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 <= 13.4
## |   |   [3] humidity_3pm <= 83
## |   |   |   [4] humidity_3pm <= 66
## |   |   |   |   [5] pressure_3pm <= 1008.9
## |   |   |   |   |   [6] humidity_3pm <= 51
## |   |   |   |   |   |   [7] sunshine <= 7.9
## |   |   |   |   |   |   |   [8] wind_dir_3pm <= NNE
## |   |   |   |   |   |   |   |   [9] cloud_3pm <= 6: 3.313 (n = 141, err = NA)
## |   |   |   |   |   |   |   |   [10] cloud_3pm > 6: 7.117 (n = 145, err = NA)
## |   |   |   |   |   |   |   [11] wind_dir_3pm > NNE
## |   |   |   |   |   |   |   |   [12] humidity_3pm <= 30
## |   |   |   |   |   |   |   |   |   [13] wind_speed_9am <= 35: 1.355 (n = 367, err = NA)
## |   |   |   |   |   |   |   |   |   [14] wind_speed_9am > 35: 6.506 (n = 17, err = 2888.8)
## |   |   |   |   |   |   |   |   [15] humidity_3pm > 30: 2.964 (n = 935, err = NA)
## |   |   |   |   |   |   [16] sunshine > 7.9
## |   |   |   |   |   |   |   [17] humidity_3pm <= 30
## |   |   |   |   |   |   |   |   [18] wind_gust_speed <= 61
## |   |   |   |   |   |   |   |   |   [19] humidity_3pm <= 17
## |   |   |   |   |   |   |   |   |   |   [20] humidity_3pm <= 13
## |   |   |   |   |   |   |   |   |   |   |   [21] wind_gust_speed <= 52: 0.027 (n = 906, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [22] wind_gust_speed > 52: 0.182 (n = 295, err = NA)
## |   |   |   |   |   |   |   |   |   |   [23] humidity_3pm > 13: 0.320 (n = 654, err = NA)
## |   |   |   |   |   |   |   |   |   [24] humidity_3pm > 17
## |   |   |   |   |   |   |   |   |   |   [25] wind_gust_speed <= 43: 0.303 (n = 932, err = NA)
## |   |   |   |   |   |   |   |   |   |   [26] wind_gust_speed > 43: 0.846 (n = 1040, err = NA)
## |   |   |   |   |   |   |   |   [27] wind_gust_speed > 61
## |   |   |   |   |   |   |   |   |   [28] humidity_3pm <= 17: 0.696 (n = 414, err = NA)
## |   |   |   |   |   |   |   |   |   [29] humidity_3pm > 17
## |   |   |   |   |   |   |   |   |   |   [30] wind_dir_9am <= E: 3.711 (n = 234, err = NA)
## |   |   |   |   |   |   |   |   |   |   [31] wind_dir_9am > E
## |   |   |   |   |   |   |   |   |   |   |   [32] temp_3pm <= 31
## |   |   |   |   |   |   |   |   |   |   |   |   [33] wind_dir_3pm <= WNW
## |   |   |   |   |   |   |   |   |   |   |   |   |   [34] humidity_9am <= 73: 0.058 (n = 143, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   |   [35] humidity_9am > 73: 0.733 (n = 12, err = 19.2)
## |   |   |   |   |   |   |   |   |   |   |   |   [36] wind_dir_3pm > WNW: 1.534 (n = 45, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [37] temp_3pm > 31: 1.931 (n = 82, err = NA)
## |   |   |   |   |   |   |   [38] humidity_3pm > 30
## |   |   |   |   |   |   |   |   [39] wind_gust_speed <= 63
## |   |   |   |   |   |   |   |   |   [40] cloud_3pm <= 3
## |   |   |   |   |   |   |   |   |   |   [41] wind_gust_speed <= 52: 0.467 (n = 896, err = NA)
## |   |   |   |   |   |   |   |   |   |   [42] wind_gust_speed > 52: 1.464 (n = 162, err = NA)
## |   |   |   |   |   |   |   |   |   [43] cloud_3pm > 3
## |   |   |   |   |   |   |   |   |   |   [44] temp_3pm <= 31.8
## |   |   |   |   |   |   |   |   |   |   |   [45] sunshine <= 9.4
## |   |   |   |   |   |   |   |   |   |   |   |   [46] cloud_3pm <= 5: 1.362 (n = 1160, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   [47] cloud_3pm > 5: 2.446 (n = 359, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [48] sunshine > 9.4: 0.500 (n = 331, err = NA)
## |   |   |   |   |   |   |   |   |   |   [49] temp_3pm > 31.8: 2.823 (n = 470, err = NA)
## |   |   |   |   |   |   |   |   [50] wind_gust_speed > 63
## |   |   |   |   |   |   |   |   |   [51] temp_3pm <= 31.1
## |   |   |   |   |   |   |   |   |   |   [52] humidity_3pm <= 47
## |   |   |   |   |   |   |   |   |   |   |   [53] temp_3pm <= 29
## |   |   |   |   |   |   |   |   |   |   |   |   [54] wind_dir_3pm <= NNE: 3.840 (n = 45, err = 1318.7)
## |   |   |   |   |   |   |   |   |   |   |   |   [55] wind_dir_3pm > NNE
## |   |   |   |   |   |   |   |   |   |   |   |   |   [56] pressure_3pm <= 1000.1: 2.164 (n = 78, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   |   [57] pressure_3pm > 1000.1: 0.788 (n = 318, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [58] temp_3pm > 29: 4.525 (n = 24, err = 1051.0)
## |   |   |   |   |   |   |   |   |   |   [59] humidity_3pm > 47: 4.797 (n = 79, err = NA)
## |   |   |   |   |   |   |   |   |   [60] temp_3pm > 31.1: 9.434 (n = 77, err = NA)
## |   |   |   |   |   [61] humidity_3pm > 51
## |   |   |   |   |   |   [62] wind_gust_speed <= 59
## |   |   |   |   |   |   |   [63] sunshine <= 8.6
## |   |   |   |   |   |   |   |   [64] wind_gust_speed <= 33: 2.506 (n = 846, err = NA)
## |   |   |   |   |   |   |   |   [65] wind_gust_speed > 33
## |   |   |   |   |   |   |   |   |   [66] humidity_9am <= 59
## |   |   |   |   |   |   |   |   |   |   [67] min_temp <= 13.6: 3.781 (n = 129, err = NA)
## |   |   |   |   |   |   |   |   |   |   [68] min_temp > 13.6
## |   |   |   |   |   |   |   |   |   |   |   [69] cloud_3pm <= 5
## |   |   |   |   |   |   |   |   |   |   |   |   [70] pressure_9am <= 1001.9: 5.200 (n = 7, err = 405.6)
## |   |   |   |   |   |   |   |   |   |   |   |   [71] pressure_9am > 1001.9
## |   |   |   |   |   |   |   |   |   |   |   |   |   [72] sunshine <= 6.1: 1.771 (n = 7, err = 58.0)
## |   |   |   |   |   |   |   |   |   |   |   |   |   [73] sunshine > 6.1: 0.458 (n = 137, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [74] cloud_3pm > 5: 3.225 (n = 56, err = NA)
## |   |   |   |   |   |   |   |   |   [75] humidity_9am > 59
## |   |   |   |   |   |   |   |   |   |   [76] max_temp <= 34.7
## |   |   |   |   |   |   |   |   |   |   |   [77] rain_today in No: 4.105 (n = 1400, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [78] rain_today in Yes: 5.848 (n = 676, err = NA)
## |   |   |   |   |   |   |   |   |   |   [79] max_temp > 34.7: 10.537 (n = 127, err = 47783.2)
## |   |   |   |   |   |   |   [80] sunshine > 8.6
## |   |   |   |   |   |   |   |   [81] humidity_3pm <= 61: 1.235 (n = 706, err = NA)
## |   |   |   |   |   |   |   |   [82] humidity_3pm > 61: 2.869 (n = 281, err = 18379.4)
## |   |   |   |   |   |   [83] wind_gust_speed > 59
## |   |   |   |   |   |   |   [84] min_temp <= 18.6
## |   |   |   |   |   |   |   |   [85] humidity_9am <= 68: 4.560 (n = 250, err = NA)
## |   |   |   |   |   |   |   |   [86] humidity_9am > 68
## |   |   |   |   |   |   |   |   |   [87] wind_gust_dir <= WNW: 5.995 (n = 264, err = NA)
## |   |   |   |   |   |   |   |   |   [88] wind_gust_dir > WNW: 10.516 (n = 84, err = NA)
## |   |   |   |   |   |   |   [89] min_temp > 18.6
## |   |   |   |   |   |   |   |   [90] sunshine <= 2.3: 27.264 (n = 11, err = 6867.8)
## |   |   |   |   |   |   |   |   [91] sunshine > 2.3: 9.236 (n = 153, err = NA)
## |   |   |   |   [92] pressure_3pm > 1008.9
## |   |   |   |   |   [93] humidity_3pm <= 51
## |   |   |   |   |   |   [94] sunshine <= 7.5
## |   |   |   |   |   |   |   [95] pressure_3pm <= 1015
## |   |   |   |   |   |   |   |   [96] wind_dir_9am <= NE
## |   |   |   |   |   |   |   |   |   [97] sunshine <= 1.5: 6.281 (n = 93, err = NA)
## |   |   |   |   |   |   |   |   |   [98] sunshine > 1.5: 2.651 (n = 529, err = NA)
## |   |   |   |   |   |   |   |   [99] wind_dir_9am > NE
## |   |   |   |   |   |   |   |   |   [100] rainfall <= 11.2
## |   |   |   |   |   |   |   |   |   |   [101] humidity_3pm <= 29: 0.375 (n = 200, err = NA)
## |   |   |   |   |   |   |   |   |   |   [102] humidity_3pm > 29: 1.501 (n = 992, err = NA)
## |   |   |   |   |   |   |   |   |   [103] rainfall > 11.2: 9.067 (n = 12, err = 3254.3)
## |   |   |   |   |   |   |   [104] pressure_3pm > 1015
## |   |   |   |   |   |   |   |   [105] wind_gust_speed <= 52
## |   |   |   |   |   |   |   |   |   [106] cloud_3pm <= 7
## |   |   |   |   |   |   |   |   |   |   [107] pressure_3pm <= 1017.8
## |   |   |   |   |   |   |   |   |   |   |   [108] pressure_9am <= 1022.7
## |   |   |   |   |   |   |   |   |   |   |   |   [109] cloud_3pm <= 6: 0.514 (n = 449, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   [110] cloud_3pm > 6: 1.185 (n = 286, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [111] pressure_9am > 1022.7: 4.875 (n = 8, err = 317.6)
## |   |   |   |   |   |   |   |   |   |   [112] pressure_3pm > 1017.8
## |   |   |   |   |   |   |   |   |   |   |   [113] temp_9am <= 17.1
## |   |   |   |   |   |   |   |   |   |   |   |   [114] sunshine <= 3.2: 0.694 (n = 234, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   [115] sunshine > 3.2
## |   |   |   |   |   |   |   |   |   |   |   |   |   [116] wind_gust_speed <= 46
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [117] pressure_3pm <= 1021.8: 0.359 (n = 568, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [118] pressure_3pm > 1021.8: 0.125 (n = 657, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   |   [119] wind_gust_speed > 46: 0.745 (n = 101, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [120] temp_9am > 17.1: 0.737 (n = 259, err = 1765.2)
## |   |   |   |   |   |   |   |   |   [121] cloud_3pm > 7: 1.477 (n = 137, err = NA)
## |   |   |   |   |   |   |   |   [122] wind_gust_speed > 52: 1.814 (n = 271, err = NA)
## |   |   |   |   |   |   [123] sunshine > 7.5
## |   |   |   |   |   |   |   [124] wind_gust_speed <= 52
## |   |   |   |   |   |   |   |   [125] humidity_3pm <= 32
## |   |   |   |   |   |   |   |   |   [126] humidity_3pm <= 21
## |   |   |   |   |   |   |   |   |   |   [127] wind_gust_speed <= 37
## |   |   |   |   |   |   |   |   |   |   |   [128] rainfall <= 0: 0.017 (n = 3478, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [129] rainfall > 0: 0.135 (n = 72, err = NA)
## |   |   |   |   |   |   |   |   |   |   [130] wind_gust_speed > 37
## |   |   |   |   |   |   |   |   |   |   |   [131] sunshine <= 10.1: 0.136 (n = 2761, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [132] sunshine > 10.1
## |   |   |   |   |   |   |   |   |   |   |   |   [133] sunshine <= 10.6: 0.070 (n = 160, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   [134] sunshine > 10.6: 0.005 (n = 1347, err = NA)
## |   |   |   |   |   |   |   |   |   [135] humidity_3pm > 21
## |   |   |   |   |   |   |   |   |   |   [136] pressure_3pm <= 1016.1
## |   |   |   |   |   |   |   |   |   |   |   [137] wind_gust_speed <= 37
## |   |   |   |   |   |   |   |   |   |   |   |   [138] temp_9am <= 17.1: 0.224 (n = 1040, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   [139] temp_9am > 17.1: 0.086 (n = 1718, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [140] wind_gust_speed > 37
## |   |   |   |   |   |   |   |   |   |   |   |   [141] wind_dir_9am <= NE: 0.800 (n = 864, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   [142] wind_dir_9am > NE
## |   |   |   |   |   |   |   |   |   |   |   |   |   [143] wind_speed_9am <= 2: 1.519 (n = 57, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   |   [144] wind_speed_9am > 2: 0.196 (n = 2361, err = NA)
## |   |   |   |   |   |   |   |   |   |   [145] pressure_3pm > 1016.1: 0.071 (n = 4958, err = NA)
## |   |   |   |   |   |   |   |   [146] humidity_3pm > 32
## |   |   |   |   |   |   |   |   |   [147] pressure_3pm <= 1015.3
## |   |   |   |   |   |   |   |   |   |   [148] wind_gust_speed <= 37
## |   |   |   |   |   |   |   |   |   |   |   [149] sunshine <= 10.1
## |   |   |   |   |   |   |   |   |   |   |   |   [150] pressure_3pm <= 1010.7: 1.047 (n = 507, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   [151] pressure_3pm > 1010.7: 0.357 (n = 4161, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [152] sunshine > 10.1
## |   |   |   |   |   |   |   |   |   |   |   |   [153] rain_today in No
## |   |   |   |   |   |   |   |   |   |   |   |   |   [154] rainfall <= 0: 0.057 (n = 1186, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   |   [155] rainfall > 0: 0.251 (n = 75, err = 66.8)
## |   |   |   |   |   |   |   |   |   |   |   |   [156] rain_today in Yes: 0.557 (n = 47, err = NA)
## |   |   |   |   |   |   |   |   |   |   [157] wind_gust_speed > 37
## |   |   |   |   |   |   |   |   |   |   |   [158] sunshine <= 8.6
## |   |   |   |   |   |   |   |   |   |   |   |   [159] max_temp <= 29.8
## |   |   |   |   |   |   |   |   |   |   |   |   |   [160] wind_gust_speed <= 43: 0.561 (n = 1911, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   |   [161] wind_gust_speed > 43
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [162] wind_speed_9am <= 7: 1.917 (n = 187, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [163] wind_speed_9am > 7: 0.837 (n = 1036, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   [164] max_temp > 29.8: 1.563 (n = 717, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [165] sunshine > 8.6
