21.83 Conditional Regression Tree

We can also build a regression tree using (Hothorn et al. 2021).

model <- ctree(formula=form, data=ds[tr, vars])
model
## 
## Model formula:
## risk_mm ~ rain_today + temp_3pm + temp_9am + cloud_3pm + cloud_9am + 
##     pressure_3pm + pressure_9am + humidity_3pm + humidity_9am + 
##     wind_speed_3pm + wind_speed_9am + wind_dir_3pm + wind_dir_9am + 
##     wind_gust_speed + wind_gust_dir + sunshine + evaporation + 
##     rainfall + max_temp + min_temp
## 
## Fitted party:
## [1] root
## |   [2] humidity_3pm <= 82
## |   |   [3] humidity_3pm <= 64
## |   |   |   [4] pressure_3pm <= 1008.6
## |   |   |   |   [5] humidity_3pm <= 50
## |   |   |   |   |   [6] sunshine <= 7.7
## |   |   |   |   |   |   [7] wind_dir_3pm <= E: 4.556 (n = 361, err = NA)
## |   |   |   |   |   |   [8] wind_dir_3pm > E
## |   |   |   |   |   |   |   [9] wind_gust_speed <= 91: 2.460 (n = 993, err = NA)
## |   |   |   |   |   |   |   [10] wind_gust_speed > 91: 8.817 (n = 36, err = 13855.7)
## |   |   |   |   |   [11] sunshine > 7.7
## |   |   |   |   |   |   [12] humidity_3pm <= 25
## |   |   |   |   |   |   |   [13] wind_gust_speed <= 56
## |   |   |   |   |   |   |   |   [14] humidity_3pm <= 13: 0.092 (n = 971, err = NA)
## |   |   |   |   |   |   |   |   [15] humidity_3pm > 13: 0.388 (n = 1488, err = NA)
## |   |   |   |   |   |   |   [16] wind_gust_speed > 56
## |   |   |   |   |   |   |   |   [17] humidity_3pm <= 17: 0.593 (n = 665, err = NA)
## |   |   |   |   |   |   |   |   [18] humidity_3pm > 17
## |   |   |   |   |   |   |   |   |   [19] wind_dir_9am <= S: 2.620 (n = 270, err = NA)
## |   |   |   |   |   |   |   |   |   [20] wind_dir_9am > S: 0.647 (n = 202, err = NA)
## |   |   |   |   |   |   [21] humidity_3pm > 25
## |   |   |   |   |   |   |   [22] wind_gust_speed <= 50
## |   |   |   |   |   |   |   |   [23] cloud_3pm <= 3
## |   |   |   |   |   |   |   |   |   [24] rainfall <= 17
## |   |   |   |   |   |   |   |   |   |   [25] sunshine <= 8.1: 3.236 (n = 11, err = 240.7)
## |   |   |   |   |   |   |   |   |   |   [26] sunshine > 8.1
## |   |   |   |   |   |   |   |   |   |   |   [27] sunshine <= 9.9: 0.750 (n = 327, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [28] sunshine > 9.9: 0.223 (n = 538, err = NA)
## |   |   |   |   |   |   |   |   |   [29] rainfall > 17: 5.929 (n = 15, err = NA)
## |   |   |   |   |   |   |   |   [30] cloud_3pm > 3
## |   |   |   |   |   |   |   |   |   [31] humidity_3pm <= 34
## |   |   |   |   |   |   |   |   |   |   [32] cloud_3pm <= 5: 0.530 (n = 519, err = NA)
## |   |   |   |   |   |   |   |   |   |   [33] cloud_3pm > 5: 1.658 (n = 124, err = NA)
## |   |   |   |   |   |   |   |   |   [34] humidity_3pm > 34: 1.843 (n = 1281, err = NA)
## |   |   |   |   |   |   |   [35] wind_gust_speed > 50
## |   |   |   |   |   |   |   |   [36] temp_3pm <= 27.3
## |   |   |   |   |   |   |   |   |   [37] humidity_9am <= 55
## |   |   |   |   |   |   |   |   |   |   [38] wind_dir_9am <= ENE: 1.556 (n = 113, err = NA)
## |   |   |   |   |   |   |   |   |   |   [39] wind_dir_9am > ENE: 0.557 (n = 444, err = NA)
## |   |   |   |   |   |   |   |   |   [40] humidity_9am > 55
## |   |   |   |   |   |   |   |   |   |   [41] wind_gust_speed <= 85
## |   |   |   |   |   |   |   |   |   |   |   [42] cloud_3pm <= 5: 1.368 (n = 429, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [43] cloud_3pm > 5: 2.870 (n = 133, err = NA)
## |   |   |   |   |   |   |   |   |   |   [44] wind_gust_speed > 85: 5.831 (n = 26, err = 1669.0)
## |   |   |   |   |   |   |   |   [45] temp_3pm > 27.3
## |   |   |   |   |   |   |   |   |   [46] wind_gust_speed <= 70
## |   |   |   |   |   |   |   |   |   |   [47] wind_speed_3pm <= 22: 4.404 (n = 200, err = NA)
## |   |   |   |   |   |   |   |   |   |   [48] wind_speed_3pm > 22: 2.119 (n = 258, err = NA)
## |   |   |   |   |   |   |   |   |   [49] wind_gust_speed > 70: 6.593 (n = 110, err = 9859.1)
## |   |   |   |   [50] humidity_3pm > 50
## |   |   |   |   |   [51] rainfall <= 0.4
## |   |   |   |   |   |   [52] wind_gust_speed <= 54
## |   |   |   |   |   |   |   [53] cloud_3pm <= 4: 1.478 (n = 611, err = NA)
## |   |   |   |   |   |   |   [54] cloud_3pm > 4: 3.334 (n = 1826, err = NA)
## |   |   |   |   |   |   [55] wind_gust_speed > 54: 5.864 (n = 537, err = NA)
## |   |   |   |   |   [56] rainfall > 0.4
## |   |   |   |   |   |   [57] rainfall <= 65.2
## |   |   |   |   |   |   |   [58] sunshine <= 8.7
## |   |   |   |   |   |   |   |   [59] min_temp <= 22.2
## |   |   |   |   |   |   |   |   |   [60] wind_gust_speed <= 37
## |   |   |   |   |   |   |   |   |   |   [61] sunshine <= 0.8: 15.857 (n = 7, err = 2782.1)
## |   |   |   |   |   |   |   |   |   |   [62] sunshine > 0.8: 2.180 (n = 174, err = NA)
## |   |   |   |   |   |   |   |   |   [63] wind_gust_speed > 37
## |   |   |   |   |   |   |   |   |   |   [64] pressure_3pm <= 1001.6
## |   |   |   |   |   |   |   |   |   |   |   [65] pressure_9am <= 1005.4: 6.729 (n = 198, err = 12818.5)
## |   |   |   |   |   |   |   |   |   |   |   [66] pressure_9am > 1005.4: 20.167 (n = 21, err = 4804.5)
## |   |   |   |   |   |   |   |   |   |   [67] pressure_3pm > 1001.6: 5.090 (n = 715, err = NA)
## |   |   |   |   |   |   |   |   [68] min_temp > 22.2
## |   |   |   |   |   |   |   |   |   [69] humidity_9am <= 77: 5.543 (n = 157, err = NA)
## |   |   |   |   |   |   |   |   |   [70] humidity_9am > 77: 11.071 (n = 187, err = NA)
## |   |   |   |   |   |   |   [71] sunshine > 8.7: 2.425 (n = 245, err = 7418.9)
## |   |   |   |   |   |   [72] rainfall > 65.2: 18.347 (n = 19, err = 14113.5)
## |   |   |   [73] pressure_3pm > 1008.6
## |   |   |   |   [74] humidity_3pm <= 50
## |   |   |   |   |   [75] wind_gust_speed <= 52
## |   |   |   |   |   |   [76] sunshine <= 7.5
## |   |   |   |   |   |   |   [77] pressure_3pm <= 1015
## |   |   |   |   |   |   |   |   [78] humidity_3pm <= 31
## |   |   |   |   |   |   |   |   |   [79] sunshine <= 1.7: 2.054 (n = 26, err = 502.0)
## |   |   |   |   |   |   |   |   |   [80] sunshine > 1.7: 0.429 (n = 300, err = NA)
## |   |   |   |   |   |   |   |   [81] humidity_3pm > 31
## |   |   |   |   |   |   |   |   |   [82] wind_dir_9am <= NE: 3.158 (n = 300, err = NA)
## |   |   |   |   |   |   |   |   |   [83] wind_dir_9am > NE: 1.651 (n = 725, err = NA)
## |   |   |   |   |   |   |   [84] pressure_3pm > 1015
## |   |   |   |   |   |   |   |   [85] wind_gust_speed <= 37
## |   |   |   |   |   |   |   |   |   [86] pressure_3pm <= 1023.1
## |   |   |   |   |   |   |   |   |   |   [87] cloud_3pm <= 6: 0.342 (n = 615, err = NA)
## |   |   |   |   |   |   |   |   |   |   [88] cloud_3pm > 6: 0.641 (n = 428, err = NA)
## |   |   |   |   |   |   |   |   |   [89] pressure_3pm > 1023.1
## |   |   |   |   |   |   |   |   |   |   [90] rainfall <= 6: 0.089 (n = 418, err = NA)
## |   |   |   |   |   |   |   |   |   |   [91] rainfall > 6: 0.700 (n = 8, err = 27.4)
## |   |   |   |   |   |   |   |   [92] wind_gust_speed > 37
## |   |   |   |   |   |   |   |   |   [93] wind_dir_9am <= ESE: 1.163 (n = 384, err = NA)
## |   |   |   |   |   |   |   |   |   [94] wind_dir_9am > ESE
## |   |   |   |   |   |   |   |   |   |   [95] rainfall <= 30: 0.390 (n = 557, err = NA)
## |   |   |   |   |   |   |   |   |   |   [96] rainfall > 30: 3.771 (n = 7, err = 317.2)
## |   |   |   |   |   |   [97] sunshine > 7.5
## |   |   |   |   |   |   |   [98] humidity_3pm <= 32
## |   |   |   |   |   |   |   |   [99] humidity_3pm <= 21
## |   |   |   |   |   |   |   |   |   [100] wind_gust_speed <= 46: 0.038 (n = 6744, err = NA)
## |   |   |   |   |   |   |   |   |   [101] wind_gust_speed > 46: 0.122 (n = 1105, err = NA)
## |   |   |   |   |   |   |   |   [102] humidity_3pm > 21
## |   |   |   |   |   |   |   |   |   [103] pressure_3pm <= 1016.1
## |   |   |   |   |   |   |   |   |   |   [104] wind_dir_9am <= NE
## |   |   |   |   |   |   |   |   |   |   |   [105] wind_gust_speed <= 37: 0.228 (n = 752, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [106] wind_gust_speed > 37: 0.787 (n = 858, err = NA)
## |   |   |   |   |   |   |   |   |   |   [107] wind_dir_9am > NE
## |   |   |   |   |   |   |   |   |   |   |   [108] cloud_3pm <= 6
## |   |   |   |   |   |   |   |   |   |   |   |   [109] sunshine <= 9.4: 0.167 (n = 2644, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   [110] sunshine > 9.4
## |   |   |   |   |   |   |   |   |   |   |   |   |   [111] humidity_3pm <= 30: 0.032 (n = 1227, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   |   [112] humidity_3pm > 30: 0.137 (n = 254, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [113] cloud_3pm > 6: 0.495 (n = 192, err = 932.0)
## |   |   |   |   |   |   |   |   |   [114] pressure_3pm > 1016.1
## |   |   |   |   |   |   |   |   |   |   [115] pressure_3pm <= 1019.8: 0.109 (n = 2351, err = NA)
## |   |   |   |   |   |   |   |   |   |   [116] pressure_3pm > 1019.8
## |   |   |   |   |   |   |   |   |   |   |   [117] rain_today in No
## |   |   |   |   |   |   |   |   |   |   |   |   [118] rainfall <= 0.3: 0.012 (n = 2325, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   [119] rainfall > 0.3: 0.071 (n = 28, err = 2.5)
## |   |   |   |   |   |   |   |   |   |   |   [120] rain_today in Yes: 0.178 (n = 36, err = 32.6)
## |   |   |   |   |   |   |   [121] humidity_3pm > 32
## |   |   |   |   |   |   |   |   [122] pressure_3pm <= 1016
## |   |   |   |   |   |   |   |   |   [123] cloud_3pm <= 6
## |   |   |   |   |   |   |   |   |   |   [124] sunshine <= 10.1
## |   |   |   |   |   |   |   |   |   |   |   [125] wind_gust_speed <= 43
## |   |   |   |   |   |   |   |   |   |   |   |   [126] max_temp <= 28.6
## |   |   |   |   |   |   |   |   |   |   |   |   |   [127] humidity_3pm <= 44: 0.291 (n = 3195, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   |   [128] humidity_3pm > 44: 0.509 (n = 2034, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   [129] max_temp > 28.6
## |   |   |   |   |   |   |   |   |   |   |   |   |   [130] humidity_9am <= 78
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [131] wind_dir_3pm <= WSW: 0.432 (n = 1091, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [132] wind_dir_3pm > WSW: 1.167 (n = 185, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   |   [133] humidity_9am > 78: 1.394 (n = 336, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [134] wind_gust_speed > 43
## |   |   |   |   |   |   |   |   |   |   |   |   [135] wind_speed_3pm <= 17: 1.652 (n = 376, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   [136] wind_speed_3pm > 17
## |   |   |   |   |   |   |   |   |   |   |   |   |   [137] wind_speed_9am <= 15: 1.037 (n = 479, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   |   [138] wind_speed_9am > 15: 0.418 (n = 736, err = NA)
## |   |   |   |   |   |   |   |   |   |   [139] sunshine > 10.1
## |   |   |   |   |   |   |   |   |   |   |   [140] humidity_3pm <= 44: 0.101 (n = 1714, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [141] humidity_3pm > 44: 0.319 (n = 838, err = NA)
## |   |   |   |   |   |   |   |   |   [142] cloud_3pm > 6
## |   |   |   |   |   |   |   |   |   |   [143] wind_dir_9am <= SE: 1.699 (n = 419, err = NA)
## |   |   |   |   |   |   |   |   |   |   [144] wind_dir_9am > SE: 0.497 (n = 386, err = NA)
## |   |   |   |   |   |   |   |   [145] pressure_3pm > 1016
## |   |   |   |   |   |   |   |   |   [146] pressure_3pm <= 1019.7
## |   |   |   |   |   |   |   |   |   |   [147] wind_dir_9am <= ENE: 0.502 (n = 1343, err = NA)
## |   |   |   |   |   |   |   |   |   |   [148] wind_dir_9am > ENE
## |   |   |   |   |   |   |   |   |   |   |   [149] sunshine <= 9.1: 0.286 (n = 