基于单变量和多变量逻辑回归实现根据环境因素预测房间入住率-项目源码+数据+超详细代码注释.zip

"no","date","Temperature","Humidity","Light","CO2","HumidityRatio","Occupancy" "1",2015-02-11 14:48:00,21.76,31.1333333333333,437.333333333333,1029.66666666667,0.00502101089021385,1 "2",2015-02-11 14:49:00,21.79,31,437.333333333333,1000,0.00500858127480172,1 "3",2015-02-11 14:50:00,21.7675,31.1225,434,1003.75,0.0050215691326541,1 "4",2015-02-11 14:51:00,21.7675,31.1225,439,1009.5,0.0050215691326541,1 "5",2015-02-11 14:51:59,21.79,31.1333333333333,437.333333333333,1005.66666666667,0.00503029777867882,1 "6",2015-02-11 14:53:00,21.76,31.26,437.333333333333,1014.33333333333,0.00504160456530272,1 "7",2015-02-11 14:54:00,21.79,31.1975,434,1018.5,0.00504074938235223,1 "8",2015-02-11 14:55:00,21.79,31.3933333333333,437.333333333333,1018.66666666667,0.00507264928829298,1 "9",2015-02-11 14:55:59,21.79,31.3175,434,1022,0.00506029617368585,1 "10",2015-02-11 14:57:00,21.79,31.4633333333333,437.333333333333,1027.33333333333,0.00508405259531726,1 "11",2015-02-11 14:57:59,21.79,31.525,437.75,1047.75,0.00509409870941305,1 "12",2015-02-11 14:58:59,21.79,31.575,441.75,1049,0.00510224444363126,1 "13",2015-02-11 15:00:00,21.79,31.395,442,1061.5,0.00507292079078337,1 "14",2015-02-11 15:01:00,21.79,31.3925,441.75,1049,0.00507251353713595,1 "15",2015-02-11 15:02:00,21.79,31.5,441.5,1048,0.00509002592166009,1 "16",2015-02-11 15:03:00,21.815,31.5,438,1049.25,0.00509786935872823,1 "17",2015-02-11 15:04:00,21.815,31.4725,449.5,1051.25,0.0050933823938006,1 "18",2015-02-11 15:04:59,21.89,31.6,449.5,1060.5,0.0051378566839722,1 "19",2015-02-11 15:06:00,21.79,31.55,449.5,1059.5,0.00509817155006976,1 "20",2015-02-11 15:07:00,21.8233333333333,31.73,447.666666666667,1072,0.00513803548952273,1 "21",2015-02-11 15:08:00,21.865,31.7225,449.5,1072.33333333333,0.00515000712298489,1 "22",2015-02-11 15:08:59,21.89,31.745,449.5,1075.33333333333,0.00516162793287788,1 "23",2015-02-11 15:10:00,21.89,31.7675,449.5,1087,0.00516531673646147,1 "24",2015-02-11 15:10:59,21.89,31.7675,437.75,1083.25,0.00516531673646147,1 "25",2015-02-11 15:11:59,21.89,31.79,442.666666666667,1086.33333333333,0.00516900558343851,1 "26",2015-02-11 15:13:00,21.89,31.79,437.333333333333,1091,0.00516900558343851,1 "27",2015-02-11 15:14:00,21.89,31.89,439,1100,0.00518540098391904,1 "28",2015-02-11 15:15:00,21.89,31.89,444,1101,0.00518540098391904,1 "29",2015-02-11 15:16:00,21.89,31.865,444,1107,0.00518130205343558,1 "30",2015-02-11 15:16:59,21.89,31.79,444,1110,0.00516900558343851,1 "31",2015-02-11 15:17:59,21.89,31.865,444,1101.75,0.00518130205343558,1 "32",2015-02-11 15:19:00,21.89,31.73,444,1100,0.0051591687545959,1 "33",2015-02-11 15:20:00,21.89,31.7225,444,1092.75,0.00515793917268696,1 "34",2015-02-11 15:21:00,21.89,31.7,444,1092.5,0.00515425045588796,1 "35",2015-02-11 15:22:00,21.89,31.695,436.5,1094,0.00515343074693639,1 "36",2015-02-11 15:23:00,21.89,31.5666666666667,434,1085.66666666667,0.00513239228379069,1 "37",2015-02-11 15:23:59,21.89,31.55,436.5,1047,0.00512966011940923,0 "38",2015-02-11 15:24:59,21.89,31.36,434,1031,0.00509851512797734,0 "39",2015-02-11 15:26:00,21.89,31.125,432.75,977.5,0.00505999797020354,0 "40",2015-02-11 15:27:00,21.89,31.15,436.5,961.25,0.00506409531527447,1 "41",2015-02-11 15:28:00,21.89,31.0633333333333,434,948,0.00504989141462838,1 "42",2015-02-11 15:29:00,21.89,30.77,429,913.25,0.00500182144829266,1 "43",2015-02-11 15:29:59,21.89,30.7675,432.75,882.5,0.00500141179275406,1 "44",2015-02-11 15:30:59,21.89,30.945,429,884.5,0.00503049866628219,1 "45",2015-02-11 15:32:00,21.89,30.7925,429,899,0.00500550837222886,1 "46",2015-02-11 15:33:00,21.89,30.77,432.75,888.25,0.00500182144829266,1 "47",2015-02-11 15:34:00,21.89,30.795,436.5,878.5,0.00500591803312054,1 "48",2015-02-11 15:35:00,21.89,30.8175,429,891.25,0.00500960500523488,1 "49",2015-02-11 15:36:00,21.89,30.65,436.5,896.5,0.0049821585862417,1 "50",2015-02-11 15:36:59,21.89,30.7475,429,889.5,0.00499813456771599,1 "51",2015-02-11 15:38:00,21.89,30.7633333333333,429,887.333333333333,0.00500072903471261,1 "52",2015-02-11 15:39:00,21.89,30.77,429,893.5,0.00500182144829266,1 "53",2015-02-11 15:40:00,21.89,30.445,429,832.5,0.00494857071640284,1 "54",2015-02-11 15:40:59,21.89,30.5666666666667,429,829,0.00496850454649975,1 "55",2015-02-11 15:42:00,21.89,30.5,429,829.25,0.00495758174288195,1 "56",2015-02-11 15:42:59,21.89,30.575,429,850.5,0.00496986992371244,1 "57",2015-02-11 15:43:59,21.89,30.6,429,844,0.00497396609103204,1 "58",2015-02-11 15:45:00,21.89,30.55,429,840.25,0.00496577380991492,1 "59",2015-02-11 15:46:00,21.865,30.55,429,823.75,0.00495813961475943,1 "60",2015-02-11 15:47:00,21.89,30.6,429,824,0.00497396609103204,1 "61",2015-02-11 15:48:00,21.89,30.34,429,813,0.00493136856692414,1 "62",2015-02-11 15:49:00,21.89,30.3566666666667,429,802,0.00493409900381388,1 "63",2015-02-11 15:49:59,21.865,30.3925,429,810.75,0.00493237531114486,1 "64",2015-02-11 15:51:00,21.89,30.3566666666667,429,805.333333333333,0.00493409900381388,1 "65",2015-02-11 15:52:00,21.89,30.315,429,796.5,0.00492727295618295,1 "66",2015-02-11 15:53:00,21.89,30.2,429,795,0.00490843383598124,1 "67",2015-02-11 15:53:59,21.89,30.34,429,793.5,0.00493136856692414,1 "68",2015-02-11 15:55:00,21.89,30.295,429,790.5,0.0049239965061181,1 "69",2015-02-11 15:55:59,21.89,30.29,429,786.5,0.00492317739895294,1 "70",2015-02-11 15:56:59,21.89,30.39,429,794.333333333333,0.00493955994894424,1 "71",2015-02-11 15:58:00,21.89,30.365,429,795.5,0.00493546423117755,1 "72",2015-02-11 15:59:00,21.89,30.4266666666667,414,792.666666666667,0.00494556709847047,1 "73",2015-02-11 16:00:00,21.89,30.73,424,798,0.00499526702391059,1 "74",2015-02-11 16:01:00,21.89,30.4175,429,795.5,0.00494406530029668,1 "75",2015-02-11 16:01:59,21.89,30.39,429,797.75,0.00493955994894424,1 "76",2015-02-11 16:02:59,21.89,30.39,429,798,0.00493955994894424,1 "77",2015-02-11 16:04:00,21.89,30.445,429,802,0.00494857071640284,1 "78",2015-02-11 16:05:00,21.89,30.3566666666667,421.5,797.5,0.00493409900381388,1 "79",2015-02-11 16:06:00,21.89,30.3233333333333,429,791.5,0.00492863815381761,1 "80",2015-02-11 16:07:00,21.89,30.32,418.75,788.25,0.00492809207405026,1 "81",2015-02-11 16:08:00,21.89,30.39,429,792.25,0.00493955994894424,1 "82",2015-02-11 16:08:59,21.89,30.39,429,795.5,0.00493955994894424,1 "83",2015-02-11 16:09:59,21.89,30.365,429,793.5,0.00493546423117755,1 "84",2015-02-11 16:11:00,21.89,30.23,429,789.333333333333,0.00491334827992024,1 "85",2015-02-11 16:12:00,21.89,30.2,429,786,0.00490843383598124,1 "86",2015-02-11 16:13:00,21.89,30.0225,429,771.75,0.0048793582858461,1 "87",2015-02-11 16:14:00,21.89,29.96,429,760,0.0048691210580864,1 "88",2015-02-11 16:14:59,21.89,29.9175,429,756,0.00486215993419255,1 "89",2015-02-11 16:15:59,21.89,30.1,429,754,0.00489205291264047,1 "90",2015-02-11 16:17:00,21.89,30.15,416.5,759,0.00490024326730235,1 "91",2015-02-11 16:18:00,21.89,30.1333333333333,421.666666666667,756.666666666667,0.00489751312530247,1 "92",2015-02-11 16:19:00,21.89,30.47,438,764.25,0.00495266660541906,1 "93",2015-02-11 16:20:00,21.89,30.1666666666667,441,768,0.00490297343308189,1 "94",2015-02-11 16:21:00,21.89,30.075,438,770.25,0.0048879578155633,1 "95",2015-02-11 16:21:59,21.89,30.125,438,766.25,0.00489614806321981,1 "96",2015-02-11 16:23:00,21.89,30.175,438,767.75,0.00490433852488914,1 "97",2015-02-11 16:24:00,21.89,30.295,438,777,0.0049239965061181,1 "98",2015-02-11 16:25:00,21.89,30.2,441,775.333333333333,0.00490843383598124,1 "99",2015-02-11 16:25:59,21.89,30.2,436.333333333333,768,0.00490843383598124,1 "100",2015-02-11 16:27:00,21.865,30.15,438,766.75,0.00489271060254199,1 "101",2015-02-11 16:27:59,21.89,30.075,438,772.5,0.0048879578155633,1 "102",2015-02-11 16:28:59,21.89,30.0725,435.5,774.75,0.00488754830879816,1 "103",2015-02-11 16:30:00,21.89,30.03,435,766.333333333333,0.00488058677564648,1 "104",2015-02-11 16:31:00,21.89,29.9175,434.5,752,0.00486215993419255,1 "105",2015-02-11 16:32:00,21.89,30.1,430.5,754,0.00489205291264047,1 "106",2015-02-11 16:33:00,21.89,30.1,441,755,0.00489205291264047,1 "107",2015-02-11 16:34:00