", "missing": "0", "min": "11", "max": "15", "mean": "14", "stdev": "2" }, { "name": "Economic_V.21", "index": "22", "type": "numeric", "distinct": "67", "missing": "0", "min": "170", "max": "4189", "mean": "1327", "stdev": "868" }, { "name": "Economic_V.22", "index": "23", "type": "numeric", "distinct": "66", "missing": "0", "min": "211", "max": "4742", "mean": "1466", "stdev": "957" }, { "name": "Economic_V.23", "index": "24", "type": "numeric", "distinct": "37", "missing": "0", "min": "1592", "max": "9967", "mean": "5934", "stdev": "3543" }, { "name": "Economic_V.24", "index": "25", "type": "numeric", "distinct": "67", "missing": "0", "min": "1601", "max": "10099", "mean": "7805", "stdev": "1987" }, { "name": "Economic_V.25", "index": "26", "type": "numeric", "distinct": "67", "missing": "0", "min": "12", "max": "205", "mean": "88", "stdev": "46" }, { "name": "Economic_V.26", "index": "27", "type": "numeric", "distinct": "67", "missing": "0", "min": "10", "max": "223", "mean": "87", "stdev": "52" }, { "name": "Economic_V.27", "index": "28", "type": "numeric", "distinct": "67", "missing": "0", "min": "355", "max": "13596", "mean": "6605", "stdev": "4244" }, { "name": "Economic_V.28", "index": "29", "type": "numeric", "distinct": "67", "missing": "0", "min": "8436", "max": "50928", "mean": "28297", "stdev": "13871" }, { "name": "Economic_V.29", "index": "30", "type": "numeric", "distinct": "67", "missing": "0", "min": "141543", "max": "2606321", "mean": "1041556", "stdev": "633013" }, { "name": "Economic_2_V.11", "index": "31", "type": "numeric", "distinct": "66", "missing": "0", "min": "1562", "max": "7196", "mean": "3990", "stdev": "1623" }, { "name": "Economic_2_V.12", "index": "32", "type": "numeric", "distinct": "67", "missing": "0", "min": "12", "max": "268", "mean": "90", "stdev": "59" }, { "name": "Economic_2_V.13", "index": "33", "type": "numeric", "distinct": "67", "missing": "0", "min": "9", "max": "225", "mean": "84", "stdev": "47" }, { "name": "Economic_2_V.14", "index": "34", "type": "numeric", "distinct": "65", "missing": "0", "min": "1", "max": "7", "mean": "3", "stdev": "1" }, { "name": "Economic_2_V.15", "index": "35", "type": "numeric", "distinct": "67", "missing": "0", "min": "35859", "max": "2116614", "mean": "600257", "stdev": "510400" }, { "name": "Economic_2_V.16", "index": "36", "type": "numeric", "distinct": "67", "missing": "0", "min": "287", "max": "18691", "mean": "4595", "stdev": "3843" }, { "name": "Economic_2_V.17", "index": "37", "type": "numeric", "distinct": "67", "missing": "0", "min": "13", "max": "307", "mean": "92", "stdev": "66" }, { "name": "Economic_2_V.18", "index": "38", "type": "numeric", "distinct": "67", "missing": "0", "min": "17", "max": "432", "mean": "187", "stdev": "105" }, { "name": "Economic_2_V.19", "index": "39", "type": "numeric", "distinct": "67", "missing": "0", "min": "154", "max": "73144", "mean": "18415", "stdev": "20370" }, { "name": "Economic_2_V.20", "index": "40", "type": "numeric", "distinct": "4", "missing": "0", "min": "11", "max": "15", "mean": "14", "stdev": "1" }, { "name": "Economic_2_V.21", "index": "41", "type": "numeric", "distinct": "67", "missing": "0", "min": "165", "max": "3962", "mean": "1249", "stdev": "819" }, { "name": "Economic_2_V.22", "index": "42", "type": "numeric", "distinct": "66", "missing": "0", "min": "209", "max": "4472", "mean": "1386", "stdev": "887" }, { "name": "Economic_2_V.23", "index": "43", "type": "numeric", "distinct": "37", "missing": "0", "min": "1504", "max": "9967", "mean": "5724", "stdev": "3575" }, { "name": "Economic_2_V.24", "index": "44", "type": "numeric", "distinct": "67", "missing": "0", "min": "1582", "max": "10099", "mean": "7714", "stdev": "2050" }, { "name": "Economic_2_V.25", "index": "45", "type": "numeric", "distinct": "67", "missing": "0", "min": "11", "max": "202", "mean": "85", "stdev": "44" }, { "name": "Economic_2_V.26", "index": "46", "type": "numeric", "distinct": "67", "missing": "0", "min": "10", "max": "218", "mean": "83", "stdev": "50" }, { "name": "Economic_2_V.27", "index": "47", "type": "numeric", "distinct": "67", "missing": "0", "min": "355", "max": "13596", "mean": "6462", "stdev": "4290" }, { "name": "Economic_2_V.28", "index": "48", "type": "numeric", "distinct": "67", "missing": "0", "min": "8436", "max": "50928", "mean": "29170", "stdev": "12201" }, { "name": "Economic_2_V.29", "index": "49", "type": "numeric", "distinct": "67", "missing": "0", "min": "129102", "max": "2435004", "mean": "987881", "stdev": "585244" }, { "name": "Economic_3_V.11", "index": "50", "type": "numeric", "distinct": "66", "missing": "0", "min": "1562", "max": "7196", "mean": "3886", "stdev": "1576" }, { "name": "Economic_3_V.12", "index": "51", "type": "numeric", "distinct": "67", "missing": "0", "min": "11", "max": "262", "mean": "85", "stdev": "55" }, { "name": "Economic_3_V.13", "index": "52", "type": "numeric", "distinct": "67", "missing": "0", "min": "7", "max": "225", "mean": "81", "stdev": "45" }, { "name": "Economic_3_V.14", "index": "53", "type": "numeric", "distinct": "65", "missing": "0", "min": "1", "max": "7", "mean": "3", "stdev": "2" }, { "name": "Economic_3_V.15", "index": "54", "type": "numeric", "distinct": "67", "missing": "0", "min": "32794", "max": "1970485", "mean": "563181", "stdev": "480279" }, { "name": "Economic_3_V.16", "index": "55", "type": "numeric", "distinct": "67", "missing": "0", "min": "287", "max": "18691", "mean": "4239", "stdev": "3354" }, { "name": "Economic_3_V.17", "index": "56", "type": "numeric", "distinct": "67", "missing": "0", "min": "12", "max": "307", "mean": "86", "stdev": "61" }, { "name": "Economic_3_V.18", "index": "57", "type": "numeric", "distinct": "67", "missing": "0", "min": "17", "max": "432", "mean": "174", "stdev": "95" }, { "name": "Economic_3_V.19", "index": "58", "type": "numeric", "distinct": "67", "missing": "0", "min": "154", "max": "73144", "mean": "16370", "stdev": "17955" }, { "name": "Economic_3_V.20", "index": "59", "type": "numeric", "distinct": "4", "missing": "0", "min": "11", "max": "15", "mean": "14", "stdev": "1" }, { "name": "Economic_3_V.21", "index": "60", "type": "numeric", "distinct": "67", "missing": "0", "min": "165", "max": "3746", "mean": "1189", "stdev": "758" }, { "name": "Economic_3_V.22", "index": "61", "type": "numeric", "distinct": "66", "missing": "0", "min": "209", "max": "4216", "mean": "1315", "stdev": "824" }, { "name": "Economic_3_V.23", "index": "62", "type": "numeric", "distinct": "37", "missing": "0", "min": "1450", "max": "9967", "mean": "5590", "stdev": "3571" }, { "name": "Economic_3_V.24", "index": "63", "type": "numeric", "distinct": "67", "missing": "0", "min": "1507", "max": "10099", "mean": "7623", "stdev": "2109" }, { "name": "Economic_3_V.25", "index": "64", "type": "numeric", "distinct": "67", "missing": "0", "min": "10", "max": "197", "mean": "82", "stdev": "42" }, { "name