21.83 Conditional Regression Tree
We can also build a regression tree using (Hothorn et al. 2021).
model <- ctree(formula=form, data=ds[tr, vars])model##
## Model formula:
## risk_mm ~ rain_today + temp_3pm + temp_9am + cloud_3pm + cloud_9am +
## pressure_3pm + pressure_9am + humidity_3pm + humidity_9am +
## wind_speed_3pm + wind_speed_9am + wind_dir_3pm + wind_dir_9am +
## wind_gust_speed + wind_gust_dir + sunshine + evaporation +
## rainfall + max_temp + min_temp
##
## Fitted party:
## [1] root
## | [2] humidity_3pm <= 83
## | | [3] humidity_3pm <= 67
## | | | [4] pressure_3pm <= 1008.9
## | | | | [5] humidity_3pm <= 50
## | | | | | [6] sunshine <= 7.9
## | | | | | | [7] wind_dir_3pm <= NNE: 5.404 (n = 250, err = NA)
## | | | | | | [8] wind_dir_3pm > NNE
## | | | | | | | [9] humidity_3pm <= 24: 1.290 (n = 242, err = 5387.7)
## | | | | | | | [10] humidity_3pm > 24: 3.061 (n = 927, err = NA)
## | | | | | [11] sunshine > 7.9
## | | | | | | [12] humidity_3pm <= 25
## | | | | | | | [13] wind_gust_speed <= 61
## | | | | | | | | [14] humidity_3pm <= 13: 0.105 (n = 1049, err = NA)
## | | | | | | | | [15] humidity_3pm > 13
## | | | | | | | | | [16] wind_gust_speed <= 56: 0.391 (n = 1475, err = NA)
## | | | | | | | | | [17] wind_gust_speed > 56
## | | | | | | | | | | [18] humidity_9am <= 67: 0.780 (n = 218, err = NA)
## | | | | | | | | | | [19] humidity_9am > 67: 3.438 (n = 17, err = NA)
## | | | | | | | [20] wind_gust_speed > 61
## | | | | | | | | [21] humidity_3pm <= 19
## | | | | | | | | | [22] wind_gust_speed <= 91: 0.731 (n = 461, err = NA)
## | | | | | | | | | [23] wind_gust_speed > 91: 3.800 (n = 16, err = 404.5)
## | | | | | | | | [24] humidity_3pm > 19
## | | | | | | | | | [25] wind_dir_9am <= NNE: 4.704 (n = 71, err = 2506.1)
## | | | | | | | | | [26] wind_dir_9am > NNE
## | | | | | | | | | | [27] max_temp <= 37.5: 0.738 (n = 111, err = NA)
## | | | | | | | | | | [28] max_temp > 37.5
## | | | | | | | | | | | [29] max_temp <= 39.3: 6.738 (n = 14, err = NA)
## | | | | | | | | | | | [30] max_temp > 39.3: 0.380 (n = 10, err = 7.4)
## | | | | | | [31] humidity_3pm > 25
## | | | | | | | [32] wind_gust_speed <= 52
## | | | | | | | | [33] cloud_3pm <= 2: 0.496 (n = 793, err = NA)
## | | | | | | | | [34] cloud_3pm > 2
## | | | | | | | | | [35] humidity_3pm <= 31: 0.632 (n = 487, err = NA)
## | | | | | | | | | [36] humidity_3pm > 31: 1.534 (n = 1669, err = NA)
## | | | | | | | [37] wind_gust_speed > 52
## | | | | | | | | [38] temp_3pm <= 30.6
## | | | | | | | | | [39] wind_dir_3pm <= SE
## | | | | | | | | | | [40] sunshine <= 9.7: 4.365 (n = 141, err = NA)
## | | | | | | | | | | [41] sunshine > 9.7: 0.359 (n = 40, err = NA)
## | | | | | | | | | [42] wind_dir_3pm > SE
## | | | | | | | | | | [43] wind_dir_3pm <= WNW
## | | | | | | | | | | | [44] wind_gust_dir <= NNE: 5.412 (n = 16, err = 1406.8)
## | | | | | | | | | | | [45] wind_gust_dir > NNE
## | | | | | | | | | | | | [46] humidity_3pm <= 40: 0.516 (n = 446, err = NA)
## | | | | | | | | | | | | [47] humidity_3pm > 40: 1.476 (n = 235, err = NA)
## | | | | | | | | | | [48] wind_dir_3pm > WNW
## | | | | | | | | | | | [49] humidity_3pm <= 48: 2.092 (n = 255, err = NA)
## | | | | | | | | | | | [50] humidity_3pm > 48: 6.520 (n = 20, err = 1121.2)
## | | | | | | | | [51] temp_3pm > 30.6
## | | | | | | | | | [52] sunshine <= 10.3: 6.166 (n = 245, err = NA)
## | | | | | | | | | [53] sunshine > 10.3: 0.924 (n = 83, err = NA)
## | | | | [54] humidity_3pm > 50
## | | | | | [55] sunshine <= 8.6
## | | | | | | [56] rain_today in No
## | | | | | | | [57] wind_gust_speed <= 56
## | | | | | | | | [58] rainfall <= 0.4
## | | | | | | | | | [59] cloud_3pm <= 5: 2.893 (n = 1339, err = NA)
## | | | | | | | | | [60] cloud_3pm > 5: 4.000 (n = 618, err = NA)
## | | | | | | | | [61] rainfall > 0.4: 6.822 (n = 152, err = NA)
## | | | | | | | [62] wind_gust_speed > 56
## | | | | | | | | [63] max_temp <= 28.3: 4.927 (n = 382, err = NA)
## | | | | | | | | [64] max_temp > 28.3: 9.133 (n = 139, err = NA)
## | | | | | | [65] rain_today in Yes
## | | | | | | | [66] min_temp <= 22.2
## | | | | | | | | [67] wind_gust_speed <= 37: 2.840 (n = 195, err = NA)
## | | | | | | | | [68] wind_gust_speed > 37
## | | | | | | | | | [69] pressure_3pm <= 1003.4
## | | | | | | | | | | [70] temp_3pm <= 19.7: 6.745 (n = 253, err = NA)
## | | | | | | | | | | [71] temp_3pm > 19.7: 11.315 (n = 103, err = NA)
## | | | | | | | | | [72] pressure_3pm > 1003.4
## | | | | | | | | | | [73] pressure_9am <= 1013.4
## | | | | | | | | | | | [74] pressure_9am <= 1008.7
## | | | | | | | | | | | | [75] pressure_3pm <= 1006: 4.466 (n = 231, err = NA)
## | | | | | | | | | | | | [76] pressure_3pm > 1006: 2.736 (n = 221, err = NA)
## | | | | | | | | | | | [77] pressure_9am > 1008.7: 6.617 (n = 198, err = NA)
## | | | | | | | | | | [78] pressure_9am > 1013.4: 23.886 (n = 7, err = 3514.3)
## | | | | | | | [79] min_temp > 22.2: 10.264 (n = 404, err = NA)
## | | | | | [80] sunshine > 8.6
## | | | | | | [81] humidity_3pm <= 57
## | | | | | | | [82] sunshine <= 9.3: 1.899 (n = 91, err = 998.4)
## | | | | | | | [83] sunshine > 9.3: 0.775 (n = 403, err = NA)
## | | | | | | [84] humidity_3pm > 57
## | | | | | | | [85] sunshine <= 10.6
## | | | | | | | | [86] wind_gust_dir <= SSE: 4.751 (n = 188, err = 22094.7)
## | | | | | | | | [87] wind_gust_dir > SSE: 1.704 (n = 187, err = NA)
## | | | | | | | [88] sunshine > 10.6: 1.348 (n = 289, err = NA)
## | | | [89] pressure_3pm > 1008.9
## | | | | [90] humidity_3pm <= 50
## | | | | | [91] sunshine <= 7.5
## | | | | | | [92] pressure_3pm <= 1014.5
## | | | | | | | [93] wind_gust_speed <= 48
## | | | | | | | | [94] humidity_3pm <= 28: 0.310 (n = 188, err = NA)
## | | | | | | | | [95] humidity_3pm > 28
## | | | | | | | | | [96] wind_dir_9am <= NE: 2.991 (n = 226, err = NA)
## | | | | | | | | | [97] wind_dir_9am > NE: 1.320 (n = 589, err = NA)
## | | | | | | | [98] wind_gust_speed > 48
## | | | | | | | | [99] wind_speed_3pm <= 7: 17.309 (n = 11, err = 4007.0)
## | | | | | | | | [100] wind_speed_3pm > 7
## | | | | | | | | | [101] wind_speed_9am <= 7: 6.745 (n = 29, err = 2580.5)
## | | | | | | | | | [102] wind_speed_9am > 7
## | | | | | | | | | | [103] wind_dir_9am <= ENE: 3.363 (n = 216, err = NA)
## | | | | | | | | | | [104] wind_dir_9am > ENE
## | | | | | | | | | | | [105] humidity_9am <= 69: 0.910 (n = 190, err = NA)
## | | | | | | | | | | | [106] humidity_9am > 69: 2.693 (n = 74, err = 1428.2)
## | | | | | | [107] pressure_3pm > 1014.5
## | | | | | | | [108] wind_gust_speed <= 46
## | | | | | | | | [109] pressure_3pm <= 1020.2
## | | | | | | | | | [110] cloud_3pm <= 4
## | | | | | | | | | | [111] rainfall <= 8.2: 0.236 (n = 234, err = NA)
## | | | | | | | | | | [112] rainfall > 8.2: 1.253 (n = 15, err = 48.7)
## | | | | | | | | | [113] cloud_3pm > 4
## | | | | | | | | | | [114] pressure_9am <= 1023.5: 0.771 (n = 859, err = NA)
## | | | | | | | | | | [115] pressure_9am > 1023.5: 2.150 (n = 45, err = NA)
## | | | | | | | | [116] pressure_3pm > 1020.2: 0.299 (n = 1036, err = NA)
## | | | | | | | [117] wind_gust_speed > 46: 1.176 (n = 528, err = NA)
## | | | | | [118] sunshine > 7.5
## | | | | | | [119] wind_gust_speed <= 57
## | | | | | | | [120] humidity_3pm <= 32
## | | | | | | | | [121] wind_gust_speed <= 37
## | | | | | | | | | [122] humidity_3pm <= 21: 0.022 (n = 3262, err = NA)
## | | | | | | | | | [123] humidity_3pm > 21
## | | | | | | | | | | [124] pressure_3pm <= 1015.6: 0.164 (n = 2315, err = NA)
## | | | | | | | | | | [125] pressure_3pm > 1015.6
## | | | | | | | | | | | [126] rain_today in No: 0.041 (n = 2876, err = NA)
## | | | | | | | | | | | [127] rain_today in Yes: 0.285 (n = 47, err = 61.8)
## | | | | | | | | [128] wind_gust_speed > 37
## | | | | | | | | | [129] humidity_3pm <= 25
## | | | | | | | | | | [130] sunshine <= 10.6
## | | | | | | | | | | | [131] humidity_9am <= 65: 0.131 (n = 3785, err = NA)
## | | | | | | | | | | | [132] humidity_9am > 65: 0.472 (n = 337, err = NA)
## | | | | | | | | | | [133] sunshine > 10.6: 0.018 (n = 2101, err = NA)
## | | | | | | | | | [134] humidity_3pm > 25
## | | | | | | | | | | [135] temp_3pm <= 27.3
## | | | | | | | | | | | [136] pressure_3pm <= 1017.3
## | | | | | | | | | | | | [137] wind_dir_9am <= NE
## | | | | | | | | | | | | | [138] humidity_9am <= 47: 1.908 (n = 77, err = NA)
## | | | | | | | | | | | | | [139] humidity_9am > 47: 0.386 (n = 243, err = NA)
## | | | | | | | | | | | | [140] wind_dir_9am > NE: 0.139 (n = 1100, err = NA)
## | | | | | | | | | | | [141] pressure_3pm > 1017.3: 0.027 (n = 863, err = NA)
## | | | | | | | | | | [142] temp_3pm > 27.3
## | | | | | | | | | | | [143] cloud_3pm <= 5: 0.505 (n = 1026, err = NA)
## | | | | | | | | | | | [144] cloud_3pm > 5: 1.518 (n = 143, err = NA)
## | | | | | | | [145] humidity_3pm > 32
## | | | | | | | | [146] pressure_3pm <= 1016
## | | | | | | | | | [147] wind_gust_speed <= 46
## | | | | | | | | | | [148] sunshine <= 10.1
## | | | | | | | | | | | [149] pressure_3pm <= 1011.1
## | | | | | | | | | | | | [150] pressure_9am <= 1015.1: 0.881 (n = 903, err = NA)
## | | | | | | | | | | | | [151] pressure_9am > 1015.1: 2.491 (n = 113, err = NA)
## | | | | | | | | | | | [152] pressure_3pm > 1011.1
## | | | | | | | | | | | | [153] wind_gust_speed <= 37: 0.397 (n = 3793, err = NA)
## | | | | | | | | | | | | [154] wind_gust_speed > 37
## | | | | | | | | | | | | | [155] cloud_3pm <= 6
## | | | | | | | | | | | | | | [156] max_temp <= 28.6
## | | | | | | | | | | | | | | | [157] pressure_3pm <= 1013
## | | | | | | | | | | | | | | | | [158] wind_speed_9am <= 2: 2.936 (n = 23, err = NA)
## | | | | | | | | | | | | | | | | [159] wind_speed_9am > 2: 0.584 (n = 256, err = NA)
## | | | | | | | | | | | | | | | [160] pressure_3pm > 1013
## | | | | | | | | | | | | | | | | [161] pressure_9am <= 1020.4: 0.350 (n = 1690, err = NA)
## | | | | | | | | | | | | | | | | [162] pressure_9am > 1020.4: 1.721 (n = 33, err = 476.0)
## | | | | | | | | | | | | | | [163] max_temp > 28.6: 1.099 (n = 502, err = NA)
## | | | | | | | | | | | | | [164] cloud_3pm > 6: 1.496 (n = 194, err = NA)
## | | | | | | | | | | [165] sunshine > 10.1: 0.132 (n = 2222, err = NA)
## | | | | | | | | | [166] wind_gust_speed > 46
## | | | | | | | | | | [167] wind_speed_3pm <= 17
## | | | | | | | | | | | [168] temp_9am <= 24.8: 2.553 (n = 265, err = NA)
## | | | | | | | | | | | [169] temp_9am > 24.8: 11.324 (n = 22, err = NA)
## | | | | | | | | | | [170] wind_speed_3pm > 17
## | | | | | | | | | | | [171] cloud_3pm <= 3
## | | | | | | | | | | | | [172] sunshine <= 7.9: 2.143 (n = 7, err = 36.6)
## | | | | | | | | | | | | [173] sunshine > 7.9
## | | | | | | | | | | | | | [174] sunshine <= 9.1: 0.544 (n = 129, err = NA)
## | | | | | | | | | | | | | [175] sunshine > 9.1: 0.138 (n = 250, err = NA)
## | | | | | | | | | | | [176] cloud_3pm > 3
## | | | | | | | | | | | | [177] wind_gust_dir <= NNE: 2.138 (n = 82, err = NA)
## | | | | | | | | | | | | [178] wind_gust_dir > NNE: 0.677 (n = 966, err = NA)
## | | | | | | | | [179] pressure_3pm > 1016
## | | | | | | | | | [180] wind_gust_speed <= 24
## | | | | | | | | | | [181] pressure_3pm <= 1017.9: 0.246 (n = 267, err = NA)
## | | | | | | | | | | [182] pressure_3pm > 1017.9: 0.062 (n = 2017, err = NA)
## | | | | | | | | | [183] wind_gust_speed > 24
## | | | | | | | | | | [184] cloud_3pm <= 3
## | | | | | | | | | | | [185] sunshine <= 9
## | | | | | | | | | | | | [186] wind_dir_3pm <= NE: 0.915 (n = 158, err = NA)
## | | | | | | | | | | | | [187] wind_dir_3pm > NE: 0.160 (n = 1061, err = NA)
## | | | | | | | | | | | [188] sunshine > 9: 0.093 (n = 2508, err = NA)
## | | | | | | | | | | [189] cloud_3pm > 3: 0.286 (n = 6529, err = NA)
## | | | | | | [190] wind_gust_speed > 57
## | | | | | | | [191] humidity_3pm <= 34
## | | | | | | | | [192] max_temp <= 32.5
## | | | | | | | | | [193] cloud_3pm <= 7
## | | | | | | | | | | [194] sunshine <= 10.1: 0.408 (n = 539, err = NA)
## | | | | | | | | | | [195] sunshine > 10.1: 0.045 (n = 245, err = 16.9)
## | | | | | | | | | [196] cloud_3pm > 7: 1.923 (n = 13, err = 181.9)
## | | | | | | | | [197] max_temp > 32.5
## | | | | | | | | | [198] humidity_3pm <= 24
## | | | | | | | | | | [199] wind_gust_dir <= SSW
## | | | | | | | | | | | [200] wind_gust_speed <= 80
## | | | | | | | | | | | | [201] wind_speed_9am <= 11: 1.138 (n = 29, err = 238.2)
## | | | | | | | | | | | | [202] wind_speed_9am > 11
## | | | | | | | | | | | | | [203] max_temp <= 39.7: 0.027 (n = 169, err = NA)
## | | | | | | | | | | | | | [204] max_temp > 39.7: 0.281 (n = 32, err = 8.5)
## | | | | | | | | | | | [205] wind_gust_speed > 80: 2.743 (n = 7, err = 24.7)
## | | | | | | | | | | [206] wind_gust_dir > SSW: 1.649 (n = 93, err = 1523.3)
## | | | | | | | | | [207] humidity_3pm > 24
## | | | | | | | | | | [208] wind_gust_speed <= 80
## | | | | | | | | | | | [209] wind_speed_3pm <= 11: 6.354 (n = 14, err = NA)
## | | | | | | | | | | | [210] wind_speed_3pm > 11: 1.567 (n = 88, err = NA)
## | | | | | | | | | | [211] wind_gust_speed > 80: 7.000 (n = 9, err = 654.3)
## | | | | | | | [212] humidity_3pm > 34
## | | | | | | | | [213] temp_3pm <= 31.7
## | | | | | | | | | [214] temp_3pm <= 28
## | | | | | | | | | | [215] wind_gust_speed <= 74: 0.893 (n = 696, err = NA)
## | | | | | | | | | | [216] wind_gust_speed > 74: 2.446 (n = 102, err = NA)
## | | | | | | | | | [217] temp_3pm > 28
## | | | | | | | | | | [218] wind_gust_speed <= 78
## | | | | | | | | | | | [219] wind_gust_dir <= SW: 2.000 (n = 55, err = NA)
## | | | | | | | | | | | [220] wind_gust_dir > SW: 9.800 (n = 13, err = 1316.9)
## | | | | | | | | | | [221] wind_gust_speed > 78: 21.000 (n = 8, err = NA)
## | | | | | | | | [222] temp_3pm > 31.7: 20.853 (n = 19, err = 17446.1)
## | | | | [223] humidity_3pm > 50
## | | | | | [224] wind_gust_speed <= 37
## | | | | | | [225] rainfall <= 9.2
## | | | | | | | [226] pressure_3pm <= 1018.2
## | | | | | | | | [227] cloud_3pm <= 6
## | | | | | | | | | [228] rain_today in No
## | | | | | | | | | | [229] sunshine <= 9.5
## | | | | | | | | | | | [230] wind_speed_9am <= 9
## | | | | | | | | | | | | [231] wind_gust_speed <= 20: 0.449 (n = 433, err = NA)
## | | | | | | | | | | | | [232] wind_gust_speed > 20: 1.083 (n = 2074, err = NA)
## | | | | | | | | | | | [233] wind_speed_9am > 9: 0.650 (n = 2096, err = NA)
## | | | | | | | | | | [234] sunshine > 9.5: 0.306 (n = 1346, err = NA)
## | | | | | | | | | [235] rain_today in Yes: 1.341 (n = 894, err = NA)
## | | | | | | | | [236] cloud_3pm > 6
## | | | | | | | | | [237] wind_speed_3pm <= 13: 2.509 (n = 642, err = NA)
## | | | | | | | | | [238] wind_speed_3pm > 13
## | | | | | | | | | | [239] wind_dir_9am <= NNE: 2.502 (n = 114, err = 2851.8)
## | | | | | | | | | | [240] wind_dir_9am > NNE: 1.086 (n = 676, err = NA)
## | | | | | | | [241] pressure_3pm > 1018.2
## | | | | | | | | [242] humidity_3pm <= 64
## | | | | | | | | | [243] temp_9am <= 13.1
## | | | | | | | | | | [244] sunshine <= 5.2
## | | | | | | | | | | | [245] temp_3pm <= 15.2: 0.307 (n = 497, err = NA)
## | | | | | | | | | | | [246] temp_3pm > 15.2: 0.936 (n = 242, err = NA)
## | | | | | | | | | | [247] sunshine > 5.2
## | | | | | | | | | | | [248] pressure_3pm <= 1022.1: 0.342 (n = 999, err = NA)
## | | | | | | | | | | | [249] pressure_3pm > 1022.1: 0.193 (n = 2359, err = NA)
## | | | | | | | | | [250] temp_9am > 13.1
## | | | | | | | | | | [251] sunshine <= 2.8
## | | | | | | | | | | | [252] wind_dir_3pm <= NE: 3.464 (n = 22, err = 764.0)
## | | | | | | | | | | | [253] wind_dir_3pm > NE: 0.822 (n = 152, err = NA)
## | | | | | | | | | | [254] sunshine > 2.8: 0.511 (n = 2997, err = NA)
## | | | | | | | | [255] humidity_3pm > 64
## | | | | | | | | | [256] cloud_3pm <= 7
## | | | | | | | | | | [257] wind_dir_9am <= S: 0.404 (n = 547, err = NA)
## | | | | | | | | | | [258] wind_dir_9am > S: 1.096 (n = 452, err = NA)
## | | | | | | | | | [259] cloud_3pm > 7
## | | | | | | | | | | [260] temp_3pm <= 16.5: 0.814 (n = 91, err = 471.8)
## | | | | | | | | | | [261] temp_3pm > 16.5: 5.596 (n = 59, err = NA)
## | | | | | | [262] rainfall > 9.2: 2.058 (n = 624, err = NA)
## | | | | | [263] wind_gust_speed > 37
## | | | | | | [264] rainfall <= 4.6
## | | | | | | | [265] pressure_3pm <= 1015.3
## | | | | | | | | [266] sunshine <= 6.9
## | | | | | | | | | [267] wind_dir_9am <= NE: 4.851 (n = 347, err = NA)
## | | | | | | | | | [268] wind_dir_9am > NE
## | | | | | | | | | | [269] pressure_3pm <= 1011.8
## | | | | | | | | | | | [270] pressure_9am <= 1013.3: 2.514 (n = 239, err = NA)
## | | | | | | | | | | | [271] pressure_9am > 1013.3: 7.574 (n = 82, err = 9945.3)
## | | | | | | | | | | [272] pressure_3pm > 1011.8: 2.066 (n = 528, err = NA)
## | | | | | | | | [273] sunshine > 6.9
## | | | | | | | | | [274] cloud_9am <= 2
## | | | | | | | | | | [275] humidity_3pm <= 58
## | | | | | | | | | | | [276] temp_3pm <= 21: 2.079 (n = 145, err = 5044.8)
## | | | | | | | | | | | [277] temp_3pm > 21
## | | | | | | | | | | | | [278] rainfall <= 2.4: 0.391 (n = 925, err = NA)
## | | | | | | | | | | | | [279] rainfall > 2.4: 3.243 (n = 14, err = 685.5)
## | | | | | | | | | | [280] humidity_3pm > 58
## | | | | | | | | | | | [281] sunshine <= 10.3: 2.263 (n = 236, err = NA)
## | | | | | | | | | | | [282] sunshine > 10.3: 0.153 (n = 102, err = 85.6)
## | | | | | | | | | [283] cloud_9am > 2
## | | | | | | | | | | [284] wind_speed_3pm <= 20
## | | | | | | | | | | | [285] temp_3pm <= 28.8: 2.286 (n = 2940, err = NA)
## | | | | | | | | | | | [286] temp_3pm > 28.8: 7.102 (n = 99, err = NA)
## | | | | | | | | | | [287] wind_speed_3pm > 20
## | | | | | | | | | | | [288] wind_gust_speed <= 44
## | | | | | | | | | | | | [289] cloud_3pm <= 7: 0.850 (n = 961, err = NA)
## | | | | | | | | | | | | [290] cloud_3pm > 7: 2.996 (n = 73, err = NA)
## | | | | | | | | | | | [291] wind_gust_speed > 44
## | | | | | | | | | | | | [292] humidity_9am <= 64
## | | | | | | | | | | | | | [293] wind_gust_dir <= SSW: 0.653 (n = 322, err = NA)
## | | | | | | | | | | | | | [294] wind_gust_dir > SSW
## | | | | | | | | | | | | | | [295] wind_dir_9am <= S: 4.621 (n = 28, err = 1902.6)
## | | | | | | | | | | | | | | [296] wind_dir_9am > S: 1.177 (n = 138, err = NA)
## | | | | | | | | | | | | [297] humidity_9am > 64: 2.680 (n = 927, err = NA)
## | | | | | | | [298] pressure_3pm > 1015.3
## | | | | | | | | [299] wind_gust_speed <= 54
## | | | | | | | | | [300] sunshine <= 9.8
## | | | | | | | | | | [301] sunshine <= 1.7: 2.257 (n = 278, err = NA)
## | | | | | | | | | | [302] sunshine > 1.7
## | | | | | | | | | | | [303] wind_gust_speed <= 46
## | | | | | | | | | | | | [304] pressure_3pm <= 1018.7
## | | | | | | | | | | | | | [305] wind_speed_9am <= 11: 1.721 (n = 442, err = NA)
## | | | | | | | | | | | | | [306] wind_speed_9am > 11: 0.844 (n = 1030, err = NA)
## | | | | | | | | | | | | [307] pressure_3pm > 1018.7
## | | | | | | | | | | | | | [308] wind_dir_9am <= SSW: 0.445 (n = 1527, err = NA)
## | | | | | | | | | | | | | [309] wind_dir_9am > SSW: 1.005 (n = 1023, err = NA)
## | | | | | | | | | | | [310] wind_gust_speed > 46: 1.438 (n = 1260, err = NA)
## | | | | | | | | | [311] sunshine > 9.8: 0.127 (n = 719, err = NA)
## | | | | | | | | [312] wind_gust_speed > 54: 2.119 (n = 790, err = NA)
## | | | | | | [313] rainfall > 4.6
## | | | | | | | [314] humidity_9am <= 92
## | | | | | | | | [315] wind_gust_speed <= 70
## | | | | | | | | | [316] pressure_3pm <= 1015.3: 3.830 (n = 949, err = NA)
## | | | | | | | | | [317] pressure_3pm > 1015.3
## | | | | | | | | | | [318] sunshine <= 0.7: 6.440 (n = 35, err = 2859.5)
## | | | | | | | | | | [319] sunshine > 0.7
## | | | | | | | | | | | [320] sunshine <= 5.5: 2.954 (n = 182, err = NA)
## | | | | | | | | | | | [321] sunshine > 5.5: 1.756 (n = 830, err = NA)
## | | | | | | | | [322] wind_gust_speed > 70