## |   |   |   |   |   |   |   |   |   |   |   |   [166] evaporation <= 7.4: 0.450 (n = 1003, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   [167] evaporation > 7.4
## |   |   |   |   |   |   |   |   |   |   |   |   |   [168] rain_today in No
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [169] rainfall <= 0.6
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   [170] sunshine <= 9.3: 0.423 (n = 35, err = 50.2)
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   [171] sunshine > 9.3: 0.042 (n = 601, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [172] rainfall > 0.6: 0.644 (n = 9, err = 23.7)
## |   |   |   |   |   |   |   |   |   |   |   |   |   [173] rain_today in Yes: 0.454 (n = 26, err = 76.0)
## |   |   |   |   |   |   |   |   |   [174] pressure_3pm > 1015.3
## |   |   |   |   |   |   |   |   |   |   [175] wind_gust_speed <= 41
## |   |   |   |   |   |   |   |   |   |   |   [176] cloud_3pm <= 7
## |   |   |   |   |   |   |   |   |   |   |   |   [177] pressure_3pm <= 1019.3
## |   |   |   |   |   |   |   |   |   |   |   |   |   [178] wind_dir_9am <= SSE
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [179] sunshine <= 10.1: 0.416 (n = 1817, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [180] sunshine > 10.1: 0.079 (n = 633, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   |   [181] wind_dir_9am > SSE
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [182] humidity_3pm <= 45
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   [183] rainfall <= 6.4
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   [184] humidity_9am <= 71: 0.027 (n = 886, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   [185] humidity_9am > 71: 0.117 (n = 357, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   [186] rainfall > 6.4: 0.557 (n = 23, err = 40.6)
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [187] humidity_3pm > 45: 0.208 (n = 805, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   [188] pressure_3pm > 1019.3
## |   |   |   |   |   |   |   |   |   |   |   |   |   [189] humidity_3pm <= 44: 0.077 (n = 4384, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   |   [190] humidity_3pm > 44
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [191] wind_gust_speed <= 26: 0.072 (n = 1270, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [192] wind_gust_speed > 26: 0.222 (n = 2164, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [193] cloud_3pm > 7: 0.785 (n = 270, err = NA)
## |   |   |   |   |   |   |   |   |   |   [194] wind_gust_speed > 41
## |   |   |   |   |   |   |   |   |   |   |   [195] humidity_3pm <= 44
## |   |   |   |   |   |   |   |   |   |   |   |   [196] temp_3pm <= 25.9
## |   |   |   |   |   |   |   |   |   |   |   |   |   [197] sunshine <= 7.8: 0.664 (n = 25, err = 72.0)
## |   |   |   |   |   |   |   |   |   |   |   |   |   [198] sunshine > 7.8: 0.111 (n = 1367, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   [199] temp_3pm > 25.9: 0.567 (n = 201, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [200] humidity_3pm > 44: 0.521 (n = 1215, err = NA)
## |   |   |   |   |   |   |   [201] wind_gust_speed > 52
## |   |   |   |   |   |   |   |   [202] humidity_3pm <= 37
## |   |   |   |   |   |   |   |   |   [203] sunshine <= 9.2
## |   |   |   |   |   |   |   |   |   |   [204] wind_speed_3pm <= 20
## |   |   |   |   |   |   |   |   |   |   |   [205] wind_gust_speed <= 63
## |   |   |   |   |   |   |   |   |   |   |   |   [206] sunshine <= 9: 0.889 (n = 356, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   [207] sunshine > 9: 6.733 (n = 9, err = 1209.2)
## |   |   |   |   |   |   |   |   |   |   |   [208] wind_gust_speed > 63: 2.708 (n = 122, err = NA)
## |   |   |   |   |   |   |   |   |   |   [209] wind_speed_3pm > 20
## |   |   |   |   |   |   |   |   |   |   |   [210] wind_dir_9am <= ESE
## |   |   |   |   |   |   |   |   |   |   |   |   [211] humidity_3pm <= 20: 0.351 (n = 224, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   [212] humidity_3pm > 20: 1.450 (n = 299, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [213] wind_dir_9am > ESE
## |   |   |   |   |   |   |   |   |   |   |   |   [214] wind_dir_3pm <= NW
## |   |   |   |   |   |   |   |   |   |   |   |   |   [215] wind_speed_9am <= 4
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [216] wind_dir_3pm <= W: 1.164 (n = 11, err = 95.7)
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [217] wind_dir_3pm > W: 0.709 (n = 11, err = 52.3)
## |   |   |   |   |   |   |   |   |   |   |   |   |   [218] wind_speed_9am > 4
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [219] wind_dir_3pm <= WNW
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   [220] rainfall <= 2: 0.088 (n = 641, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   [221] rainfall > 2: 0.409 (n = 46, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [222] wind_dir_3pm > WNW: 0.686 (n = 97, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   [223] wind_dir_3pm > NW: 2.387 (n = 31, err = 436.0)
