20.83 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] rainfall <= 24
## |   |   [3] humidity_3pm <= 81
## |   |   |   [4] humidity_3pm <= 66
## |   |   |   |   [5] wind_gust_speed <= 52
## |   |   |   |   |   [6] humidity_3pm <= 50
## |   |   |   |   |   |   [7] sunshine <= 7.5
## |   |   |   |   |   |   |   [8] pressure_3pm <= 1014.5
## |   |   |   |   |   |   |   |   [9] wind_dir_9am <= NE
## |   |   |   |   |   |   |   |   |   [10] humidity_3pm <= 33: 1.722 (n = 188, err = NA)
## |   |   |   |   |   |   |   |   |   [11] humidity_3pm > 33
## |   |   |   |   |   |   |   |   |   |   [12] cloud_3pm <= 4
## |   |   |   |   |   |   |   |   |   |   |   [13] sunshine <= 5.7: 3.450 (n = 18, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [14] sunshine > 5.7: 0.331 (n = 33, err = NA)
## |   |   |   |   |   |   |   |   |   |   [15] cloud_3pm > 4: 4.595 (n = 305, err = NA)
## |   |   |   |   |   |   |   |   [16] wind_dir_9am > NE
## |   |   |   |   |   |   |   |   |   [17] pressure_3pm <= 1005.1: 3.847 (n = 127, err = 15737.4)
## |   |   |   |   |   |   |   |   |   [18] pressure_3pm > 1005.1: 1.345 (n = 1065, err = NA)
## |   |   |   |   |   |   |   [19] pressure_3pm > 1014.5
## |   |   |   |   |   |   |   |   [20] pressure_3pm <= 1023.5
## |   |   |   |   |   |   |   |   |   [21] cloud_3pm <= 5: 0.423 (n = 855, err = NA)
## |   |   |   |   |   |   |   |   |   [22] cloud_3pm > 5: 0.826 (n = 1029, err = NA)
## |   |   |   |   |   |   |   |   [23] pressure_3pm > 1023.5
## |   |   |   |   |   |   |   |   |   [24] rainfall <= 9: 0.099 (n = 506, err = NA)
## |   |   |   |   |   |   |   |   |   [25] rainfall > 9: 1.000 (n = 12, err = 31.4)
## |   |   |   |   |   |   [26] sunshine > 7.5
## |   |   |   |   |   |   |   [27] pressure_3pm <= 1008.5
## |   |   |   |   |   |   |   |   [28] humidity_3pm <= 31
## |   |   |   |   |   |   |   |   |   [29] humidity_3pm <= 23
## |   |   |   |   |   |   |   |   |   |   [30] humidity_3pm <= 13: 0.046 (n = 757, err = NA)
## |   |   |   |   |   |   |   |   |   |   [31] humidity_3pm > 13: 0.257 (n = 952, err = NA)
## |   |   |   |   |   |   |   |   |   [32] humidity_3pm > 23: 0.705 (n = 788, err = NA)
## |   |   |   |   |   |   |   |   [33] humidity_3pm > 31
## |   |   |   |   |   |   |   |   |   [34] cloud_3pm <= 3
## |   |   |   |   |   |   |   |   |   |   [35] sunshine <= 9.9: 1.001 (n = 243, err = NA)
## |   |   |   |   |   |   |   |   |   |   [36] sunshine > 9.9: 0.250 (n = 383, err = NA)
## |   |   |   |   |   |   |   |   |   [37] cloud_3pm > 3
## |   |   |   |   |   |   |   |   |   |   [38] temp_3pm <= 32.1
## |   |   |   |   |   |   |   |   |   |   |   [39] sunshine <= 9.3: 1.611 (n = 858, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [40] sunshine > 9.3: 0.457 (n = 197, err = NA)
## |   |   |   |   |   |   |   |   |   |   [41] temp_3pm > 32.1: 3.656 (n = 296, err = NA)
## |   |   |   |   |   |   |   [42] pressure_3pm > 1008.5
## |   |   |   |   |   |   |   |   [43] humidity_3pm <= 31
## |   |   |   |   |   |   |   |   |   [44] wind_gust_speed <= 37
## |   |   |   |   |   |   |   |   |   |   [45] humidity_3pm <= 20: 0.016 (n = 3019, err = NA)
## |   |   |   |   |   |   |   |   |   |   [46] humidity_3pm > 20
## |   |   |   |   |   |   |   |   |   |   |   [47] cloud_3pm <= 5
## |   |   |   |   |   |   |   |   |   |   |   |   [48] pressure_3pm <= 1018.4: 0.091 (n = 3039, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   [49] pressure_3pm > 1018.4
## |   |   |   |   |   |   |   |   |   |   |   |   |   [50] rainfall <= 0.2: 0.012 (n = 1626, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   |   [51] rainfall > 0.2: 0.484 (n = 31, err = 67.1)
## |   |   |   |   |   |   |   |   |   |   |   [52] cloud_3pm > 5: 0.296 (n = 321, err = NA)
## |   |   |   |   |   |   |   |   |   [53] wind_gust_speed > 37
## |   |   |   |   |   |   |   |   |   |   [54] humidity_3pm <= 21
## |   |   |   |   |   |   |   |   |   |   |   [55] humidity_9am <= 55
## |   |   |   |   |   |   |   |   |   |   |   |   [56] cloud_3pm <= 6: 0.041 (n = 3377, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   [57] cloud_3pm > 6: 0.231 (n = 136, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [58] humidity_9am > 55: 0.258 (n = 527, err = NA)
## |   |   |   |   |   |   |   |   |   |   [59] humidity_3pm > 21
## |   |   |   |   |   |   |   |   |   |   |   [60] temp_3pm <= 36.9
## |   |   |   |   |   |   |   |   |   |   |   |   [61] pressure_3pm <= 1015.4
## |   |   |   |   |   |   |   |   |   |   |   |   |   [62] wind_dir_9am <= ENE: 0.690 (n = 891, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   |   [63] wind_dir_9am > ENE
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [64] rain_today in No
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   [65] rainfall <= 0.4: 0.148 (n = 1540, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   [66] rainfall > 0.4: 1.167 (n = 24, err = 341.4)
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [67] rain_today in Yes: 0.831 (n = 92, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   [68] pressure_3pm > 1015.4: 0.094 (n = 1692, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [69] temp_3pm > 36.9: 1.862 (n = 47, err = NA)