## | | | | | | | | | [323] wind_dir_9am <= E: 30.400 (n = 7, err = 11689.0)
## | | | | | | | | | [324] wind_dir_9am > E: 4.398 (n = 91, err = NA)
## | | | | | | | [325] humidity_9am > 92
## | | | | | | | | [326] min_temp <= 18.1: 4.835 (n = 321, err = NA)
## | | | | | | | | [327] min_temp > 18.1: 15.842 (n = 54, err = NA)
## | | [328] humidity_3pm > 67
## | | | [329] pressure_3pm <= 1008.9
## | | | | [330] sunshine <= 3.7
## | | | | | [331] min_temp <= 21.8
## | | | | | | [332] wind_gust_speed <= 37: 5.354 (n = 137, err = NA)
## | | | | | | [333] wind_gust_speed > 37: 8.735 (n = 393, err = NA)
## | | | | | [334] min_temp > 21.8
## | | | | | | [335] humidity_3pm <= 76
## | | | | | | | [336] wind_speed_3pm <= 33: 11.230 (n = 133, err = 50855.5)
## | | | | | | | [337] wind_speed_3pm > 33: 37.920 (n = 10, err = 18909.7)
## | | | | | | [338] humidity_3pm > 76: 25.765 (n = 103, err = 77899.0)
## | | | | [339] sunshine > 3.7
## | | | | | [340] rain_today in No
## | | | | | | [341] cloud_3pm <= 5
## | | | | | | | [342] wind_gust_speed <= 57: 3.783 (n = 591, err = NA)
## | | | | | | | [343] wind_gust_speed > 57: 7.238 (n = 149, err = NA)
## | | | | | | [344] cloud_3pm > 5: 6.540 (n = 439, err = NA)
## | | | | | [345] rain_today in Yes: 7.831 (n = 1189, err = NA)
## | | | [346] pressure_3pm > 1008.9
## | | | | [347] rainfall <= 8.8
## | | | | | [348] wind_gust_speed <= 39
## | | | | | | [349] pressure_3pm <= 1018.7
## | | | | | | | [350] cloud_3pm <= 6
## | | | | | | | | [351] humidity_3pm <= 79
## | | | | | | | | | [352] rainfall <= 0.1
## | | | | | | | | | | [353] wind_speed_3pm <= 11
## | | | | | | | | | | | [354] max_temp <= 29.1: 2.007 (n = 398, err = NA)
## | | | | | | | | | | | [355] max_temp > 29.1: 11.545 (n = 12, err = NA)
## | | | | | | | | | | [356] wind_speed_3pm > 11: 1.135 (n = 1139, err = NA)
## | | | | | | | | | [357] rainfall > 0.1: 2.301 (n = 1084, err = NA)
## | | | | | | | | [358] humidity_3pm > 79: 3.669 (n = 411, err = NA)
## | | | | | | | [359] cloud_3pm > 6: 3.905 (n = 1518, err = NA)
## | | | | | | [360] pressure_3pm > 1018.7
## | | | | | | | [361] min_temp <= 8.7
## | | | | | | | | [362] humidity_3pm <= 81
## | | | | | | | | | [363] pressure_3pm <= 1025.4: 0.998 (n = 866, err = NA)
## | | | | | | | | | [364] pressure_3pm > 1025.4
## | | | | | | | | | | [365] rainfall <= 4.8
## | | | | | | | | | | | [366] humidity_3pm <= 73: 0.272 (n = 373, err = NA)
## | | | | | | | | | | | [367] humidity_3pm > 73
## | | | | | | | | | | | | [368] temp_3pm <= 12.9
## | | | | | | | | | | | | | [369] rainfall <= 2.8: 0.336 (n = 157, err = NA)
## | | | | | | | | | | | | | [370] rainfall > 2.8: 1.218 (n = 11, err = 7.3)
## | | | | | | | | | | | | [371] temp_3pm > 12.9
## | | | | | | | | | | | | | [372] wind_gust_dir <= ENE: 3.186 (n = 14, err = 148.4)
## | | | | | | | | | | | | | [373] wind_gust_dir > ENE
## | | | | | | | | | | | | | | [374] cloud_9am <= 7: 0.568 (n = 86, err = NA)
## | | | | | | | | | | | | | | [375] cloud_9am > 7: 1.552 (n = 21, err = 65.0)
## | | | | | | | | | | [376] rainfall > 4.8: 2.680 (n = 20, err = 919.7)
## | | | | | | | | [377] humidity_3pm > 81: 2.293 (n = 107, err = NA)
## | | | | | | | [378] min_temp > 8.7
## | | | | | | | | [379] cloud_3pm <= 6: 1.320 (n = 1154, err = NA)
## | | | | | | | | [380] cloud_3pm > 6
## | | | | | | | | | [381] temp_3pm <= 18.5: 1.755 (n = 417, err = NA)
## | | | | | | | | | [382] temp_3pm > 18.5
## | | | | | | | | | | [383] pressure_3pm <= 1026.9
## | | | | | | | | | | | [384] rainfall <= 0.8: 1.951 (n = 135, err = NA)
## | | | | | | | | | | | [385] rainfall > 0.8: 6.236 (n = 58, err = 6763.1)
## | | | | | | | | | | [386] pressure_3pm > 1026.9: 17.525 (n = 8, err = 2380.9)
## | | | | | [387] wind_gust_speed > 39
## | | | | | | [388] sunshine <= 1.6: 6.597 (n = 411, err = NA)
## | | | | | | [389] sunshine > 1.6
## | | | | | | | [390] wind_gust_speed <= 54
## | | | | | | | | [391] wind_speed_3pm <= 19
## | | | | | | | | | [392] pressure_3pm <= 1015.2: 6.473 (n = 346, err = NA)
## | | | | | | | | | [393] pressure_3pm > 1015.2
## | | | | | | | | | | [394] temp_3pm <= 11.6: 1.054 (n = 112, err = 322.6)
## | | | | | | | | | | [395] temp_3pm > 11.6: 3.431 (n = 443, err = NA)
## | | | | | | | | [396] wind_speed_3pm > 19
## | | | | | | | | | [397] rainfall <= 3.8
## | | | | | | | | | | [398] sunshine <= 4.8: 3.841 (n = 249, err = NA)
## | | | | | | | | | | [399] sunshine > 4.8: 2.362 (n = 1713, err = NA)
## | | | | | | | | | [400] rainfall > 3.8: 4.850 (n = 255, err = NA)
## | | | | | | | [401] wind_gust_speed > 54
## | | | | | | | | [402] wind_speed_9am <= 19: 6.496 (n = 362, err = NA)
## | | | | | | | | [403] wind_speed_9am > 19: 4.186 (n = 788, err = NA)
## | | | | [404] rainfall > 8.8
## | | | | | [405] rainfall <= 40.4
## | | | | | | [406] wind_gust_speed <= 69
## | | | | | | | [407] humidity_3pm <= 75
## | | | | | | | | [408] min_temp <= 14.6
## | | | | | | | | | [409] wind_gust_speed <= 54: 2.861 (n = 363, err = NA)
## | | | | | | | | | [410] wind_gust_speed > 54: 5.389 (n = 90, err = NA)
## | | | | | | | | [411] min_temp > 14.6: 5.511 (n = 331, err = NA)
## | | | | | | | [412] humidity_3pm > 75: 6.748 (n = 662, err = NA)
## | | | | | | [413] wind_gust_speed > 69: 12.245 (n = 76, err = NA)
## | | | | | [414] rainfall > 40.4
## | | | | | | [415] wind_gust_dir <= E: 24.011 (n = 35, err = 41520.6)
## | | | | | | [416] wind_gust_dir > E
## | | | | | | | [417] wind_gust_speed <= 59: 7.258 (n = 113, err = NA)
## | | | | | | | [418] wind_gust_speed > 59: 16.085 (n = 26, err = 6341.6)
## | [419] humidity_3pm > 83
## | | [420] rainfall <= 27
## | | | [421] min_temp <= 12.4
## | | | | [422] pressure_3pm <= 1010.4
## | | | | | [423] temp_9am <= 9.9
## | | | | | | [424] rainfall <= 11.2
## | | | | | | | [425] humidity_3pm <= 93
## | | | | | | | | [426] sunshine <= 5.7: 9.218 (n = 85, err = NA)
## | | | | | | | | [427] sunshine > 5.7: 5.702 (n = 103, err = NA)
## | | | | | | | [428] humidity_3pm > 93: 10.606 (n = 103, err = NA)
## | | | | | | [429] rainfall > 11.2: 12.687 (n = 53, err = 3954.8)
## | | | | | [430] temp_9am > 9.9
## | | | | | | [431] humidity_3pm <= 92: 12.131 (n = 375, err = NA)
## | | | | | | [432] humidity_3pm > 92
## | | | | | | | [433] wind_gust_dir <= SW: 22.129 (n = 95, err = NA)
## | | | | | | | [434] wind_gust_dir > SW: 13.262 (n = 125, err = NA)
## | | | | [435] pressure_3pm > 1010.4
## | | | | | [436] wind_gust_speed <= 54
## | | | | | | [437] min_temp <= 7.5
## | | | | | | | [438] pressure_3pm <= 1014.9
## | | | | | | | | [439] wind_dir_3pm <= SE: 9.118 (n = 76, err = 6969.5)
## | | | | | | | | [440] wind_dir_3pm > SE: 5.423 (n = 120, err = NA)
## | | | | | | | [441] pressure_3pm > 1014.9
## | | | | | | | | [442] humidity_9am <= 97
## | | | | | | | | | [443] wind_dir_3pm <= S: 6.373 (n = 210, err = NA)
## | | | | | | | | | [444] wind_dir_3pm > S
## | | | | | | | | | | [445] humidity_3pm <= 93
## | | | | | | | | | | | [446] rain_today in No
## | | | | | | | | | | | | [447] temp_9am <= 8.3
## | | | | | | | | | | | | | [448] wind_gust_dir <= NE: 4.429 (n = 7, err = 108.3)
## | | | | | | | | | | | | | [449] wind_gust_dir > NE: 0.781 (n = 55, err = NA)
## | | | | | | | | | | | | [450] temp_9am > 8.3: 2.769 (n = 80, err = 738.3)
## | | | | | | | | | | | [451] rain_today in Yes: 3.656 (n = 83, err = NA)
## | | | | | | | | | | [452] humidity_3pm > 93: 5.102 (n = 121, err = NA)
## | | | | | | | | [453] humidity_9am > 97
## | | | | | | | | | [454] rainfall <= 13.6
## | | | | | | | | | | [455] pressure_3pm <= 1021.3: 3.062 (n = 290, err = NA)
## | | | | | | | | | | [456] pressure_3pm > 1021.3: 1.354 (n = 158, err = NA)
## | | | | | | | | | [457] rainfall > 13.6: 8.508 (n = 14, err = NA)
## | | | | | | [458] min_temp > 7.5
## | | | | | | | [459] humidity_3pm <= 93
## | | | | | | | | [460] wind_gust_speed <= 28: 4.280 (n = 198, err = NA)
## | | | | | | | | [461] wind_gust_speed > 28: 6.983 (n = 