": "Economic_3_V.26", "index": "65", "type": "numeric", "distinct": "67", "missing": "0", "min": "9", "max": "215", "mean": "80", "stdev": "47" }, { "name": "Economic_3_V.27", "index": "66", "type": "numeric", "distinct": "67", "missing": "0", "min": "355", "max": "13596", "mean": "6350", "stdev": "4359" }, { "name": "Economic_3_V.28", "index": "67", "type": "numeric", "distinct": "67", "missing": "0", "min": "8436", "max": "50928", "mean": "27456", "stdev": "10987" }, { "name": "Economic_3_V.29", "index": "68", "type": "numeric", "distinct": "67", "missing": "0", "min": "123618", "max": "2435004", "mean": "939045", "stdev": "545928" }, { "name": "Economic_4_V.11", "index": "69", "type": "numeric", "distinct": "66", "missing": "0", "min": "1562", "max": "7196", "mean": "3866", "stdev": "1618" }, { "name": "Economic_4_V.12", "index": "70", "type": "numeric", "distinct": "67", "missing": "0", "min": "11", "max": "260", "mean": "81", "stdev": "51" }, { "name": "Economic_4_V.13", "index": "71", "type": "numeric", "distinct": "67", "missing": "0", "min": "5", "max": "225", "mean": "78", "stdev": "43" }, { "name": "Economic_4_V.14", "index": "72", "type": "numeric", "distinct": "65", "missing": "0", "min": "1", "max": "7", "mean": "3", "stdev": "1" }, { "name": "Economic_4_V.15", "index": "73", "type": "numeric", "distinct": "67", "missing": "0", "min": "30012", "max": "1901366", "mean": "525388", "stdev": "449423" }, { "name": "Economic_4_V.16", "index": "74", "type": "numeric", "distinct": "67", "missing": "0", "min": "287", "max": "18691", "mean": "3944", "stdev": "2975" }, { "name": "Economic_4_V.17", "index": "75", "type": "numeric", "distinct": "67", "missing": "0", "min": "11", "max": "307", "mean": "82", "stdev": "56" }, { "name": "Economic_4_V.18", "index": "76", "type": "numeric", "distinct": "67", "missing": "0", "min": "17", "max": "432", "mean": "146", "stdev": "91" }, { "name": "Economic_4_V.19", "index": "77", "type": "numeric", "distinct": "67", "missing": "0", "min": "154", "max": "73144", "mean": "13351", "stdev": "16098" }, { "name": "Economic_4_V.20", "index": "78", "type": "numeric", "distinct": "4", "missing": "0", "min": "11", "max": "15", "mean": "14", "stdev": "1" }, { "name": "Economic_4_V.21", "index": "79", "type": "numeric", "distinct": "67", "missing": "0", "min": "165", "max": "3499", "mean": "1140", "stdev": "731" }, { "name": "Economic_4_V.22", "index": "80", "type": "numeric", "distinct": "66", "missing": "0", "min": "158", "max": "3824", "mean": "1245", "stdev": "767" }, { "name": "Economic_4_V.23", "index": "81", "type": "numeric", "distinct": "37", "missing": "0", "min": "1439", "max": "9967", "mean": "5522", "stdev": "3550" }, { "name": "Economic_4_V.24", "index": "82", "type": "numeric", "distinct": "67", "missing": "0", "min": "1450", "max": "10099", "mean": "7537", "stdev": "2153" }, { "name": "Economic_4_V.25", "index": "83", "type": "numeric", "distinct": "67", "missing": "0", "min": "10", "max": "192", "mean": "79", "stdev": "41" }, { "name": "Economic_4_V.26", "index": "84", "type": "numeric", "distinct": "67", "missing": "0", "min": "9", "max": "212", "mean": "76", "stdev": "45" }, { "name": "Economic_4_V.27", "index": "85", "type": "numeric", "distinct": "67", "missing": "0", "min": "355", "max": "13596", "mean": "6131", "stdev": "4303" }, { "name": "Economic_4_V.28", "index": "86", "type": "numeric", "distinct": "67", "missing": "0", "min": "8436", "max": "50928