## |   |   |   |   |   |   |   |   [70] humidity_3pm > 31
## |   |   |   |   |   |   |   |   |   [71] pressure_3pm <= 1016
## |   |   |   |   |   |   |   |   |   |   [72] sunshine <= 9.3
## |   |   |   |   |   |   |   |   |   |   |   [73] wind_gust_speed <= 35: 0.377 (n = 3644, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [74] wind_gust_speed > 35
## |   |   |   |   |   |   |   |   |   |   |   |   [75] max_temp <= 31.2
## |   |   |   |   |   |   |   |   |   |   |   |   |   [76] cloud_3pm <= 6
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [77] wind_speed_9am <= 15
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   [78] pressure_3pm <= 1011.9: 1.107 (n = 437, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   [79] pressure_3pm > 1011.9: 0.582 (n = 1803, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [80] wind_speed_9am > 15
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   [81] wind_gust_speed <= 46: 0.249 (n = 989, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   [82] wind_gust_speed > 46: 0.585 (n = 411, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   |   [83] cloud_3pm > 6: 1.979 (n = 344, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   [84] max_temp > 31.2: 1.647 (n = 580, err = NA)
## |   |   |   |   |   |   |   |   |   |   [85] sunshine > 9.3
## |   |   |   |   |   |   |   |   |   |   |   [86] sunshine <= 11.7: 0.279 (n = 2347, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [87] sunshine > 11.7: 0.037 (n = 981, err = NA)
## |   |   |   |   |   |   |   |   |   [88] pressure_3pm > 1016
## |   |   |   |   |   |   |   |   |   |   [89] pressure_3pm <= 1019
## |   |   |   |   |   |   |   |   |   |   |   [90] wind_dir_9am <= ENE
## |   |   |   |   |   |   |   |   |   |   |   |   [91] wind_gust_speed <= 37: 0.346 (n = 775, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   [92] wind_gust_speed > 37: 0.895 (n = 353, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [93] wind_dir_9am > ENE
## |   |   |   |   |   |   |   |   |   |   |   |   [94] humidity_9am <= 93
## |   |   |   |   |   |   |   |   |   |   |   |   |   [95] cloud_3pm <= 3
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [96] humidity_3pm <= 45: 0.026 (n = 793, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [97] humidity_3pm > 45: 0.229 (n = 313, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   |   [98] cloud_3pm > 3: 0.218 (n = 1914, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   [99] humidity_9am > 93: 0.805 (n = 78, err = 494.6)
## |   |   |   |   |   |   |   |   |   |   [100] pressure_3pm > 1019
## |   |   |   |   |   |   |   |   |   |   |   [101] humidity_3pm <= 44: 0.098 (n = 5162, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [102] humidity_3pm > 44
## |   |   |   |   |   |   |   |   |   |   |   |   [103] rainfall <= 6.6: 0.185 (n = 3203, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   [104] rainfall > 6.6: 0.861 (n = 58, err = NA)
## |   |   |   |   |   [105] humidity_3pm > 50
## |   |   |   |   |   |   [106] pressure_3pm <= 1009.1
## |   |   |   |   |   |   |   [107] sunshine <= 9.3
## |   |   |   |   |   |   |   |   [108] wind_gust_speed <= 37: 2.790 (n = 1278, err = NA)
## |   |   |   |   |   |   |   |   [109] wind_gust_speed > 37
## |   |   |   |   |   |   |   |   |   [110] humidity_9am <= 64
## |   |   |   |   |   |   |   |   |   |   [111] cloud_3pm <= 6
## |   |   |   |   |   |   |   |   |   |   |   [112] max_temp <= 21.5
## |   |   |   |   |   |   |   |   |   |   |   |   [113] wind_gust_speed <= 39: 10.114 (n = 16, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   [114] wind_gust_speed > 39: 2.532 (n = 44, err = 826.3)
## |   |   |   |   |   |   |   |   |   |   |   [115] max_temp > 21.5: 1.147 (n = 237, err = NA)
## |   |   |   |   |   |   |   |   |   |   [116] cloud_3pm > 6: 4.210 (n = 111, err = NA)
## |   |   |   |   |   |   |   |   |   [117] humidity_9am > 64
## |   |   |   |   |   |   |   |   |   |   [118] wind_speed_3pm <= 17
## |   |   |   |   |   |   |   |   |   |   |   [119] min_temp <= 22.9: 5.541 (n = 279, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [120] min_temp > 22.9: 12.330 (n = 105, err = NA)
## |   |   |   |   |   |   |   |   |   |   [121] wind_speed_3pm > 17: 4.506 (n = 871, err = NA)
## |   |   |   |   |   |   |   [122] sunshine > 9.3
## |   |   |   |   |   |   |   |   [123] humidity_3pm <= 64: 1.213 (n = 783, err = NA)
## |   |   |   |   |   |   |   |   [124] humidity_3pm > 64: 3.271 (n = 87, err = 9785.4)
## |   |   |   |   |   |   [125] pressure_3pm > 1009.1
## |   |   |   |   |   |   |   [126] pressure_3pm <= 1015.3
## |   |   |   |   |   |   |   |   [127] cloud_3pm <= 4
## |   |   |   |   |   |   |   |   |   [128] sunshine <= 10.4
## |   |   |   |   |   |   |   |   |   |   [129] wind_gust_speed <= 44: 0.886 (n = 1578, err = NA)
## |   |   |   |   |   |   |   |   |   |   [130] wind_gust_speed > 44: 2.314 (n = 224, err = NA)
## |   |   |   |   |   |   |   |   |   [131] sunshine > 10.4: 0.262 (n = 904, err = NA)
## |   |   |   |   |   |   |   |   [132] cloud_3pm > 4
## |   |   |   |   |   |   |   |   |   [133] rainfall <= 2.1
## |   |   |   |   |   |   |   |   |   |   [134] wind_gust_speed <= 37
## |   |   |   |   |   |   |   |   |   |   |   [135] cloud_3pm <= 5: 0.908 (n = 2652, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [136] cloud_3pm > 5: 1.745 (n = 947, err = NA)
## |   |   |   |   |   |   |   |   |   |   [137] wind_gust_speed > 37
## |   |   |   |   |   |   |   |   |   |   |   [138] cloud_9am <= 1
## |   |   |   |   |   |   |   |   |   |   |   |   [139] humidity_3pm <= 62: 