## |   |   |   |   |   |   |   |   |   [224] sunshine > 9.2: 0.214 (n = 1265, err = NA)
## |   |   |   |   |   |   |   |   [225] humidity_3pm > 37
## |   |   |   |   |   |   |   |   |   [226] temp_3pm <= 31.2
## |   |   |   |   |   |   |   |   |   |   [227] temp_3pm <= 25.9: 0.836 (n = 1444, err = NA)
## |   |   |   |   |   |   |   |   |   |   [228] temp_3pm > 25.9
## |   |   |   |   |   |   |   |   |   |   |   [229] wind_speed_3pm <= 15: 10.244 (n = 40, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [230] wind_speed_3pm > 15
## |   |   |   |   |   |   |   |   |   |   |   |   [231] min_temp <= 12.9: 12.525 (n = 8, err = 2223.5)
## |   |   |   |   |   |   |   |   |   |   |   |   [232] min_temp > 12.9
## |   |   |   |   |   |   |   |   |   |   |   |   |   [233] wind_gust_dir <= ESE
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [234] wind_gust_speed <= 69: 0.381 (n = 96, err = 178.7)
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [235] wind_gust_speed > 69: 2.850 (n = 8, err = 387.0)
## |   |   |   |   |   |   |   |   |   |   |   |   |   [236] wind_gust_dir > ESE: 2.897 (n = 83, err = NA)
## |   |   |   |   |   |   |   |   |   [237] temp_3pm > 31.2: 12.972 (n = 37, err = NA)
## |   |   |   |   |   [238] humidity_3pm > 51
## |   |   |   |   |   |   [239] wind_gust_speed <= 50
## |   |   |   |   |   |   |   [240] pressure_3pm <= 1015.3
## |   |   |   |   |   |   |   |   [241] cloud_3pm <= 4
## |   |   |   |   |   |   |   |   |   [242] sunshine <= 9.5
## |   |   |   |   |   |   |   |   |   |   [243] cloud_3pm <= 1: 0.484 (n = 534, err = NA)
## |   |   |   |   |   |   |   |   |   |   [244] cloud_3pm > 1: 1.467 (n = 886, err = NA)
## |   |   |   |   |   |   |   |   |   [245] sunshine > 9.5: 0.346 (n = 1201, err = NA)
## |   |   |   |   |   |   |   |   [246] cloud_3pm > 4
## |   |   |   |   |   |   |   |   |   [247] cloud_9am <= 5
## |   |   |   |   |   |   |   |   |   |   [248] wind_gust_speed <= 37
## |   |   |   |   |   |   |   |   |   |   |   [249] rain_today in No: 0.915 (n = 2886, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [250] rain_today in Yes
## |   |   |   |   |   |   |   |   |   |   |   |   [251] cloud_3pm <= 6: 1.461 (n = 425, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   [252] cloud_3pm > 6: 3.764 (n = 44, err = 2947.5)
## |   |   |   |   |   |   |   |   |   |   [253] wind_gust_speed > 37
## |   |   |   |   |   |   |   |   |   |   |   [254] cloud_9am <= 1
## |   |   |   |   |   |   |   |   |   |   |   |   [255] humidity_3pm <= 64
## |   |   |   |   |   |   |   |   |   |   |   |   |   [256] humidity_3pm <= 53: 0.424 (n = 580, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   |   [257] humidity_3pm > 53
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [258] cloud_9am <= 0: 4.933 (n = 15, err = 1296.8)
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [259] cloud_9am > 0: 1.075 (n = 107, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   [260] humidity_3pm > 64: 10.125 (n = 17, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [261] cloud_9am > 1: 2.178 (n = 3510, err = NA)
## |   |   |   |   |   |   |   |   |   [262] cloud_9am > 5
## |   |   |   |   |   |   |   |   |   |   [263] rainfall <= 5.8
## |   |   |   |   |   |   |   |   |   |   |   [264] wind_dir_3pm <= SE
## |   |   |   |   |   |   |   |   |   |   |   |   [265] max_temp <= 17
## |   |   |   |   |   |   |   |   |   |   |   |   |   [266] temp_3pm <= 16.7: 2.865 (n = 86, err = 1560.7)
## |   |   |   |   |   |   |   |   |   |   |   |   |   [267] temp_3pm > 16.7: 9.654 (n = 39, err = 7225.7)
## |   |   |   |   |   |   |   |   |   |   |   |   [268] max_temp > 17: 2.505 (n = 1539, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [269] wind_dir_3pm > SE
## |   |   |   |   |   |   |   |   |   |   |   |   [270] pressure_3pm <= 1012.5
## |   |   |   |   |   |   |   |   |   |   |   |   |   [271] wind_dir_3pm <= WNW: 1.434 (n = 353, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   |   [272] wind_dir_3pm > WNW: 5.450 (n = 77, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   [273] pressure_3pm > 1012.5: 1.084 (n = 645, err = NA)
## |   |   |   |   |   |   |   |   |   |   [274] rainfall > 5.8: 4.607 (n = 232, err = NA)
## |   |   |   |   |   |   |   [275] pressure_3pm > 1015.3
## |   |   |   |   |   |   |   |   [276] wind_gust_speed <= 35
## |   |   |   |   |   |   |   |   |   [277] pressure_3pm <= 1023.1
## |   |   |   |   |   |   |   |   |   |   [278] cloud_3pm <= 6
## |   |   |   |   |   |   |   |   |   |   |   [279] sunshine <= 8.5
## |   |   |   |   |   |   |   |   |   |   |   |   [280] humidity_3pm <= 63: 0.542 (n = 3315, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   [281] humidity_3pm > 63: 0.982 (n = 626, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [282] sunshine > 8.5: 0.237 (n = 1050, err = NA)
## |   |   |   |   |   |   |   |   |   |   [283] cloud_3pm > 6
## |   |   |   |   |   |   |   |   |   |   |   [284] humidity_3pm <= 61
## |   |   |   |   |   |   |   |   |   |   |   |   [285] wind_dir_9am <= SE: 1.381 (n = 394, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   [286] wind_dir_9am > SE: 0.516 (n = 493, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [287] humidity_3pm > 61
## |   |   |   |   |   |   |   |   |   |   |   |   [288] temp_3pm <= 24.6: 1.407 (n = 432, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   [289] temp_3pm > 24.6: 7.086 (n = 21, err = 5348.8)
## |   |   |   |   |   |   |   |   |   [290] pressure_3pm > 1023.1
## |   |   |   |   |   |   |   |   |   |   [291] wind_gust_speed <= 26
## |   |   |   |   |   |   |   |   |   |   |   [292] pressure_3pm <= 1024.4: 0.360 (n = 442, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [293] pressure_3pm > 1024.4: 0.161 (n = 1691, err = NA)
## |   |   |   |   |   |   |   |   |   |   [294] wind_gust_speed > 26
## |   |   |   |   |   |   |   |   |   |   |   [295] cloud_9am <= 7
## |   |   |   |   |   |   |   |   |   |   |   |   [296] min_temp <= 13.1: 0.292 (n = 1460, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   [297] min_temp > 13.1: 0.716 (n = 206, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [298] cloud_9am > 7: 1.039 (n = 206, err = NA)
## |   |   |   |   |   |   |   |   [299] wind_gust_speed > 35
## |   |   |   |   |   |   |   |   |   [300] sunshine <= 5
## |   |   |   |   |   |   |   |   |   |   [301] humidity_9am <= 87: 1.328 (n = 873, err = NA)
## |   |   |   |   |   |   |   |   |   |   [302] humidity_9am > 87: 3.267 (n = 157, err = NA)
## |   |   |   |   |   |   |   |   |   [303] sunshine > 5
## |   |   |   |   |   |   |   |   |   |   [304] rainfall <= 0.7
## |   |   |   |   |   |   |   |   |   |   |   [305] sunshine <= 10.3
## |   |   |   |   |   |   |   |   |   |   |   |   [306] humidity_3pm <= 55: 0.443 (n = 1635, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   [307] humidity_3pm > 55: 0.919 (n = 2510, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [308] sunshine > 10.3
## |   |   |   |   |   |   |   |   |   |   |   |   [309] cloud_3pm <= 6: 0.045 (n = 487, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   [310] cloud_3pm > 6: 0.743 (n = 21, err = 104.1)
## |   |   |   |   |   |   |   |   |   |   [311] rainfall > 0.7
## |   |   |   |   |   |   |   |   |   |   |   [312] temp_3pm <= 18.7
## |   |   |   |   |   |   |   |   |   |   |   |   [313] humidity_3pm <= 62
## |   |   |   |   |   |   |   |   |   |   |   |   |   [314] rainfall <= 5.2: 0.596 (n = 478, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   |   [315] rainfall > 5.2: 1.274 (n = 201, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   [316] humidity_3pm > 62: 1.487 (n = 251, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [317] temp_3pm > 18.7: 1.850 (n = 656, err = NA)
## |   |   |   |   |   |   [318] wind_gust_speed > 50
## |   |   |   |   |   |   |   [319] wind_speed_9am <= 17
## |   |   |   |   |   |   |   |   [320] pressure_3pm <= 1009.4
## |   |   |   |   |   |   |   |   |   [321] wind_gust_speed <= 57: 7.863 (n = 18, err = NA)
## |   |   |   |   |   |   |   |   |   [322] wind_gust_speed > 57: 17.500 (n = 13, err = NA)
## |   |   |   |   |   |   |   |   [323] pressure_3pm > 1009.4
## |   |   |   |   |   |   |   |   |   [324] temp_3pm <= 16.9: 2.342 (n = 381, err = NA)
## |   |   |   |   |   |   |   |   |   [325] temp_3pm > 16.9
## |   |   |   |   |   |   |   |   |   |   [326] wind_speed_3pm <= 15: 9.370 (n = 89, err = NA)
## |   |   |   |   |   |   |   |   |   |   [327] wind_speed_3pm > 15
## |   |   |   |   |   |   |   |   |   |   |   [328] max_temp <= 18.9: 9.831 (n = 55, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [329] max_temp > 18.9: 3.258 (n = 478, err = NA)
## |   |   |   |   |   |   |   [330] wind_speed_9am > 17
## |   |   |   |   |   |   |   |   [331] sunshine <= 6.8
## |   |   |   |   |   |   |   |   |   [332] temp_3pm <= 16.5: 2.128 (n = 330, err = NA)
## |   |   |   |   |   |   |   |   |   [333] temp_3pm > 16.5: 4.172 (n = 323, err = NA)
## |   |   |   |   |   |   |   |   [334] sunshine > 6.8
## |   |   |   |   |   |   |   |   |   [335] humidity_9am <= 60: 1.030 (n = 547, err = NA)
## |   |   |   |   |   |   |   |   |   [336] humidity_9am > 60: 2.194 (n = 1500, err = NA)
## |   |   |   [337] humidity_3pm > 66
## |   |   |   |   [338] pressure_3pm <= 1011.6
## |   |   |   |   |   [339] cloud_3pm <= 6
## |   |   |   |   |   |   [340] wind_gust_speed <= 52
## |   |   |   |   |   |   |   [341] pressure_3pm <= 1004.6: 7.028 (n = 310, err = NA)
## |   |   |   |   |   |   |   [342] pressure_3pm > 1004.6
## |   |   |   |   |   |   |   |   [343] sunshine <= 5: 5.871 (n = 182, err = NA)
## |   |   |   |   |   |   |   |   [344] sunshine > 5
## |   |   |   |   |   |   |   |   |   [345] rainfall <= 7.6: 2.769 (n = 1607, err = NA)
## |   |   |   |   |   |   |   |   |   [346] rainfall > 7.6: 5.911 (n = 103, err = NA)
## |   |   |   |   |   |   [347] wind_gust_speed > 52
## |   |   |   |   |   |   |   [348] wind_speed_3pm <= 35
## |   |   |   |   |   |   |   |   [349] humidity_3pm <= 78: 6.404 (n = 490, err = NA)
## |   |   |   |   |   |   |   |   [350] humidity_3pm > 78: 9.850 (n = 153, err = NA)
## |   |   |   |   |   |   |   [351] wind_speed_3pm > 35
## |   |   |   |   |   |   |   |   [352] sunshine <= 3.9: 12.873 (n = 12, err = NA)
## |   |   |   |   |   |   |   |   [353] sunshine > 3.9
## |   |   |   |   |   |   |   |   |   [354] wind_gust_speed <= 61: 1.457 (n = 66, err = NA)
## |   |   |   |   |   |   |   |   |   [355] wind_gust_speed > 61: 4.765 (n = 99, err = NA)
## |   |   |   |   |   [356] cloud_3pm > 6
## |   |   |   |   |   |   [357] temp_3pm <= 25
## |   |   |   |   |   |   |   [358] wind_gust_speed <= 37: 4.600 (n = 366, err = NA)
## |   |   |   |   |   |   |   [359] wind_gust_speed > 37
## |   |   |   |   |   |   |   |   [360] rainfall <= 3.4
## |   |   |   |   |   |   |   |   |   [361] wind_dir_3pm <= E: 8.338 (n = 214, err = NA)
## |   |   |   |   |   |   |   |   |   [362] wind_dir_3pm > E
## |   |   |   |   |   |   |   |   |   |   [363] humidity_3pm <= 76: 4.355 (n = 351, err = NA)
## |   |   |   |   |   |   |   |   |   |   [364] humidity_3pm > 76: 6.573 (n = 249, err = NA)
## |   |   |   |   |   |   |   |   [365] rainfall > 3.4
## |   |   |   |   |   |   |   |   |   [366] wind_speed_9am <= 7: 16.145 (n = 29, err = 13418.6)
## |   |   |   |   |   |   |   |   |   [367] wind_speed_9am > 7: 7.652 (n = 328, err = NA)
## |   |   |   |   |   |   [368] temp_3pm > 25
## |   |   |   |   |   |   |   [369] humidity_3pm <= 78
## |   |   |   |   |   |   |   |   [370] wind_gust_speed <= 37
## |   |   |   |   |   |   |   |   |   [371] humidity_3pm <= 70: 2.881 (n = 112, err = NA)
## |   |   |   |   |   |   |   |   |   [372] humidity_3pm > 70: 9.514 (n = 157, err = NA)
## |   |   |   |   |   |   |   |   [373] wind_gust_speed > 37
## |   |   |   |   |   |   |   |   |   [374] rain_today in No
## |   |   |   |   |   |   |   |   |   |   [375] wind_speed_9am <= 13: 12.997 (n = 71, err = NA)
## |   |   |   |   |   |   |   |   |   |   [376] wind_speed_9am > 13: 3.685 (n = 100, err = NA)
## |   |   |   |   |   |   |   |   |   [377] rain_today in Yes: 14.876 (n = 119, err = 55564.8)
## |   |   |   |   |   |   |   [378] humidity_3pm > 78: 20.424 (n = 98, err = NA)
## |   |   |   |   [379] pressure_3pm > 1011.6
## |   |   |   |   |   [380] wind_gust_speed <= 41
## |   |   |   |   |   |   [381] pressure_3pm <= 1019.6
## |   |   |   |   |   |   |   [382] cloud_3pm <= 6
## |   |   |   |   |   |   |   |   [383] humidity_3pm <= 79
## |   |   |   |   |   |   |   |   |   [384] rain_today in No
## |   |   |   |   |   |   |   |   |   |   [385] sunshine <= 8.6: 1.553 (n = 2382, err = NA)
## |   |   |   |   |   |   |   |   |   |   [386] sunshine > 8.6: 0.426 (n = 277, err = 1666.4)
## |   |   |   |   |   |   |   |   |   [387] rain_today in Yes: 2.423 (n = 813, err = NA)
## |   |   |   |   |   |   |   |   [388] humidity_3pm > 79: 3.251 (n = 492, err = NA)
## |   |   |   |   |   |   |   [389] cloud_3pm > 6
## |   |   |   |   |   |   |   |   [390] humidity_3pm <= 77
## |   |   |   |   |   |   |   |   |   [391] wind_dir_3pm <= E: 4.578 (n = 389, err = NA)
## |   |   |   |   |   |   |   |   |   [392] wind_dir_3pm > E
## |   |   |   |   |   |   |   |   |   |   [393] wind_gust_speed <= 31: 1.345 (n = 381, err = NA)
## |   |   |   |   |   |   |   |   |   |   [394] wind_gust_speed > 31: 2.762 (n = 623, err = NA)
## |   |   |   |   |   |   |   |   [395] humidity_3pm > 77: 4.641 (n = 532, err = NA)
## |   |   |   |   |   |   [396] pressure_3pm > 1019.6
## |   |   |   |   |   |   |   [397] min_temp <= 9.7
## |   |   |   |   |   |   |   |   [398] wind_gust_speed <= 33
## |   |   |   |   |   |   |   |   |   [399] pressure_3pm <= 1023.6
## |   |   |   |   |   |   |   |   |   |   [400] humidity_3pm <= 81: 1.002 (n = 613, err = NA)
## |   |   |   |   |   |   |   |   |   |   [401] humidity_3pm > 81: 3.237 (n = 32, err = 2093.0)
## |   |   |   |   |   |   |   |   |   [402] pressure_3pm > 1023.6
## |   |   |   |   |   |   |   |   |   |   [403] humidity_3pm <= 78
## |   |   |   |   |   |   |   |   |   |   |   [404] pressure_3pm <= 1026.2: 0.523 (n = 393, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [405] pressure_3pm > 1026.2
## |   |   |   |   |   |   |   |   |   |   |   |   [406] temp_9am <= 7.5: 0.118 (n = 232, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   [407] temp_9am > 7.5
## |   |   |   |   |   |   |   |   |   |   |   |   |   [408] humidity_3pm <= 73: 0.266 (n = 305, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   |   [409] humidity_3pm > 73: 0.523 (n = 136, err = NA)
## |   |   |   |   |   |   |   |   |   |   [410] humidity_3pm > 78: 0.926 (n = 214, err = NA)
## |   |   |   |   |   |   |   |   [411] wind_gust_speed > 33
## |   |   |   |   |   |   |   |   |   [412] temp_9am <= 12.7
## |   |   |   |   |   |   |   |   |   |   [413] temp_9am <= 8.7: 0.628 (n = 192, err = NA)
## |   |   |   |   |   |   |   |   |   |   [414] temp_9am > 8.7
## |   |   |   |   |   |   |   |   |   |   |   [415] wind_speed_9am <= 13: 2.155 (n = 172, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [416] wind_speed_9am > 13
## |   |   |   |   |   |   |   |   |   |   |   |   [417] temp_3pm <= 10.6: 2.675 (n = 8, err = 102.0)
## |   |   |   |   |   |   |   |   |   |   |   |   [418] temp_3pm > 10.6: 0.670 (n = 138, err = NA)
## |   |   |   |   |   |   |   |   |   [419] temp_9am > 12.7: 2.994 (n = 77, err = NA)
## |   |   |   |   |   |   |   [420] min_temp > 9.7
## |   |   |   |   |   |   |   |   [421] rainfall <= 6
## |   |   |   |   |   |   |   |   |   [422] sunshine <= 3.7: 2.505 (n = 354, err = NA)
## |   |   |   |   |   |   |   |   |   [423] sunshine > 3.7
## |   |   |   |   |   |   |   |   |   |   [424] cloud_3pm <= 6
## |   |   |   |   |   |   |   |   |   |   |   [425] rain_today in No
## |   |   |   |   |   |   |   |   |   |   |   |   [426] wind_dir_3pm <= SE
## |   |   |   |   |   |   |   |   |   |   |   |   |   [427] rainfall <= 0: 0.346 (n = 331, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   |   [428] rainfall > 0: 0.972 (n = 89, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   [429] wind_dir_3pm > SE: 1.406 (n = 316, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [430] rain_today in Yes
## |   |   |   |   |   |   |   |   |   |   |   |   [431] temp_9am <= 17.6: 1.259 (n = 198, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   [432] temp_9am > 17.6: 3.575 (n = 56, err = 1613.8)
## |   |   |   |   |   |   |   |   |   |   [433] cloud_3pm > 6: 1.935 (n = 322, err = NA)
## |   |   |   |   |   |   |   |   [434] rainfall > 6
## |   |   |   |   |   |   |   |   |   [435] humidity_3pm <= 74: 2.009 (n = 88, err = 697.1)
## |   |   |   |   |   |   |   |   |   [436] humidity_3pm > 74: 6.148 (n = 80, err = NA)
## |   |   |   |   |   [437] wind_gust_speed > 41
## |   |   |   |   |   |   [438] humidity_3pm <= 76
## |   |   |   |   |   |   |   [439] rainfall <= 0.1
## |   |   |   |   |   |   |   |   [440] wind_speed_3pm <= 19: 3.719 (n = 306, err = NA)
## |   |   |   |   |   |   |   |   [441] wind_speed_3pm > 19
## |   |   |   |   |   |   |   |   |   [442] sunshine <= 4.1: 3.917 (n = 123, err = NA)
## |   |   |   |   |   |   |   |   |   [443] sunshine > 4.1: 1.956 (n = 970, err = NA)
## |   |   |   |   |   |   |   [444] rainfall > 0.1
## |   |   |   |   |   |   |   |   [445] temp_3pm <= 17.2
## |   |   |   |   |   |   |   |   |   [446] wind_gust_speed <= 63
## |   |   |   |   |   |   |   |   |   |   [447] sunshine <= 3.7: 3.794 (n = 144, err = NA)
## |   |   |   |   |   |   |   |   |   |   [448] sunshine > 3.7
## |   |   |   |   |   |   |   |   |   |   |   [449] temp_3pm <= 10.1
## |   |   |   |   |   |   |   |   |   |   |   |   [450] min_temp <= 6: 0.921 (n = 72, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   [451] min_temp > 6: 2.191 (n = 23, err = 64.0)
## |   |   |   |   |   |   |   |   |   |   |   [452] temp_3pm > 10.1: 2.261 (n = 607, err = NA)
## |   |   |   |   |   |   |   |   |   [453] wind_gust_speed > 63: 4.787 (n = 135, err = 5775.1)
## |   |   |   |   |   |   |   |   [454] temp_3pm > 17.2: 5.675 (n = 772, err = NA)
## |   |   |   |   |   |   [455] humidity_3pm > 76
## |   |   |   |   |   |   |   [456] sunshine <= 1.1: 10.303 (n = 122, err = 28101.5)
## |   |   |   |   |   |   |   [457] sunshine > 1.1
## |   |   |   |   |   |   |   |   [458] max_temp <= 15.5
## |   |   |   |   |   |   |   |   |   [459] min_temp <= 7.2
## |   |   |   |   |   |   |   |   |   |   [460] max_temp <= 13: 1.666 (n = 171, err = NA)
## |   |   |   |   |   |   |   |   |   |   [461] max_temp > 13: 3.509 (n = 65, err = 1469.6)
## |   |   |   |   |   |   |   |   |   [462] min_temp > 7.2: 4.225 (n = 157, err = 3615.5)
## |   |   |   |   |   |   |   |   [463] max_temp > 15.5
## |   |   |   |   |   |   |   |   |   [464] rain_today in No
## |   |   |   |   |   |   |   |   |   |   [465] wind_speed_3pm <= 11: 11.055 (n = 34, err = NA)
## |   |   |   |   |   |   |   |   |   |   [466] wind_speed_3pm > 11: 4.370 (n = 500, err = NA)
## |   |   |   |   |   |   |   |   |   [467] rain_today in Yes: 7.904 (n = 271, err = 58610.0)
## |   |   [468] humidity_3pm > 83
## |   |   |   [469] min_temp <= 13.4
## |   |   |   |   [470] pressure_3pm <= 1012.4
## |   |   |   |   |   [471] temp_9am <= 11.9
## |   |   |   |   |   |   [472] pressure_3pm <= 1003.8
## |   |   |   |   |   |   |   [473] rainfall <= 2: 8.691 (n = 93, err = NA)
## |   |   |   |   |   |   |   [474] rainfall > 2
## |   |   |   |   |   |   |   |   [475] sunshine <= 1: 23.462 (n = 29, err = 6324.9)
## |   |   |   |   |   |   |   |   [476] sunshine > 1: 12.964 (n = 117, err = 8416.9)
## |   |   |   |   |   |   [477] pressure_3pm > 1003.8
## |   |   |   |   |   |   |   [478] sunshine <= 0.7: 12.416 (n = 104, err = NA)
## |   |   |   |   |   |   |   [479] sunshine > 0.7: 7.835 (n = 467, err = NA)
## |   |   |   |   |   [480] temp_9am > 11.9
## |   |   |   |   |   |   [481] humidity_3pm <= 88
## |   |   |   |   |   |   |   [482] pressure_3pm <= 1003.9: 13.914 (n = 58, err = NA)
## |   |   |   |   |   |   |   [483] pressure_3pm > 1003.9: 7.771 (n = 157, err = NA)
## |   |   |   |   |   |   [484] humidity_3pm > 88: 15.359 (n = 378, err = NA)
## |   |   |   |   [485] pressure_3pm > 1012.4
## |   |   |   |   |   [486] min_temp <= 6.9
## |   |   |   |   |   |   [487] wind_gust_speed <= 56
## |   |   |   |   |   |   |   [488] pressure_3pm <= 1014: 7.287 (n = 70, err = NA)
## |   |   |   |   |   |   |   [489] pressure_3pm > 1014
## |   |   |   |   |   |   |   |   [490] min_temp <= 1.3: 2.253 (n = 366, err = NA)
## |   |   |   |   |   |   |   |   [491] min_temp > 1.3
## |   |   |   |   |   |   |   |   |   [492] pressure_3pm <= 1025: 4.194 (n = 599, err = NA)
## |   |   |   |   |   |   |   |   |   [493] pressure_3pm > 1025
## |   |   |   |   |   |   |   |   |   |   [494] humidity_9am <= 90: 3.539 (n = 34, err = NA)
## |   |   |   |   |   |   |   |   |   |   [495] humidity_9am > 90: 1.069 (n = 124, err = NA)
## |   |   |   |   |   |   [496] wind_gust_speed > 56
## |   |   |   |   |   |   |   [497] wind_speed_9am <= 6: 19.550 (n = 8, err = 1092.3)
## |   |   |   |   |   |   |   [498] wind_speed_9am > 6
## |   |   |   |   |   |   |   |   [499] humidity_3pm <= 95: 3.194 (n = 104, err = NA)
## |   |   |   |   |   |   |   |   [500] humidity_3pm > 95: 7.873 (n = 168, err = NA)
## |   |   |   |   |   [501] min_temp > 6.9
## |   |   |   |   |   |   [502] wind_gust_speed <= 74
## |   |   |   |   |   |   |   [503] humidity_3pm <= 92
## |   |   |   |   |   |   |   |   [504] wind_gust_speed <= 24
## |   |   |   |   |   |   |   |   |   [505] temp_9am <= 16.6: 2.902 (n = 174, err = NA)
## |   |   |   |   |   |   |   |   |   [506] temp_9am > 16.6: 11.150 (n = 8, err = 1055.0)
## |   |   |   |   |   |   |   |   [507] wind_gust_speed > 24
## |   |   |   |   |   |   |   |   |   [508] wind_gust_dir <= SW: 7.527 (n = 545, err = NA)
## |   |   |   |   |   |   |   |   |   [509] wind_gust_dir > SW
## |   |   |   |   |   |   |   |   |   |   [510] rainfall <= 11
## |   |   |   |   |   |   |   |   |   |   |   [511] pressure_3pm <= 1019.8: 5.948 (n = 306, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [512] pressure_3pm > 1019.8: 2.948 (n = 148, err = NA)
## |   |   |   |   |   |   |   |   |   |   [513] rainfall > 11: 12.050 (n = 12, err = 2669.9)
## |   |   |   |   |   |   |   [514] humidity_3pm > 92
## |   |   |   |   |   |   |   |   [515] wind_gust_speed <= 50
## |   |   |   |   |   |   |   |   |   [516] min_temp <= 10.2: 6.971 (n = 322, err = NA)
## |   |   |   |   |   |   |   |   |   [517] min_temp > 10.2: 11.001 (n = 248, err = NA)
## |   |   |   |   |   |   |   |   [518] wind_gust_speed > 50: 13.431 (n = 107, err = NA)
## |   |   |   |   |   |   [519] wind_gust_speed > 74: 23.943 (n = 21, err = 28294.3)
## |   |   |   [520] min_temp > 13.4
## |   |   |   |   [521] humidity_3pm <= 90
## |   |   |   |   |   [522] wind_gust_speed <= 52
## |   |   |   |   |   |   [523] min_temp <= 21.9
## |   |   |   |   |   |   |   [524] cloud_3pm <= 7
## |   |   |   |   |   |   |   |   [525] humidity_3pm <= 89
## |   |   |   |   |   |   |   |   |   [526] rainfall <= 7.4: 5.826 (n = 443, err = NA)
## |   |   |   |   |   |   |   |   |   [527] rainfall > 7.4: 11.202 (n = 59, err = 20820.0)
## |   |   |   |   |   |   |   |   [528] humidity_3pm > 89: 12.735 (n = 64, err = NA)
## |   |   |   |   |   |   |   [529] cloud_3pm > 7
## |   |   |   |   |   |   |   |   [530] pressure_3pm <= 1005.8: 20.792 (n = 29, err = NA)
## |   |   |   |   |   |   |   |   [531] pressure_3pm > 1005.8: 10.000 (n = 428, err = NA)
## |   |   |   |   |   |   [532] min_temp > 21.9: 17.502 (n = 176, err = NA)
## |   |   |   |   |   [533] wind_gust_speed > 52
## |   |   |   |   |   |   [534] cloud_9am <= 6: 12.414 (n = 161, err = NA)
## |   |   |   |   |   |   [535] cloud_9am > 6: 20.633 (n = 164, err = NA)
## |   |   |   |   [536] humidity_3pm > 90
## |   |   |   |   |   [537] wind_gust_speed <= 50
## |   |   |   |   |   |   [538] min_temp <= 23.7
## |   |   |   |   |   |   |   [539] rainfall <= 5.4
## |   |   |   |   |   |   |   |   [540] cloud_9am <= 7: 12.940 (n = 484, err = NA)
## |   |   |   |   |   |   |   |   [541] cloud_9am > 7: 18.379 (n = 237, err = NA)
## |   |   |   |   |   |   |   [542] rainfall > 5.4: 20.843 (n = 242, err = NA)
## |   |   |   |   |   |   [543] min_temp > 23.7
## |   |   |   |   |   |   |   [544] max_temp <= 30.1: 50.014 (n = 30, err = NA)
## |   |   |   |   |   |   |   [545] max_temp > 30.1: 21.346 (n = 48, err = 31569.1)
## |   |   |   |   |   [546] wind_gust_speed > 50
## |   |   |   |   |   |   [547] cloud_9am <= 6
## |   |   |   |   |   |   |   [548] wind_dir_3pm <= SE: 28.102 (n = 60, err = NA)
## |   |   |   |   |   |   |   [549] wind_dir_3pm > SE: 15.498 (n = 94, err = NA)
## |   |   |   |   |   |   [550] cloud_9am > 6: 33.943 (n = 172, err = NA)
## |   [551] rainfall > 13.4
## |   |   [552] humidity_3pm <= 82
## |   |   |   [553] humidity_3pm <= 73
## |   |   |   |   [554] rainfall <= 44.8
## |   |   |   |   |   [555] humidity_3pm <= 51
## |   |   |   |   |   |   [556] wind_gust_speed <= 46: 0.718 (n = 396, err = NA)
## |   |   |   |   |   |   [557] wind_gust_speed > 46
## |   |   |   |   |   |   |   [558] humidity_3pm <= 43: 0.788 (n = 117, err = NA)
## |   |   |   |   |   |   |   [559] humidity_3pm > 43: 2.908 (n = 158, err = NA)
## |   |   |   |   |   [560] humidity_3pm > 51
## |   |   |   |   |   |   [561] pressure_3pm <= 1007.4
## |   |   |   |   |   |   |   [562] sunshine <= 4: 13.176 (n = 90, err = 30339.5)
## |   |   |   |   |   |   |   [563] sunshine > 4: 6.875 (n = 426, err = NA)
## |   |   |   |   |   |   [564] pressure_3pm > 1007.4
## |   |   |   |   |   |   |   [565] cloud_9am <= 7
## |   |   |   |   |   |   |   |   [566] wind_gust_speed <= 52
## |   |   |   |   |   |   |   |   |   [567] pressure_3pm <= 1008.7: 5.441 (n = 79, err = NA)
## |   |   |   |   |   |   |   |   |   [568] pressure_3pm > 1008.7
## |   |   |   |   |   |   |   |   |   |   [569] wind_gust_speed <= 35: 1.550 (n = 337, err = NA)
## |   |   |   |   |   |   |   |   |   |   [570] wind_gust_speed > 35
## |   |   |   |   |   |   |   |   |   |   |   [571] humidity_9am <= 92: 2.431 (n = 536, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [572] humidity_9am > 92: 4.265 (n = 102, err = NA)
## |   |   |   |   |   |   |   |   [573] wind_gust_speed > 52
## |   |   |   |   |   |   |   |   |   [574] wind_dir_9am <= NNE
## |   |   |   |   |   |   |   |   |   |   [575] evaporation <= 3.8: 6.525 (n = 8, err = 61.7)
## |   |   |   |   |   |   |   |   |   |   [576] evaporation > 3.8: 13.143 (n = 14, err = 1472.2)
## |   |   |   |   |   |   |   |   |   [577] wind_dir_9am > NNE: 4.185 (n = 303, err = NA)
## |   |   |   |   |   |   |   [578] cloud_9am > 7
## |   |   |   |   |   |   |   |   [579] wind_dir_9am <= SE: 11.319 (n = 117, err = NA)
## |   |   |   |   |   |   |   |   [580] wind_dir_9am > SE
## |   |   |   |   |   |   |   |   |   [581] humidity_3pm <= 65: 2.350 (n = 145, err = NA)
## |   |   |   |   |   |   |   |   |   [582] humidity_3pm > 65: 5.563 (n = 115, err = 11328.1)
## |   |   |   |   [583] rainfall > 44.8
## |   |   |   |   |   [584] sunshine <= 0.1: 49.650 (n = 8, err = 66141.9)
## |   |   |   |   |   [585] sunshine > 0.1: 8.486 (n = 313, err = NA)
## |   |   |   [586] humidity_3pm > 73
## |   |   |   |   [587] min_temp <= 20.9
## |   |   |   |   |   [588] wind_gust_speed <= 43: 5.644 (n = 396, err = NA)
## |   |   |   |   |   [589] wind_gust_speed > 43
## |   |   |   |   |   |   [590] sunshine <= 2.6
## |   |   |   |   |   |   |   [591] wind_gust_dir <= ESE: 27.226 (n = 23, err = 15448.3)
## |   |   |   |   |   |   |   [592] wind_gust_dir > ESE: 11.739 (n = 57, err = NA)
## |   |   |   |   |   |   [593] sunshine > 2.6: 8.810 (n = 352, err = NA)
## |   |   |   |   [594] min_temp > 20.9: 18.509 (n = 252, err = NA)
## |   |   [595] humidity_3pm > 82
## |   |   |   [596] rainfall <= 54.2
## |   |   |   |   [597] min_temp <= 21
## |   |   |   |   |   [598] humidity_3pm <= 90: 12.156 (n = 566, err = NA)
## |   |   |   |   |   [599] humidity_3pm > 90
## |   |   |   |   |   |   [600] min_temp <= 10.2
## |   |   |   |   |   |   |   [601] min_temp <= 4.8
## |   |   |   |   |   |   |   |   [602] humidity_3pm <= 98: 6.893 (n = 63, err = NA)
## |   |   |   |   |   |   |   |   [603] humidity_3pm > 98: 15.775 (n = 16, err = 2466.8)
## |   |   |   |   |   |   |   [604] min_temp > 4.8
## |   |   |   |   |   |   |   |   [605] wind_gust_speed <= 78: 15.950 (n = 146, err = NA)
## |   |   |   |   |   |   |   |   [606] wind_gust_speed > 78: 38.327 (n = 11, err = 5885.9)
## |   |   |   |   |   |   [607] min_temp > 10.2
## |   |   |   |   |   |   |   [608] wind_gust_speed <= 48: 21.245 (n = 300, err = NA)
## |   |   |   |   |   |   |   [609] wind_gust_speed > 48
## |   |   |   |   |   |   |   |   [610] wind_gust_dir <= E: 46.540 (n = 41, err = NA)
## |   |   |   |   |   |   |   |   [611] wind_gust_dir > E: 28.852 (n = 154, err = NA)
## |   |   |   |   [612] min_temp > 21
## |   |   |   |   |   [613] wind_gust_speed <= 59
## |   |   |   |   |   |   [614] sunshine <= 0.7: 51.103 (n = 58, err = 125186.3)
## |   |   |   |   |   |   [615] sunshine > 0.7: 29.109 (n = 121, err = NA)
## |   |   |   |   |   [616] wind_gust_speed > 59: 70.113 (n = 23, err = 76661.8)
## |   |   |   [617] rainfall > 54.2
## |   |   |   |   [618] humidity_3pm <= 94
## |   |   |   |   |   [619] cloud_3pm <= 7: 28.060 (n = 82, err = NA)
## |   |   |   |   |   [620] cloud_3pm > 7: 50.310 (n = 88, err = NA)
## |   |   |   |   [621] humidity_3pm > 94
## |   |   |   |   |   [622] min_temp <= 18.1
## |   |   |   |   |   |   [623] wind_speed_9am <= 26: 24.930 (n = 27, err = 9257.9)
## |   |   |   |   |   |   [624] wind_speed_9am > 26: 64.675 (n = 8, err = 7871.9)
## |   |   |   |   |   [625] min_temp > 18.1: 94.711 (n = 62, err = NA)
## 
## Number of inner nodes:    312
## Number of terminal nodes: 313

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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