", "mean": "23470", "stdev": "11737" }, { "name": "Economic_4_V.29", "index": "87", "type": "numeric", "distinct": "67", "missing": "0", "min": "121857", "max": "2435004", "mean": "910297", "stdev": "529830" }, { "name": "Economic_5_V.11", "index": "88", "type": "numeric", "distinct": "66", "missing": "0", "min": "1381", "max": "7196", "mean": "3757", "stdev": "1572" }, { "name": "Economic_5_V.12", "index": "89", "type": "numeric", "distinct": "67", "missing": "0", "min": "10", "max": "256", "mean": "77", "stdev": "48" }, { "name": "Economic_5_V.13", "index": "90", "type": "numeric", "distinct": "67", "missing": "0", "min": "4", "max": "225", "mean": "75", "stdev": "40" }, { "name": "Economic_5_V.14", "index": "91", "type": "numeric", "distinct": "66", "missing": "0", "min": "1", "max": "7", "mean": "3", "stdev": "1" }, { "name": "Economic_5_V.15", "index": "92", "type": "numeric", "distinct": "67", "missing": "0", "min": "27231", "max": "1704944", "mean": "493874", "stdev": "422494" }, { "name": "Economic_5_V.16", "index": "93", "type": "numeric", "distinct": "67", "missing": "0", "min": "287", "max": "18691", "mean": "3588", "stdev": "2662" }, { "name": "Economic_5_V.17", "index": "94", "type": "numeric", "distinct": "67", "missing": "0", "min": "10", "max": "307", "mean": "77", "stdev": "50" }, { "name": "Economic_5_V.18", "index": "95", "type": "numeric", "distinct": "67", "missing": "0", "min": "14", "max": "432", "mean": "175", "stdev": "113" }, { "name": "Economic_5_V.19", "index": "96", "type": "numeric", "distinct": "67", "missing": "0", "min": "153", "max": "73144", "mean": "15297", "stdev": "19026" }, { "name": "Economic_5_V.20", "index": "97", "type": "numeric", "distinct": "4", "missing": "0", "min": "11", "max": "15", "mean": "14", "stdev": "1" }, { "name": "Economic_5_V.21", "index": "98", "type": "numeric", "distinct": "67", "missing": "0", "min": "165", "max": "3448", "mean": "1082", "stdev": "683" }, { "name": "Economic_5_V.22", "index": "99", "type": "numeric", "distinct": "66", "missing": "0", "min": "152", "max": "3686", "mean": "1187", "stdev": "708" }, { "name": "Economic_5_V.23", "index": "100", "type": "numeric", "distinct": "37", "missing": "0", "min": "1439", "max": "9967", "mean": "5403", "stdev": "3534" }, { "name": "Economic_5_V.24", "index": "101", "type": "numeric", "distinct": "67", "missing": "0", "min": "1450", "max": "10099", "mean": "7432", "stdev": "2211" }, { "name": "Economic_5_V.25", "index": "102", "type": "numeric", "distinct": "67", "missing": "0", "min": "10", "max": "191", "mean": "76", "stdev": "40" }, { "name": "Economic_5_V.26", "index": "103", "type": "numeric", "distinct": "67", "missing": "0", "min": "8", "max": "205", "mean": "73", "stdev": "44" }, { "name": "Economic_5_V.27", "index": "104", "type": "numeric", "distinct": "67", "missing": "0", "min": "355", "max": "13596", "mean": "5916", "stdev": "4283" }, { "name": "Economic_5_V.28", "index": "105", "type": "numeric", "distinct": "67", "missing": "0", "min": "8194", "max": "49572", "mean": "27552", "stdev": "13516" }, { "name": "Economic_5_V.29", "index": "106", "type": "numeric", "distinct": "67", "missing": "0", "min": "121857", "max": "2435004", "mean": "878971", "stdev": "506732" }, { "name": "Output_V.10", "index": "108", "type": "numeric", "distinct": "62", "missing": "0", "min": "20", "max": "1000", "mean": "233", "stdev": "163" } ], "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 }