0.529 (n = 596, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   [140] humidity_3pm > 62: 4.769 (n = 26, err = 3116.8)
## |   |   |   |   |   |   |   |   |   |   |   [141] cloud_9am > 1: 2.046 (n = 4266, err = NA)
## |   |   |   |   |   |   |   |   |   [142] rainfall > 2.1
## |   |   |   |   |   |   |   |   |   |   [143] wind_gust_speed <= 33: 1.801 (n = 364, err = NA)
## |   |   |   |   |   |   |   |   |   |   [144] wind_gust_speed > 33: 3.625 (n = 1072, err = NA)
## |   |   |   |   |   |   |   [145] pressure_3pm > 1015.3
## |   |   |   |   |   |   |   |   [146] wind_gust_speed <= 35
## |   |   |   |   |   |   |   |   |   [147] pressure_3pm <= 1023.3
## |   |   |   |   |   |   |   |   |   |   [148] sunshine <= 3.3: 1.514 (n = 499, err = NA)
## |   |   |   |   |   |   |   |   |   |   [149] sunshine > 3.3
## |   |   |   |   |   |   |   |   |   |   |   [150] humidity_3pm <= 56: 0.399 (n = 2460, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [151] humidity_3pm > 56
## |   |   |   |   |   |   |   |   |   |   |   |   [152] cloud_3pm <= 7
## |   |   |   |   |   |   |   |   |   |   |   |   |   [153] cloud_3pm <= 3: 0.378 (n = 624, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   |   [154] cloud_3pm > 3: 0.766 (n = 2384, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   [155] cloud_3pm > 7: 1.465 (n = 228, err = NA)
## |   |   |   |   |   |   |   |   |   [156] pressure_3pm > 1023.3
## |   |   |   |   |   |   |   |   |   |   [157] rainfall <= 10
## |   |   |   |   |   |   |   |   |   |   |   [158] wind_gust_speed <= 26: 0.157 (n = 1862, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [159] wind_gust_speed > 26
## |   |   |   |   |   |   |   |   |   |   |   |   [160] cloud_9am <= 2: 0.121 (n = 262, err = 66.1)
## |   |   |   |   |   |   |   |   |   |   |   |   [161] cloud_9am > 2
## |   |   |   |   |   |   |   |   |   |   |   |   |   [162] max_temp <= 20.3
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [163] humidity_3pm <= 61: 0.267 (n = 814, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [164] humidity_3pm > 61: 0.566 (n = 325, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   |   [165] max_temp > 20.3
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [166] sunshine <= 7.6: 1.660 (n = 57, err = 430.9)
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [167] sunshine > 7.6: 0.457 (n = 208, err = NA)
## |   |   |   |   |   |   |   |   |   |   [168] rainfall > 10
## |   |   |   |   |   |   |   |   |   |   |   [169] sunshine <= 3.8: 7.100 (n = 7, err = 612.8)
## |   |   |   |   |   |   |   |   |   |   |   [170] sunshine > 3.8
## |   |   |   |   |   |   |   |   |   |   |   |   [171] sunshine <= 6.9: 0.886 (n = 7, err = 4.5)
## |   |   |   |   |   |   |   |   |   |   |   |   [172] sunshine > 6.9: 0.160 (n = 30, err = 3.9)
## |   |   |   |   |   |   |   |   [173] wind_gust_speed > 35
## |   |   |   |   |   |   |   |   |   [174] sunshine <= 10.2
## |   |   |   |   |   |   |   |   |   |   [175] rainfall <= 3.2
## |   |   |   |   |   |   |   |   |   |   |   [176] cloud_3pm <= 5: 0.837 (n = 3936, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [177] cloud_3pm > 5
## |   |   |   |   |   |   |   |   |   |   |   |   [178] temp_3pm <= 16.3
## |   |   |   |   |   |   |   |   |   |   |   |   |   [179] sunshine <= 5.1: 1.302 (n = 321, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   |   [180] sunshine > 5.1
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [181] wind_speed_9am <= 6: 1.605 (n = 43, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [182] wind_speed_9am > 6: 0.462 (n = 406, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   [183] temp_3pm > 16.3: 1.600 (n = 1023, err = NA)
## |   |   |   |   |   |   |   |   |   |   [184] rainfall > 3.2
## |   |   |   |   |   |   |   |   |   |   |   [185] humidity_9am <= 79: 1.271 (n = 614, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [186] humidity_9am > 79: 2.621 (n = 462, err = NA)
## |   |   |   |   |   |   |   |   |   [187] sunshine > 10.2: 0.104 (n = 674, err = NA)
## |   |   |   |   [188] wind_gust_speed > 52
## |   |   |   |   |   [189] humidity_3pm <= 50
## |   |   |   |   |   |   [190] sunshine <= 7.9
## |   |   |   |   |   |   |   [191] min_temp <= 18
## |   |   |   |   |   |   |   |   [192] pressure_3pm <= 1004.3
## |   |   |   |   |   |   |   |   |   [193] humidity_3pm <= 33
## |   |   |   |   |   |   |   |   |   |   [194] sunshine <= 4.1: 4.429 (n = 31, err = 795.3)
## |   |   |   |   |   |   |   |   |   |   [195] sunshine > 4.1: 0.852 (n = 62, err = 205.0)
## |   |   |   |   |   |   |   |   |   [196] humidity_3pm > 33: 4.166 (n = 226, err = 7438.5)
## |   |   |   |   |   |   |   |   [197] pressure_3pm > 1004.3
## |   |   |   |   |   |   |   |   |   [198] wind_gust_speed <= 93
## |   |   |   |   |   |   |   |   |   |   [199] temp_9am <= 22.8
## |   |   |   |   |   |   |   |   |   |   |   [200] sunshine <= 0.1: 10.822 (n = 9, err = 928.4)
## |   |   |   |   |   |   |   |   |   |   |   [201] sunshine > 0.1: 1.689 (n = 828, err = NA)
## |   |   |   |   |   |   |   |   |   |   [202] temp_9am > 22.8: 4.084 (n = 55, err = 2772.9)
## |   |   |   |   |   |   |   |   |   [203] wind_gust_speed > 93: 15.778 (n = 9, err = 10256.8)
## |   |   |   |   |   |   |   [204] min_temp > 18
## |   |   |   |   |   |   |   |   [205] humidity_9am <= 50: 3.275 (n = 190, err = NA)
## |   |   |   |   |   |   |   |   [206] humidity_9am > 50
## |   |   |   |   |   |   |   |   |   [207] wind_gust_speed <= 74: 5.735 (n = 109, err = NA)
## |   |   |   |   |   |   |   |   |   [208] wind_gust_speed > 74: 19.500 (n = 17, err = NA)
## |   |   |   |   |   |   [209] sunshine > 7.9
## |   |   |   |   |   |   |   [210] wind_gust_speed <= 72
## |   |   |   |   |   |   |   |   [211] humidity_3pm <= 26
## |   |   |   |   |   |   |   |   |   [212] pressure_3pm <= 1004.2
## |   |   |   |   |   |   |   |   |   |   [213] humidity_3pm <= 18
## |   |   |   |   |   |   |   |   |   |   |   [214] humidity_9am <= 67
## |   |   |   |   |   |   |   |   |   |   |   |   [215] pressure_9am <= 1008.1: 0.302 (n = 195, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   [216] pressure_9am > 1008.1: 1.800 (n = 36, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [217] humidity_9am > 67: 2.631 (n = 13, err = 377.8)
## |   |   |   |   |   |   |   |   |   |   [218] humidity_3pm > 18: 1.968 (n = 153, err = NA)
## |   |   |   |   |   |   |   |   |   [219] pressure_3pm > 1004.2
## |   |   |   |   |   |   |   |   |   |   [220] sunshine <= 10.1
## |   |   |   |   |   |   |   |   |   |   |   [221] wind_dir_9am <= E
## |   |   |   |   |   |   |   |   |   |   |   |   [222] humidity_3pm <= 20: 0.497 (n = 503, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   [223] humidity_3pm > 20: 1.525 (n = 186, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [224] wind_dir_9am > E
## |   |   |   |   |   |   |   |   |   |   |   |   [225] wind_gust_speed <= 70
## |   |   |   |   |   |   |   |   |   |   |   |   |   [226] wind_gust_speed <= 61: 0.166 (n = 474, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   |   [227] wind_gust_speed > 61
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [228] rainfall <= 1.8: 0.463 (n = 128, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [229] rainfall > 1.8: 2.543 (n = 7, err = 104.3)
## |   |   |   |   |   |   |   |   |   |   |   |   [230] wind_gust_speed > 70: 1.531 (n = 26, err = 237.8)
## |   |   |   |   |   |   |   |   |   |   [231] sunshine > 10.1: 0.117 (n = 915, err = NA)
## |   |   |   |   |   |   |   |   [232] humidity_3pm > 26
## |   |   |   |   |   |   |   |   |   [233] temp_3pm <= 29.8
## |   |   |   |   |   |   |   |   |   |   [234] cloud_3pm <= 6
## |   |   |   |   |   |   |   |   |   |   |   [235] pressure_3pm <= 1001.8
## |   |   |   |   |   |   |   |   |   |   |   |   [236] wind_speed_3pm <= 13: 8.363 (n = 8, err = 584.0)
## |   |   |   |   |   |   |   |   |   |   |   |   [237] wind_speed_3pm > 13
## |   |   |   |   |   |   |   |   |   |   |   |   |   [238] wind_dir_3pm <= E: 6.657 (n = 8, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   |   [239] wind_dir_3pm > E: 1.441 (n = 103, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [240] pressure_3pm > 1001.8
## |   |   |   |   |   |   |   |   |   |   |   |   [241] humidity_3pm <= 34: 0.370 (n = 854, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   [242] humidity_3pm > 34: 0.917 (n = 1652, err = NA)
## |   |   |   |   |   |   |   |   |   |   [243] cloud_3pm > 6
## |   |   |   |   |   |   |   |   |   |   |   [244] temp_3pm <= 25.9
## |   |   |   |   |   |   |   |   |   |   |   |   [245] wind_speed_9am <= 17: 2.937 (n = 67, err = 1484.2)
## |   |   |   |   |   |   |   |   |   |   |   |   [246] wind_speed_9am > 17: 0.798 (n = 179, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [247] temp_3pm > 25.9: 5.046 (n = 60, err = NA)
## |   |   |   |   |   |   |   |   |   [248] temp_3pm > 29.8
## |   |   |   |   |   |   |   |   |   |   [249] sunshine <= 9.6
## |   |   |   |   |   |   |   |   |   |   |   [250] wind_speed_3pm <= 24: 6.031 (n = 196, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [251] wind_speed_3pm > 24: 1.889 (n = 99, err = 1673.0)
## |   |   |   |   |   |   |   |   |   |   [252] sunshine > 9.6: 0.996 (n = 182, err = NA)
## |   |   |   |   |   |   |   [253] wind_gust_speed > 72
## |   |   |   |   |   |   |   |   [254] min_temp <= 19.3
## |   |   |   |   |   |   |   |   |   [255] humidity_9am <= 62
## |   |   |   |   |   |   |   |   |   |   [256] temp_3pm <= 32.6: 1.026 (n = 509, err = NA)
## |   |   |   |   |   |   |   |   |   |   [257] temp_3pm > 32.6
## |   |   |   |   |   |   |   |   |   |   |   [258] humidity_3pm <= 24: 1.530 (n = 68, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [259] humidity_3pm > 24: 9.338 (n = 13, err = 848.3)
## |   |   |   |   |   |   |   |   |   [260] humidity_9am > 62
## |   |   |   |   |   |   |   |   |   |   [261] humidity_3pm <= 43
## |   |   |   |   |   |   |   |   |   |   |   [262] wind_dir_3pm <= ESE: 5.975 (n = 16, err = 769.8)
## |   |   |   |   |   |   |   |   |   |   |   [263] wind_dir_3pm > ESE
## |   |   |   |   |   |   |   |   |   |   |   |   [264] wind_dir_3pm <= W: 0.239 (n = 47, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   [265] wind_dir_3pm > W: 2.013 (n = 62, err = 551.3)
## |   |   |   |   |   |   |   |   |   |   [266] humidity_3pm > 43
## |   |   |   |   |   |   |   |   |   |   |   [267] temp_3pm <= 27.4: 4.097 (n = 40, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [268] temp_3pm > 27.4: 17.300 (n = 10, err = 953.9)
## |   |   |   |   |   |   |   |   [269] min_temp > 19.3
## |   |   |   |   |   |   |   |   |   [270] humidity_3pm <= 32: 3.560 (n = 135, err = NA)
## |   |   |   |   |   |   |   |   |   [271] humidity_3pm > 32: 11.947 (n = 