711, err = NA)
## | | | | | | | [462] humidity_3pm > 93: 9.493 (n = 374, err = NA)
## | | | | | [463] wind_gust_speed > 54
## | | | | | | [464] rainfall <= 16.8
## | | | | | | | [465] min_temp <= 1.5
## | | | | | | | | [466] wind_speed_9am <= 11: 12.582 (n = 11, err = 815.6)
## | | | | | | | | [467] wind_speed_9am > 11
## | | | | | | | | | [468] humidity_3pm <= 94: 1.467 (n = 42, err = 292.1)
## | | | | | | | | | [469] humidity_3pm > 94
## | | | | | | | | | | [470] wind_gust_dir <= WNW: 4.155 (n = 102, err = 2709.0)
## | | | | | | | | | | [471] wind_gust_dir > WNW: 14.080 (n = 15, err = 1181.0)
## | | | | | | | [472] min_temp > 1.5
## | | | | | | | | [473] humidity_3pm <= 90
## | | | | | | | | | [474] wind_speed_9am <= 19: 10.879 (n = 64, err = NA)
## | | | | | | | | | [475] wind_speed_9am > 19: 3.845 (n = 107, err = NA)
## | | | | | | | | [476] humidity_3pm > 90
## | | | | | | | | | [477] wind_gust_dir <= S: 18.778 (n = 65, err = 28192.2)
## | | | | | | | | | [478] wind_gust_dir > S: 9.363 (n = 149, err = NA)
## | | | | | | [479] rainfall > 16.8: 18.376 (n = 58, err = 23546.5)
## | | | [480] min_temp > 12.4
## | | | | [481] humidity_3pm <= 88
## | | | | | [482] min_temp <= 22.2
## | | | | | | [483] wind_gust_speed <= 59
## | | | | | | | [484] cloud_3pm <= 7: 6.775 (n = 594, err = NA)
## | | | | | | | [485] cloud_3pm > 7: 10.883 (n = 393, err = NA)
## | | | | | | [486] wind_gust_speed > 59: 15.053 (n = 138, err = NA)
## | | | | | [487] min_temp > 22.2
## | | | | | | [488] rainfall <= 19.2: 17.151 (n = 152, err = 122442.8)
## | | | | | | [489] rainfall > 19.2: 66.600 (n = 7, err = 22232.8)
## | | | | [490] humidity_3pm > 88
## | | | | | [491] min_temp <= 22.2
## | | | | | | [492] wind_gust_speed <= 48
## | | | | | | | [493] cloud_9am <= 7
## | | | | | | | | [494] humidity_3pm <= 93
## | | | | | | | | | [495] rain_today in No: 9.545 (n = 212, err = NA)
## | | | | | | | | | [496] rain_today in Yes: 14.077 (n = 192, err = NA)
## | | | | | | | | [497] humidity_3pm > 93
## | | | | | | | | | [498] pressure_3pm <= 1001.3: 42.286 (n = 7, err = 4557.7)
## | | | | | | | | | [499] pressure_3pm > 1001.3: 14.719 (n = 399, err = NA)
## | | | | | | | [500] cloud_9am > 7
## | | | | | | | | [501] temp_3pm <= 17.6: 13.238 (n = 196, err = NA)
## | | | | | | | | [502] temp_3pm > 17.6: 20.333 (n = 266, err = NA)
## | | | | | | [503] wind_gust_speed > 48
## | | | | | | | [504] wind_gust_dir <= SSE
## | | | | | | | | [505] cloud_9am <= 7: 23.299 (n = 146, err = NA)
## | | | | | | | | [506] cloud_9am > 7: 43.366 (n = 93, err = NA)
## | | | | | | | [507] wind_gust_dir > SSE: 16.749 (n = 257, err = NA)
## | | | | | [508] min_temp > 22.2
## | | | | | | [509] cloud_9am <= 5: 16.595 (n = 76, err = NA)
## | | | | | | [510] cloud_9am > 5
## | | | | | | | [511] humidity_9am <= 90: 33.945 (n = 152, err = NA)
## | | | | | | | [512] humidity_9am > 90: 63.206 (n = 34, err = NA)
## | | [513] rainfall > 27
## | | | [514] min_temp <= 20.5
## | | | | [515] humidity_3pm <= 91
## | | | | | [516] pressure_9am <= 1019.8: 15.534 (n = 165, err = NA)
## | | | | | [517] pressure_9am > 1019.8
## | | | | | | [518] rainfall <= 61.4: 24.458 (n = 48, err = 16803.7)
## | | | | | | [519] rainfall > 61.4: 50.473 (n = 15, err = 19462.4)
## | | | | [520] humidity_3pm > 91
## | | | | | [521] min_temp <= 18.4
## | | | | | | [522] max_temp <= 13: 12.071 (n = 36, err = NA)
## | | | | | | [523] max_temp > 13: 30.807 (n = 158, err = NA)
## | | | | | [524] min_temp > 18.4: 55.743 (n = 54, err = NA)
## | | | [525] min_temp > 20.5
## | | | | [526] wind_speed_3pm <= 26: 47.163 (n = 147, err = NA)
## | | | | [527] wind_speed_3pm > 26: 89.676 (n = 41, err = 284869.4)
##
## Number of inner nodes: 263
## Number of terminal nodes: 264References
Hothorn, Torsten, Kurt Hornik, Carolin Strobl, and Achim Zeileis. 2021. Party: A Laboratory for Recursive Partytioning. http://party.R-forge.R-project.org.
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