36, err = NA)
## |   |   |   |   |   [272] humidity_3pm > 50
## |   |   |   |   |   |   [273] pressure_3pm <= 1011.1
## |   |   |   |   |   |   |   [274] temp_3pm <= 25.6
## |   |   |   |   |   |   |   |   [275] humidity_9am <= 68
## |   |   |   |   |   |   |   |   |   [276] pressure_3pm <= 997.4: 8.420 (n = 40, err = 3314.1)
## |   |   |   |   |   |   |   |   |   [277] pressure_3pm > 997.4: 3.219 (n = 504, err = NA)
## |   |   |   |   |   |   |   |   [278] humidity_9am > 68
## |   |   |   |   |   |   |   |   |   [279] wind_speed_9am <= 24: 6.474 (n = 549, err = NA)
## |   |   |   |   |   |   |   |   |   [280] wind_speed_9am > 24
## |   |   |   |   |   |   |   |   |   |   [281] pressure_3pm <= 998.1: 11.343 (n = 21, err = 2292.4)
## |   |   |   |   |   |   |   |   |   |   [282] pressure_3pm > 998.1
## |   |   |   |   |   |   |   |   |   |   |   [283] wind_gust_speed <= 67: 2.361 (n = 139, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [284] wind_gust_speed > 67
## |   |   |   |   |   |   |   |   |   |   |   |   [285] temp_3pm <= 21.1: 4.196 (n = 100, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   [286] temp_3pm > 21.1: 13.756 (n = 9, err = 1515.8)
## |   |   |   |   |   |   |   [287] temp_3pm > 25.6
## |   |   |   |   |   |   |   |   [288] sunshine <= 8.3: 14.437 (n = 122, err = 42684.9)
## |   |   |   |   |   |   |   |   [289] sunshine > 8.3
## |   |   |   |   |   |   |   |   |   [290] wind_speed_3pm <= 28: 8.899 (n = 122, err = NA)
## |   |   |   |   |   |   |   |   |   [291] wind_speed_3pm > 28
## |   |   |   |   |   |   |   |   |   |   [292] rain_today in No: 0.926 (n = 88, err = NA)
## |   |   |   |   |   |   |   |   |   |   [293] rain_today in Yes: 5.897 (n = 29, err = 4122.1)
## |   |   |   |   |   |   [294] pressure_3pm > 1011.1
## |   |   |   |   |   |   |   [295] wind_speed_3pm <= 22
## |   |   |   |   |   |   |   |   [296] temp_3pm <= 20.1
## |   |   |   |   |   |   |   |   |   [297] max_temp <= 16.5
## |   |   |   |   |   |   |   |   |   |   [298] min_temp <= 5.2: 0.727 (n = 88, err = 227.1)
## |   |   |   |   |   |   |   |   |   |   [299] min_temp > 5.2: 1.861 (n = 157, err = NA)
## |   |   |   |   |   |   |   |   |   [300] max_temp > 16.5: 2.927 (n = 155, err = NA)
## |   |   |   |   |   |   |   |   [301] temp_3pm > 20.1: 8.017 (n = 191, err = NA)
## |   |   |   |   |   |   |   [302] wind_speed_3pm > 22
## |   |   |   |   |   |   |   |   [303] sunshine <= 8.5
## |   |   |   |   |   |   |   |   |   [304] sunshine <= 2.4: 4.085 (n = 120, err = NA)
## |   |   |   |   |   |   |   |   |   [305] sunshine > 2.4
## |   |   |   |   |   |   |   |   |   |   [306] wind_speed_9am <= 24: 2.743 (n = 747, err = NA)
## |   |   |   |   |   |   |   |   |   |   [307] wind_speed_9am > 24: 1.705 (n = 815, err = NA)
## |   |   |   |   |   |   |   |   [308] sunshine > 8.5
## |   |   |   |   |   |   |   |   |   [309] rain_today in No: 0.509 (n = 213, err = NA)
## |   |   |   |   |   |   |   |   |   [310] rain_today in Yes: 1.562 (n = 64, err = 427.8)
## |   |   |   [311] humidity_3pm > 66
## |   |   |   |   [312] pressure_3pm <= 1008.9
## |   |   |   |   |   [313] cloud_3pm <= 5
## |   |   |   |   |   |   [314] wind_gust_speed <= 56
## |   |   |   |   |   |   |   [315] cloud_9am <= 3
## |   |   |   |   |   |   |   |   [316] rain_today in No: 0.783 (n = 84, err = NA)
## |   |   |   |   |   |   |   |   [317] rain_today in Yes: 2.822 (n = 37, err = 611.6)
## |   |   |   |   |   |   |   [318] cloud_9am > 3: 4.516 (n = 931, err = NA)
## |   |   |   |   |   |   [319] wind_gust_speed > 56
## |   |   |   |   |   |   |   [320] wind_dir_3pm <= SW: 6.172 (n = 165, err = NA)
## |   |   |   |   |   |   |   [321] wind_dir_3pm > SW: 9.119 (n = 208, err = NA)
## |   |   |   |   |   [322] cloud_3pm > 5
## |   |   |   |   |   |   [323] temp_3pm <= 25
## |   |   |   |   |   |   |   [324] cloud_3pm <= 7: 5.294 (n = 510, err = NA)
## |   |   |   |   |   |   |   [325] cloud_3pm > 7
## |   |   |   |   |   |   |   |   [326] sunshine <= 4.3: 11.096 (n = 133, err = NA)
## |   |   |   |   |   |   |   |   [327] sunshine > 4.3
## |   |   |   |   |   |   |   |   |   [328] pressure_3pm <= 1006.2: 7.486 (n = 148, err = NA)
## |   |   |   |   |   |   |   |   |   [329] pressure_3pm > 1006.2
## |   |   |   |   |   |   |   |   |   |   [330] pressure_9am <= 1010.3
## |   |   |   |   |   |   |   |   |   |   |   [331] humidity_3pm <= 78: 1.721 (n = 60, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [332] humidity_3pm > 78: 5.133 (n = 19, err = NA)
## |   |   |   |   |   |   |   |   |   |   [333] pressure_9am > 1010.3: 7.341 (n = 34, err = 1783.1)
## |   |   |   |   |   |   [334] temp_3pm > 25
## |   |   |   |   |   |   |   [335] humidity_3pm <= 72: 8.030 (n = 303, err = NA)
## |   |   |   |   |   |   |   [336] humidity_3pm > 72
## |   |   |   |   |   |   |   |   [337] wind_speed_3pm <= 31: 14.861 (n = 266, err = NA)
## |   |   |   |   |   |   |   |   [338] wind_speed_3pm > 31: 60.914 (n = 14, err = 202032.8)
## |   |   |   |   [339] pressure_3pm > 1008.9
## |   |   |   |   |   [340] wind_gust_speed <= 41
## |   |   |   |   |   |   [341] rainfall <= 2.6
## |   |   |   |   |   |   |   [342] pressure_3pm <= 1019
## |   |   |   |   |   |   |   |   [343] cloud_3pm <= 6
## |   |   |   |   |   |   |   |   |   [344] cloud_3pm <= 3: 0.737 (n = 487, err = NA)
## |   |   |   |   |   |   |   |   |   [345] cloud_3pm > 3
## |   |   |   |   |   |   |   |   |   |   [346] humidity_3pm <= 73
## |   |   |   |   |   |   |   |   |   |   |   [347] rain_today in No: 1.433 (n = 1453, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [348] rain_today in Yes: 2.577 (n = 145, err = 4065.6)
## |   |   |   |   |   |   |   |   |   |   [349] humidity_3pm > 73: 2.363 (n = 981, err = NA)
## |   |   |   |   |   |   |   |   [350] cloud_3pm > 6
## |   |   |   |   |   |   |   |   |   [351] humidity_3pm <= 78: 3.016 (n = 1220, err = NA)
## |   |   |   |   |   |   |   |   |   [352] humidity_3pm > 78
## |   |   |   |   |   |   |   |   |   |   [353] max_temp <= 26.6: 3.809 (n = 190, err = NA)
## |   |   |   |   |   |   |   |   |   |   [354] max_temp > 26.6: 16.170 (n = 20, err = 7066.4)
## |   |   |   |   |   |   |   [355] pressure_3pm > 1019
## |   |   |   |   |   |   |   |   [356] min_temp <= 8.7
## |   |   |   |   |   |   |   |   |   [357] pressure_3pm <= 1025.3: 0.983 (n = 820, err = NA)
## |   |   |   |   |   |   |   |   |   [358] pressure_3pm > 1025.3
## |   |   |   |   |   |   |   |   |   |   [359] humidity_3pm <= 78
## |   |   |   |   |   |   |   |   |   |   |   [360] temp_9am <= 13.4: 0.326 (n = 634, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [361] temp_9am > 13.4: 1.221 (n = 19, err = 125.3)
## |   |   |   |   |   |   |   |   |   |   [362] humidity_3pm > 78: 1.059 (n = 92, err = NA)
## |   |   |   |   |   |   |   |   [363] min_temp > 8.7
## |   |   |   |   |   |   |   |   |   [364] cloud_3pm <= 6
## |   |   |   |   |   |   |   |   |   |   [365] pressure_9am <= 1018.9: 7.782 (n = 13, err = NA)
## |   |   |   |   |   |   |   |   |   |   [366] pressure_9am > 1018.9: 1.140 (n = 1039, err = NA)
## |   |   |   |   |   |   |   |   |   [367] cloud_3pm > 6: 2.003 (n = 536, err = NA)
## |   |   |   |   |   |   [368] rainfall > 2.6
## |   |   |   |   |   |   |   [369] min_temp <= 16.2
## |   |   |   |   |   |   |   |   [370] wind_gust_speed <= 33
## |   |   |   |   |   |   |   |   |   [371] humidity_3pm <= 73
## |   |   |   |   |   |   |   |   |   |   [372] pressure_3pm <= 1019.2: 2.036 (n = 165, err = NA)
## |   |   |   |   |   |   |   |   |   |   [373] pressure_3pm > 1019.2: 0.736 (n = 205, err = 335.6)
## |   |   |   |   |   |   |   |   |   [374] humidity_3pm > 73
## |   |   |   |   |   |   |   |   |   |   [375] temp_3pm <= 17.1: 2.062 (n = 192, err = NA)
## |   |   |   |   |   |   |   |   |   |   [376] temp_3pm > 17.1: 4.419 (n = 92, err = NA)
## |   |   |   |   |   |   |   |   [377] wind_gust_speed > 33: 3.650 (n = 691, err = NA)
## |   |   |   |   |   |   |   [378] min_temp > 16.2
## |   |   |   |   |   |   |   |   [379] humidity_3pm <= 75
## |   |   |   |   |   |   |   |   |   [380] cloud_3pm <= 7: 2.968 (n = 283, err = NA)
## |   |   |   |   |   |   |   |   |   [381] cloud_3pm > 7: 8.663 (n = 51, err = 10820.4)
## |   |   |   |   |   |   |   |   [382] humidity_3pm > 75: 7.936 (n = 167, err = NA)
## |   |   |   |   |   [383] wind_gust_speed > 41
## |   |   |   |   |   |   [384] wind_gust_speed <= 57
## |   |   |   |   |   |   |   [385] sunshine <= 0.1: 10.140 (n = 85, err = NA)
## |   |   |   |   |   |   |   [386] sunshine > 0.1
## |   |   |   |   |   |   |   |   [387] wind_speed_3pm <= 19
## |   |   |   |   |   |   |   |   |   [388] temp_3pm <= 14.3
## |   |   |   |   |   |   |   |   |   |   [389] temp_3pm <= 10.5
## |   |   |   |   |   |   |   |   |   |   |   [390] min_temp <= 3.3: 0.460 (n = 60, err = 106.3)
## |   |   |   |   |   |   |   |   |   |   |   [391] min_temp > 3.3: 1.928 (n = 39, err = 91.6)
## |   |   |   |   |   |   |   |   |   |   [392] temp_3pm > 10.5
## |   |   |   |   |   |   |   |   |   |   |   [393] pressure_3pm <= 1014.6: 5.800 (n = 54, err = 2020.1)
## |   |   |   |   |   |   |   |   |   |   |   [394] pressure_3pm > 1014.6: 2.539 (n = 194, err = NA)
## |   |   |   |   |   |   |   |   |   [395] temp_3pm > 14.3: 5.820 (n = 608, err = NA)
## |   |   |   |   |   |   |   |   [396] wind_speed_3pm > 19
## |   |   |   |   |   |   |   |   |   [397] sunshine <= 5.1: 4.879 (n = 524, err = NA)
## |   |   |   |   |   |   |   |   |   [398] sunshine > 5.1
## |   |   |   |   |   |   |   |   |   |   [399] rain_today in No
## |   |   |   |   |   |   |   |   |   |   |   [400] humidity_3pm <= 76: 2.075 (n = 1107, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [401] humidity_3pm > 76
## |   |   |   |   |   |   |   |   |   |   |   |   [402] cloud_3pm <= 5: 2.291 (n = 193, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   [403] cloud_3pm > 5: 5.559 (n = 110, err = NA)
## |   |   |   |   |   |   |   |   |   |   [404] rain_today in Yes
## |   |   |   |   |   |   |   |   |   |   |   [405] min_temp <= 23.8
## |   |   |   |   |   |   |   |   |   |   |   |   [406] wind_speed_9am <= 7: 8.011 (n = 38, err = 18805.1)
## |   |   |   |   |   |   |   |   |   |   |   |   [407] wind_speed_9am > 7
## |   |   |   |   |   |   |   |   |   |   |   |   |   [408] wind_speed_9am <= 17: 3.945 (n = 243, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   |   [409] wind_speed_9am > 17
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [410] min_temp <= 15.2: 1.959 (n = 275, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [411] min_temp > 15.2: 3.723 (n = 166, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [412] min_temp > 23.8: 17.956 (n = 10, err = NA)
## |   |   |   |   |   |   [413] wind_gust_speed > 57
## |   |   |   |   |   |   |   [414] rainfall <= 3.2: 4.858 (n = 648, err = NA)
## |   |   |   |   |   |   |   [415] rainfall > 3.2
## |   |   |   |   |   |   |   |   [416] wind_gust_dir <= S: 11.218 (n = 133, err = NA)
## |   |   |   |   |   |   |   |   [417] wind_gust_dir > S
## |   |   |   |   |   |   |   |   |   [418] humidity_9am <= 87
## |   |   |   |   |   |   |   |   |   |   [419] wind_gust_dir <= WNW: 4.092 (n = 161, err = NA)
## |   |   |   |   |   |   |   |   |   |   [420] wind_gust_dir > WNW: 9.543 (n = 7, err = 297.7)
## |   |   |   |   |   |   |   |   |   [421] humidity_9am > 87
## |   |   |   |   |   |   |   |   |   |   [422] temp_9am <= 8.9: 4.394 (n = 34, err = 568.0)
## |   |   |   |   |   |   |   |   |   |   [423] temp_9am > 8.9: 10.664 (n = 54, err = NA)
## |   |   [424] humidity_3pm > 81
## |   |   |   [425] min_temp <= 11.7
## |   |   |   |   [426] pressure_3pm <= 1011.6
## |   |   |   |   |   [427] humidity_3pm <= 89
## |   |   |   |   |   |   [428] pressure_3pm <= 1002.6
## |   |   |   |   |   |   |   [429] min_temp <= 5.1: 6.438 (n = 22, err = NA)
## |   |   |   |   |   |   |   [430] min_temp > 5.1: 13.671 (n = 115, err = NA)
## |   |   |   |   |   |   [431] pressure_3pm > 1002.6
## |   |   |   |   |   |   |   [432] temp_9am <= 13.5: 7.454 (n = 361, err = NA)
## |   |   |   |   |   |   |   [433] temp_9am > 13.5: 11.831 (n = 69, err = NA)
## |   |   |   |   |   [434] humidity_3pm > 89
## |   |   |   |   |   |   [435] pressure_3pm <= 1003.7: 15.977 (n = 163, err = NA)
## |   |   |   |   |   |   [436] pressure_3pm > 1003.7
## |   |   |   |   |   |   |   [437] temp_9am <= 13.5
## |   |   |   |   |   |   |   |   [438] rainfall <= 16: 10.004 (n = 277, err = NA)
## |   |   |   |   |   |   |   |   [439] rainfall > 16: 19.680 (n = 10, err = 2621.9)
## |   |   |   |   |   |   |   [440] temp_9am > 13.5: 17.274 (n = 68, err = NA)
## |   |   |   |   [441] pressure_3pm > 1011.6
## |   |   |   |   |   [442] humidity_3pm <= 90
## |   |   |   |   |   |   [443] min_temp <= 6.7
## |   |   |   |   |   |   |   [444] rainfall <= 13.2
## |   |   |   |   |   |   |   |   [445] max_temp <= 14.9
## |   |   |   |   |   |   |   |   |   [446] max_temp <= 11.8
## |   |   |   |   |   |   |   |   |   |   [447] rainfall <= 6.2
## |   |   |   |   |   |   |   |   |   |   |   [448] max_temp <= 9.8: 0.969 (n = 149, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [449] max_temp > 9.8
## |   |   |   |   |   |   |   |   |   |   |   |   [450] humidity_9am <= 84: 4.589 (n = 18, err = 494.6)
## |   |   |   |   |   |   |   |   |   |   |   |   [451] humidity_9am > 84: 1.804 (n = 124, err = 865.7)
## |   |   |   |   |   |   |   |   |   |   [452] rainfall > 6.2: 4.148 (n = 24, err = NA)
## |   |   |   |   |   |   |   |   |   [453] max_temp > 11.8: 3.006 (n = 256, err = NA)
## |   |   |   |   |   |   |   |   [454] max_temp > 14.9
## |   |   |   |   |   |   |   |   |   [455] pressure_9am <= 1016: 11.615 (n = 13, err = 1828.3)
## |   |   |   |   |   |   |   |   |   [456] pressure_9am > 1016
## |   |   |   |   |   |   |   |   |   |   [457] wind_gust_speed <= 28: 1.127 (n = 33, err = 109.7)
## |   |   |   |   |   |   |   |   |   |   [458] wind_gust_speed > 28: 5.428 (n = 63, err = NA)
## |   |   |   |   |   |   |   [459] rainfall > 13.2: 8.965 (n = 17, err = 1668.4)
## |   |   |   |   |   |   [460] min_temp > 6.7
## |   |   |   |   |   |   |   [461] wind_gust_speed <= 35
## |   |   |   |   |   |   |   |   [462] pressure_3pm <= 1018.3: 5.450 (n = 154, err = NA)
## |   |   |   |   |   |   |   |   [463] pressure_3pm > 1018.3
## |   |   |   |   |   |   |   |   |   [464] min_temp <= 8.9: 1.554 (n = 131, err = NA)
## |   |   |   |   |   |   |   |   |   [465] min_temp > 8.9: 3.215 (n = 137, err = NA)
## |   |   |   |   |   |   |   [466] wind_gust_speed > 35: 6.755 (n = 582, err = NA)
## |   |   |   |   |   [467] humidity_3pm > 90
## |   |   |   |   |   |   [468] min_temp <= 6.9
## |   |   |   |   |   |   |   [469] wind_gust_speed <= 54
## |   |   |   |   |   |   |   |   [470] pressure_3pm <= 1014.9: 7.843 (n = 57, err = NA)
## |   |   |   |   |   |   |   |   [471] pressure_3pm > 1014.9: 3.820 (n = 519, err = NA)
## |   |   |   |   |   |   |   [472] wind_gust_speed > 54
## |   |   |   |   |   |   |   |   [473] min_temp <= 1.8
## |   |   |   |   |   |   |   |   |   [474] wind_gust_dir <= WNW: 4.368 (n = 141, err = NA)
## |   |   |   |   |   |   |   |   |   [475] wind_gust_dir > WNW: 14.445 (n = 22, err = 1788.0)
## |   |   |   |   |   |   |   |   [476] min_temp > 1.8
## |   |   |   |   |   |   |   |   |   [477] wind_gust_dir <= ENE: 25.167 (n = 18, err = 10455.7)
## |   |   |   |   |   |   |   |   |   [478] wind_gust_dir > ENE: 7.904 (n = 72, err = NA)
## |   |   |   |   |   |   [479] min_temp > 6.9
## |   |   |   |   |   |   |   [480] wind_gust_speed <= 80
## |   |   |   |   |   |   |   |   [481] evaporation <= 3.6
## |   |   |   |   |   |   |   |   |   [482] cloud_3pm <= 7: 4.948 (n = 131, err = NA)
## |   |   |   |   |   |   |   |   |   [483] cloud_3pm > 7: 8.537 (n = 93, err = NA)
## |   |   |   |   |   |   |   |   [484] evaporation > 3.6
## |   |   |   |   |   |   |   |   |   [485] rainfall <= 6.4
## |   |   |   |   |   |   |   |   |   |   [486] wind_gust_speed <= 56: 9.098 (n = 295, err = NA)
## |   |   |   |   |   |   |   |   |   |   [487] wind_gust_speed > 56: 15.994 (n = 36, err = NA)
## |   |   |   |   |   |   |   |   |   [488] rainfall > 6.4: 16.273 (n = 89, err = NA)
## |   |   |   |   |   |   |   [489] wind_gust_speed > 80: 40.950 (n = 8, err = 6694.5)
## |   |   |   [490] min_temp > 11.7
## |   |   |   |   [491] humidity_3pm <= 88
## |   |   |   |   |   [492] min_temp <= 22.2
## |   |   |   |   |   |   [493] wind_gust_speed <= 44
## |   |   |   |   |   |   |   [494] cloud_3pm <= 6: 5.119 (n = 527, err = NA)
## |   |   |   |   |   |   |   [495] cloud_3pm > 6: 7.835 (n = 591, err = NA)
## |   |   |   |   |   |   [496] wind_gust_speed > 44
## |   |   |   |   |   |   |   [497] sunshine <= 0.3: 16.145 (n = 88, err = NA)
## |   |   |   |   |   |   |   [498] sunshine > 0.3: 9.266 (n = 614, err = NA)
## |   |   |   |   |   [499] min_temp > 22.2: 18.588 (n = 222, err = NA)
## |   |   |   |   [500] humidity_3pm > 88
## |   |   |   |   |   [501] min_temp <= 23.2
## |   |   |   |   |   |   [502] wind_gust_speed <= 48
## |   |   |   |   |   |   |   [503] cloud_9am <= 7
## |   |   |   |   |   |   |   |   [504] humidity_3pm <= 91: 10.262 (n = 263, err = NA)
## |   |   |   |   |   |   |   |   [505] humidity_3pm > 91
## |   |   |   |   |   |   |   |   |   [506] min_temp <= 18.6: 12.683 (n = 488, err = NA)
## |   |   |   |   |   |   |   |   |   [507] min_temp > 18.6
## |   |   |   |   |   |   |   |   |   |   [508] rainfall <= 4.4
## |   |   |   |   |   |   |   |   |   |   |   [509] temp_3pm <= 22.8: 17.884 (n = 92, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [510] temp_3pm > 22.8: 3.487 (n = 30, err = 803.3)
## |   |   |   |   |   |   |   |   |   |   [511] rainfall > 4.4: 27.840 (n = 60, err = 53472.9)
## |   |   |   |   |   |   |   [512] cloud_9am > 7
## |   |   |   |   |   |   |   |   [513] temp_3pm <= 19.3: 15.931 (n = 323, err = NA)
## |   |   |   |   |   |   |   |   [514] temp_3pm > 19.3: 22.554 (n = 175, err = NA)
## |   |   |   |   |   |   [515] wind_gust_speed > 48
## |   |   |   |   |   |   |   [516] wind_gust_dir <= S: 27.872 (n = 353, err = NA)
## |   |   |   |   |   |   |   [517] wind_gust_dir > S
## |   |   |   |   |   |   |   |   [518] min_temp <= 17
## |   |   |   |   |   |   |   |   |   [519] pressure_3pm <= 1005: 17.110 (n = 51, err = NA)
## |   |   |   |   |   |   |   |   |   [520] pressure_3pm > 1005: 10.327 (n = 111, err = NA)
## |   |   |   |   |   |   |   |   [521] min_temp > 17: 19.910 (n = 84, err = NA)
## |   |   |   |   |   [522] min_temp > 23.2
## |   |   |   |   |   |   [523] max_temp <= 28.6
## |   |   |   |   |   |   |   [524] pressure_9am <= 1007.5: 107.775 (n = 8, err = 17664.7)
## |   |   |   |   |   |   |   [525] pressure_9am > 1007.5: 36.563 (n = 34, err = NA)
## |   |   |   |   |   |   [526] max_temp > 28.6: 28.633 (n = 130, err = NA)
## |   [527] rainfall > 24
## |   |   [528] humidity_3pm <= 86
## |   |   |   [529] humidity_3pm <= 75
## |   |   |   |   [530] rainfall <= 89
## |   |   |   |   |   [531] sunshine <= 6.3
## |   |   |   |   |   |   [532] temp_3pm <= 25.5: 5.931 (n = 236, err = 25679.3)
## |   |   |   |   |   |   [533] temp_3pm > 25.5: 14.468 (n = 113, err = NA)
## |   |   |   |   |   [534] sunshine > 6.3
## |   |   |   |   |   |   [535] rainfall <= 43.2
## |   |   |   |   |   |   |   [536] humidity_3pm <= 48
## |   |   |   |   |   |   |   |   [537] pressure_3pm <= 1003.7: 2.471 (n = 17, err = 279.3)
## |   |   |   |   |   |   |   |   [538] pressure_3pm > 1003.7: 0.446 (n = 98, err = NA)
## |   |   |   |   |   |   |   [539] humidity_3pm > 48
## |   |   |   |   |   |   |   |   [540] wind_gust_speed <= 48: 3.523 (n = 351, err = NA)
## |   |   |   |   |   |   |   |   [541] wind_gust_speed > 48: 6.302 (n = 160, err = NA)
## |   |   |   |   |   |   [542] rainfall > 43.2: 7.317 (n = 243, err = NA)
## |   |   |   |   [543] rainfall > 89: 17.349 (n = 50, err = NA)
## |   |   |   [544] humidity_3pm > 75
## |   |   |   |   [545] cloud_9am <= 7: 10.755 (n = 290, err = NA)
## |   |   |   |   [546] cloud_9am > 7
## |   |   |   |   |   [547] temp_3pm <= 25.8: 14.494 (n = 133, err = NA)
## |   |   |   |   |   [548] temp_3pm > 25.8: 35.914 (n = 65, err = 101726.9)
## |   |   [549] humidity_3pm > 86
## |   |   |   [550] min_temp <= 20.8
## |   |   |   |   [551] wind_speed_3pm <= 52
## |   |   |   |   |   [552] min_temp <= 15.9
## |   |   |   |   |   |   [553] rainfall <= 76.2
## |   |   |   |   |   |   |   [554] wind_gust_speed <= 54
## |   |   |   |   |   |   |   |   [555] min_temp <= 10: 7.625 (n = 40, err = 3723.9)
## |   |   |   |   |   |   |   |   [556] min_temp > 10: 19.007 (n = 121, err = NA)
## |   |   |   |   |   |   |   [557] wind_gust_speed > 54: 26.775 (n = 109, err = 60900.3)
## |   |   |   |   |   |   [558] rainfall > 76.2: 45.659 (n = 18, err = NA)
## |   |   |   |   |   [559] min_temp > 15.9
## |   |   |   |   |   |   [560] humidity_3pm <= 99: 31.517 (n = 197, err = NA)
## |   |   |   |   |   |   [561] humidity_3pm > 99: 71.800 (n = 15, err = 48335.1)
## |   |   |   |   [562] wind_speed_3pm > 52: 87.533 (n = 12, err = 27945.9)
## |   |   |   [563] min_temp > 20.8
## |   |   |   |   [564] humidity_3pm <= 95
## |   |   |   |   |   [565] cloud_9am <= 7: 33.440 (n = 46, err = NA)
## |   |   |   |   |   [566] cloud_9am > 7: 63.596 (n = 73, err = NA)
## |   |   |   |   [567] humidity_3pm > 95: 101.979 (n = 40, err = NA)
## 
## Number of inner nodes:    283
## Number of terminal nodes: 284

References

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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