2272, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [150] sunshine > 9.1: 0.082 (n = 1471, err = NA)
## |   |   |   |   |   |   |   |   |   [151] pressure_3pm > 1019.7
## |   |   |   |   |   |   |   |   |   |   [152] humidity_3pm <= 44
## |   |   |   |   |   |   |   |   |   |   |   [153] wind_gust_speed <= 46: 0.068 (n = 4402, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [154] wind_gust_speed > 46: 0.267 (n = 255, err = NA)
## |   |   |   |   |   |   |   |   |   |   [155] humidity_3pm > 44: 0.201 (n = 3172, err = NA)
## |   |   |   |   |   [156] wind_gust_speed > 52
## |   |   |   |   |   |   [157] sunshine <= 9.1
## |   |   |   |   |   |   |   [158] min_temp <= 19.9
## |   |   |   |   |   |   |   |   [159] sunshine <= 5.5: 2.436 (n = 330, err = NA)
## |   |   |   |   |   |   |   |   [160] sunshine > 5.5
## |   |   |   |   |   |   |   |   |   [161] humidity_3pm <= 39
## |   |   |   |   |   |   |   |   |   |   [162] wind_dir_3pm <= E
## |   |   |   |   |   |   |   |   |   |   |   [163] wind_gust_speed <= 67: 1.423 (n = 267, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [164] wind_gust_speed > 67: 5.004 (n = 51, err = 4260.7)
## |   |   |   |   |   |   |   |   |   |   [165] wind_dir_3pm > E
## |   |   |   |   |   |   |   |   |   |   |   [166] rainfall <= 6.8
## |   |   |   |   |   |   |   |   |   |   |   |   [167] wind_dir_3pm <= NW
## |   |   |   |   |   |   |   |   |   |   |   |   |   [168] wind_speed_3pm <= 11: 1.744 (n = 65, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   |   [169] wind_speed_3pm > 11
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [170] wind_dir_3pm <= W
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   [171] sunshine <= 7.3
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   [172] wind_gust_speed <= 59: 0.456 (n = 25, err = 24.0)
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   [173] wind_gust_speed > 59: 2.200 (n = 7, err = 152.2)
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   [174] sunshine > 7.3: 0.123 (n = 857, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [175] wind_dir_3pm > W: 0.562 (n = 445, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   [176] wind_dir_3pm > NW
## |   |   |   |   |   |   |   |   |   |   |   |   |   [177] humidity_3pm <= 25: 0.730 (n = 80, err = 221.1)
## |   |   |   |   |   |   |   |   |   |   |   |   |   [178] humidity_3pm > 25: 3.048 (n = 68, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [179] rainfall > 6.8
## |   |   |   |   |   |   |   |   |   |   |   |   [180] rainfall <= 28: 0.762 (n = 33, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   [181] rainfall > 28: 3.286 (n = 7, err = 200.1)
## |   |   |   |   |   |   |   |   |   [182] humidity_3pm > 39
## |   |   |   |   |   |   |   |   |   |   [183] temp_3pm <= 27
## |   |   |   |   |   |   |   |   |   |   |   [184] pressure_3pm <= 1016.2
## |   |   |   |   |   |   |   |   |   |   |   |   [185] rainfall <= 25: 1.606 (n = 721, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   [186] rainfall > 25: 6.100 (n = 12, err = 933.6)
## |   |   |   |   |   |   |   |   |   |   |   [187] pressure_3pm > 1016.2
## |   |   |   |   |   |   |   |   |   |   |   |   [188] wind_gust_speed <= 76: 0.302 (n = 350, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   [189] wind_gust_speed > 76: 2.220 (n = 10, err = 88.8)
## |   |   |   |   |   |   |   |   |   |   [190] temp_3pm > 27: 8.530 (n = 64, err = NA)
## |   |   |   |   |   |   |   [191] min_temp > 19.9
## |   |   |   |   |   |   |   |   [192] humidity_9am <= 48
## |   |   |   |   |   |   |   |   |   [193] humidity_9am <= 36: 0.535 (n = 172, err = NA)
## |   |   |   |   |   |   |   |   |   [194] humidity_9am > 36: 2.391 (n = 72, err = NA)
## |   |   |   |   |   |   |   |   [195] humidity_9am > 48: 7.613 (n = 126, err = NA)
## |   |   |   |   |   |   [196] sunshine > 9.1
## |   |   |   |   |   |   |   [197] humidity_3pm <= 27
## |   |   |   |   |   |   |   |   [198] cloud_3pm <= 5: 0.070 (n = 809, err = NA)
## |   |   |   |   |   |   |   |   [199] cloud_3pm > 5: 0.422 (n = 84, err = NA)
## |   |   |   |   |   |   |   [200] humidity_3pm > 27: 0.653 (n = 859, err = NA)
## |   |   |   |   [201] humidity_3pm > 50
## |   |   |   |   |   [202] wind_gust_speed <= 37
## |   |   |   |   |   |   [203] pressure_3pm <= 1016.7
## |   |   |   |   |   |   |   [204] sunshine <= 0.4: 5.519 (n = 80, err = NA)
## |   |   |   |   |   |   |   [205] sunshine > 0.4
## |   |   |   |   |   |   |   |   [206] sunshine <= 7.5: 1.766 (n = 1063, err = NA)
## |   |   |   |   |   |   |   |   [207] sunshine > 7.5
## |   |   |   |   |   |   |   |   |   [208] cloud_3pm <= 2: 0.405 (n = 1226, err = NA)
## |   |   |   |   |   |   |   |   |   [209] cloud_3pm > 2
## |   |   |   |   |   |   |   |   |   |   [210] humidity_9am <= 67
## |   |   |   |   |   |   |   |   |   |   |   [211] wind_speed_9am <= 7: 1.180 (n = 455, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [212] wind_speed_9am > 7: 0.350 (n = 1111, err = NA)
## |   |   |   |   |   |   |   |   |   |   [213] humidity_9am > 67
## |   |   |   |   |   |   |   |   |   |   |   [214] wind_gust_speed <= 31: 0.887 (n = 1919, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [215] wind_gust_speed > 31
## |   |   |   |   |   |   |   |   |   |   |   |   [216] pressure_3pm <= 1011.3: 2.472 (n = 258, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   [217] pressure_3pm > 1011.3
## |   |   |   |   |   |   |   |   |   |   |   |   |   [218] wind_speed_3pm <= 17: 1.647 (n = 383, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   |   [219] wind_speed_3pm > 17: 0.852 (n = 495, err = NA)
## |   |   |   |   |   |   [220] pressure_3pm > 1016.7
## |   |   |   |   |   |   |   [221] min_temp <= 18.1
## |   |   |   |   |   |   |   |   [222] wind_gust_speed <= 26
## |   |   |   |   |   |   |   |   |   [223] pressure_3pm <= 1023
## |   |   |   |   |   |   |   |   |   |   [224] sunshine <= 8.9: 0.496 (n = 1449, err = NA)
## |   |   |   |   |   |   |   |   |   |   [225] sunshine > 8.9: 0.043 (n = 228, err = NA)
## |   |   |   |   |   |   |   |   |   [226] pressure_3pm > 1023
## |   |   |   |   |   |   |   |   |   |   [227] rainfall <= 8.8: 0.156 (n = 1973, err = NA)
## |   |   |   |   |   |   |   |   |   |   [228] rainfall > 8.8: 0.950 (n = 20, err = 33.0)
## |   |   |   |   |   |   |   |   [229] wind_gust_speed > 26
## |   |   |   |   |   |   |   |   |   [230] sunshine <= 4.3
## |   |   |   |   |   |   |   |   |   |   [231] temp_3pm <= 15.3
## |   |   |   |   |   |   |   |   |   |   |   [232] pressure_9am <= 1023.3: 0.940 (n = 85, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [233] pressure_9am > 1023.3: 0.294 (n = 197, err = NA)
## |   |   |   |   |   |   |   |   |   |   [234] temp_3pm > 15.3: 1.364 (n = 338, err = NA)
## |   |   |   |   |   |   |   |   |   [235] sunshine > 4.3: 0.492 (n = 4769, err = NA)
## |   |   |   |   |   |   |   [236] min_temp > 18.1: 1.205 (n = 340, err = NA)
## |   |   |   |   |   [237] wind_gust_speed > 37
## |   |   |   |   |   |   [238] rainfall <= 4.8
## |   |   |   |   |   |   |   [239] wind_gust_speed <= 54
## |   |   |   |   |   |   |   |   [240] pressure_3pm <= 1011.6
## |   |   |   |   |   |   |   |   |   [241] sunshine <= 10.4
## |   |   |   |   |   |   |   |   |   |   [242] wind_speed_9am <= 6: 5.740 (n = 138, err = NA)
## |   |   |   |   |   |   |   |   |   |   [243] wind_speed_9am > 6
## |   |   |   |   |   |   |   |   |   |   |   [244] wind_gust_speed <= 41
## |   |   |   |   |   |   |   |   |   |   |   |   [245] max_temp <= 21
## |   |   |   |   |   |   |   |   |   |   |   |   |   [246] temp_3pm <= 19.5: 1.921 (n = 60, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   |   [247] temp_3pm > 19.5: 6.200 (n = 37, err = 1673.9)
## |   |   |   |   |   |   |   |   |   |   |   |   [248] max_temp > 21: 1.235 (n = 386, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [249] wind_gust_speed > 41
## |   |   |   |   |   |   |   |   |   |   |   |   [250] wind_speed_3pm <= 9: 8.170 (n = 21, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   [251] wind_speed_3pm > 9
## |   |   |   |   |   |   |   |   |   |   |   |   |   [252] pressure_9am <= 1013.6: 2.219 (n = 440, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   |   [253] pressure_9am > 1013.6: 4.514 (n = 231, err = NA)
## |   |   |   |   |   |   |   |   |   [254] sunshine > 10.4: 0.319 (n = 210, err = NA)
## |   |   |   |   |   |   |   |   [255] pressure_3pm > 1011.6
## |   |   |   |   |   |   |   |   |   [256] cloud_3pm <= 4
## |   |   |   |   |   |   |   |   |   |   [257] sunshine <= 4.3
## |   |   |   |   |   |   |   |   |   |   |   [258] wind_gust_speed <= 44: 1.232 (n = 25, err = 79.9)
## |   |   |   |   |   |   |   |   |   |   |   [259] wind_gust_speed > 44: 6.691 (n = 11, err = 731.4)
## |   |   |   |   |   |   |   |   |   |   [260] sunshine > 4.3
## |   |   |   |   |   |   |   |   |   |   |   [261] wind_dir_3pm <= SE: 0.364 (n = 1377, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [262] wind_dir_3pm > SE: 0.838 (n = 801, err = NA)
## |   |   |   |   |   |   |   |   |   [263] cloud_3pm > 4
## |   |   |   |   |   |   |   |   |   |   [264] cloud_9am <= 2: 0.732 (n = 1207, err = NA)
## |   |   |   |   |   |   |   |   |   |   [265] cloud_9am > 2
## |   |   |   |   |   |   |   |   |   |   |   [266] pressure_3pm <= 1015.7
## |   |   |   |   |   |   |   |   |   |   |   |   [267] humidity_3pm <= 51: 2.860 (n = 1693, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   [268] humidity_3pm > 51
## |   |   |   |   |   |   |   |   |   |   |   |   |   [269] wind_gust_speed <= 50
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [270] sunshine <= 0.7: 4.176 (n = 33, err = 1586.3)
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [271] sunshine > 0.7
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   [272] wind_speed_9am <= 7: 2.038 (n = 342, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   [273] wind_speed_9am > 7
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   [274] cloud_3pm <= 7: 0.950 (n = 1623, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   [275] cloud_3pm > 7
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   [276] evaporation <= 7.4: 1.600 (n = 147, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   [277] evaporation > 7.4: 5.889 (n = 9, err = 1398.7)
## |   |   |   |   |   |   |   |   |   |   |   |   |   [278] wind_gust_speed > 50: 2.652 (n = 232, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [279] pressure_3pm > 1015.7
## |   |   |   |   |   |   |   |   |   |   |   |   [280] sunshine <= 4.9: 1.703 (n = 660, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   [281] sunshine > 4.9: 0.895 (n = 3254, err = NA)
## |   |   |   |   |   |   |   [282] wind_gust_speed > 54
## |   |   |   |   |   |   |   |   [283] wind_speed_3pm <= 24
## |   |   |   |   |   |   |   |   |   [284] temp_3pm <= 25.2
## |   |   |   |   |   |   |   |   |   |   [285] temp_3pm <= 15.2: 1.635 (n = 170, err = NA)
## |   |   |   |   |   |   |   |   |   |   [286] temp_3pm > 15.2: 4.950 (n = 289, err = NA)
## |   |   |   |   |   |   |   |   |   [287] temp_3pm > 25.2
## |   |   |   |   |   |   |   |   |   |   [288] wind_gust_speed <= 59: 5.913 (n = 30, err = 1639.3)
## |   |   |   |   |   |   |   |   |   |   [289] wind_gust_speed > 59: 17.657 (n = 21, err = 4991.7)
## |   |   |   |   |   |   |   |   [290] wind_speed_3pm > 24
## |   |   |   |   |   |   |   |   |   [291] sunshine <= 6.4
## |   |   |   |   |   |   |   |   |   |   [292] temp_3pm <= 18.2: 2.439 (n = 169, err = NA)
## |   |   |   |   |   |   |   |   |   |   [293] temp_3pm > 18.2: 6.967 (n = 114, err = NA)
## |   |   |   |   |   |   |   |   |   [294] sunshine > 6.4
## |   |   |   |   |   |   |   |   |   |   [295] wind_gust_speed <= 89
## |   |   |   |   |   |   |   |   |   |   |   [296] wind_speed_3pm <= 35: 1.978 (n = 658, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [297] wind_speed_3pm > 35
## |   |   |   |   |   |   |   |   |   |   |   |   [298] humidity_9am <= 83: 0.861 (n = 373, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   [299] humidity_9am > 83: 2.859 (n = 34, err = 527.6)
## |   |   |   |   |   |   |   |   |   |   [300] wind_gust_speed > 89: 9.569 (n = 15, err = NA)
## |   |   |   |   |   |   [301] rainfall > 4.8
## |   |   |   |   |   |   |   [302] humidity_9am <= 95
## |   |   |   |   |   |   |   |   [303] temp_3pm <= 21.1
## |   |   |   |   |   |   |   |   |   [304] sunshine <= 5.6: 3.025 (n = 254, err = NA)
## |   |   |   |   |   |   |   |   |   [305] sunshine > 5.6
## |   |   |   |   |   |   |   |   |   |   [306] pressure_3pm <= 1017.8: 2.340 (n = 651, err = NA)
## |   |   |   |   |   |   |   |   |   |   [307] pressure_3pm > 1017.8: 1.097 (n = 356, err = NA)
## |   |   |   |   |   |   |   |   [308] temp_3pm > 21.1
## |   |   |   |   |   |   |   |   |   [309] wind_gust_speed <= 65: 4.051 (n = 724, err = NA)
## |   |   |   |   |   |   |   |   |   [310] wind_gust_speed > 65: 15.411 (n = 19, err = NA)
## |   |   |   |   |   |   |   [311] humidity_9am > 95
## |   |   |   |   |   |   |   |   [312] humidity_3pm <= 51: 16.446 (n = 70, err = NA)
## |   |   |   |   |   |   |   |   [313] humidity_3pm > 51: 3.302 (n = 122, err = NA)
## |   |   [314] humidity_3pm > 64
## |   |   |   [315] pressure_3pm <= 1008.1
## |   |   |   |   [316] sunshine <= 4.3
## |   |   |   |   |   [317] min_temp <= 22.9
## |   |   |   |   |   |   [318] humidity_3pm <= 69: 5.456 (n = 179, err = NA)
## |   |   |   |   |   |   [319] humidity_3pm > 69
## |   |   |   |   |   |   |   [320] rain_today in No: 6.872 (n = 220, err = NA)
## |   |   |   |   |   |   |   [321] rain_today in Yes: 10.567 (n = 265, err = NA)
## |   |   |   |   |   [322] min_temp > 22.9
## |   |   |   |   |   |   [323] pressure_3pm <= 1001.9: 35.527 (n = 34, err = NA)
## |   |   |   |   |   |   [324] pressure_3pm > 1001.9: 15.701 (n = 249, err = NA)
## |   |   |   |   [325] sunshine > 4.3
## |   |   |   |   |   [326] cloud_3pm <= 5
## |   |   |   |   |   |   [327] rain_today in No: 4.049 (n = 838, err = NA)
## |   |   |   |   |   |   [328] rain_today in Yes
## |   |   |   |   |   |   |   [329] wind_gust_speed <= 41
## |   |   |   |   |   |   |   |   [330] cloud_9am <= 5
## |   |   |   |   |   |   |   |   |   [331] humidity_9am <= 95: 2.282 (n = 145, err = NA)
## |   |   |   |   |   |   |   |   |   [332] humidity_9am > 95: 5.826 (n = 49, err = NA)
## |   |   |   |   |   |   |   |   [333] cloud_9am > 5: 8.046 (n = 80, err = NA)
## |   |   |   |   |   |   |   [334] wind_gust_speed > 41: 8.247 (n = 399, err = NA)
## |   |   |   |   |   [335] cloud_3pm > 5
## |   |   |   |   |   |   [336] humidity_3pm <= 71
## |   |   |   |   |   |   |   [337] humidity_9am <= 86: 4.987 (n = 435, err = NA)
## |   |   |   |   |   |   |   [338] humidity_9am > 86: 8.957 (n = 100, err = NA)
## |   |   |   |   |   |   [339] humidity_3pm > 71
## |   |   |   |   |   |   |   [340] temp_3pm <= 25.7: 6.638 (n = 381, err = NA)
## |   |   |   |   |   |   |   [341] temp_3pm > 25.7: 14.756 (n = 221, err = NA)
## |   |   |   [342] pressure_3pm > 1008.1
## |   |   |   |   [343] wind_gust_speed <= 43
## |   |   |   |   |   [344] rainfall <= 2.4
## |   |   |   |   |   |   [345] pressure_3pm <= 1019.3
## |   |   |   |   |   |   |   [346] cloud_3pm <= 6
## |   |   |   |   |   |   |   |   [347] sunshine <= 8.5
## |   |   |   |   |   |   |   |   |   [348] humidity_3pm <= 72
## |   |   |   |   |   |   |   |   |   |   [349] wind_gust_speed <= 39: 1.360 (n = 2207, err = NA)
## |   |   |   |   |   |   |   |   |   |   [350] wind_gust_speed > 39: 2.227 (n = 390, err = NA)
## |   |   |   |   |   |   |   |   |   [351] humidity_3pm > 72: 2.212 (n = 1626, err = NA)
## |   |   |   |   |   |   |   |   [352] sunshine > 8.5
## |   |   |   |   |   |   |   |   |   [353] temp_9am <= 28.2
## |   |   |   |   |   |   |   |   |   |   [354] sunshine <= 9.4: 0.654 (n = 119, err = NA)
## |   |   |   |   |   |   |   |   |   |   [355] sunshine > 9.4: 0.187 (n = 404, err = NA)
## |   |   |   |   |   |   |   |   |   [356] temp_9am > 28.2: 2.052 (n = 43, err = NA)
## |   |   |   |   |   |   |   [357] cloud_3pm > 6
## |   |   |   |   |   |   |   |   [358] humidity_3pm <= 68: 1.949 (n = 612, err = NA)
## |   |   |   |   |   |   |   |   [359] humidity_3pm > 68
## |   |   |   |   |   |   |   |   |   [360] max_temp <= 26.5: 3.400 (n = 1290, err = NA)
## |   |   |   |   |   |   |   |   |   [361] max_temp > 26.5
## |   |   |   |   |   |   |   |   |   |   [362] humidity_3pm <= 76: 4.452 (n = 166, err = NA)
## |   |   |   |   |   |   |   |   |   |   [363] humidity_3pm > 76: 14.496 (n = 57, err = NA)
## |   |   |   |   |   |   [364] pressure_3pm > 1019.3
## |   |   |   |   |   |   |   [365] wind_gust_speed <= 30
## |   |   |   |   |   |   |   |   [366] pressure_3pm <= 1023.6
## |   |   |   |   |   |   |   |   |   [367] humidity_3pm <= 76: 0.865 (n = 781, err = NA)
## |   |   |   |   |   |   |   |   |   [368] humidity_3pm > 76: 2.136 (n = 166, err = NA)
## |   |   |   |   |   |   |   |   [369] pressure_3pm > 1023.6
## |   |   |   |   |   |   |   |   |   [370] temp_9am <= 15.6
## |   |   |   |   |   |   |   |   |   |   [371] humidity_3pm <= 71
## |   |   |   |   |   |   |   |   |   |   |   [372] wind_gust_speed <= 28: 0.218 (n = 664, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [373] wind_gust_speed > 28: 0.687 (n = 86, err = NA)
## |   |   |   |   |   |   |   |   |   |   [374] humidity_3pm > 71: 0.475 (n = 574, err = NA)
## |   |   |   |   |   |   |   |   |   [375] temp_9am > 15.6: 0.841 (n = 111, err = NA)
## |   |   |   |   |   |   |   [376] wind_gust_speed > 30
## |   |   |   |   |   |   |   |   [377] cloud_3pm <= 6
## |   |   |   |   |   |   |   |   |   [378] humidity_3pm <= 68: 0.634 (n = 574, err = NA)
## |   |   |   |   |   |   |   |   |   [379] humidity_3pm > 68: 1.447 (n = 800, err = NA)
## |   |   |   |   |   |   |   |   [380] cloud_3pm > 6
## |   |   |   |   |   |   |   |   |   [381] temp_3pm <= 22.4
## |   |   |   |   |   |   |   |   |   |   [382] max_temp <= 17.2: 1.040 (n = 435, err = NA)
## |   |   |   |   |   |   |   |   |   |   [383] max_temp > 17.2: 2.206 (n = 309, err = NA)
## |   |   |   |   |   |   |   |   |   [384] temp_3pm > 22.4: 5.667 (n = 24, err = 3354.1)
## |   |   |   |   |   [385] rainfall > 2.4
## |   |   |   |   |   |   [386] min_temp <= 16.1
## |   |   |   |   |   |   |   [387] wind_gust_speed <= 31
## |   |   |   |   |   |   |   |   [388] humidity_3pm <= 78
## |   |   |   |   |   |   |   |   |   [389] pressure_3pm <= 1013.8: 2.896 (n = 105, err = NA)
## |   |   |   |   |   |   |   |   |   [390] pressure_3pm > 1013.8
## |   |   |   |   |   |   |   |   |   |   [391] humidity_3pm <= 73: 0.961 (n = 427, err = NA)
## |   |   |   |   |   |   |   |   |   |   [392] humidity_3pm > 73: 1.898 (n = 164, err = 2202.9)
## |   |   |   |   |   |   |   |   [393] humidity_3pm > 78
## |   |   |   |   |   |   |   |   |   [394] temp_3pm <= 16.9: 2.574 (n = 106, err = NA)
## |   |   |   |   |   |   |   |   |   [395] temp_3pm > 16.9: 7.174 (n = 39, err = 3632.5)
## |   |   |   |   |   |   |   [396] wind_gust_speed > 31
## |   |   |   |   |   |   |   |   [397] temp_3pm <= 20.1
## |   |   |   |   |   |   |   |   |   [398] humidity_3pm <= 74
## |   |   |   |   |   |   |   |   |   |   [399] pressure_3pm <= 1015.5: 3.648 (n = 312, err = NA)
## |   |   |   |   |   |   |   |   |   |   [400] pressure_3pm > 1015.5: 2.075 (n = 507, err = NA)
## |   |   |   |   |   |   |   |   |   [401] humidity_3pm > 74
## |   |   |   |   |   |   |   |   |   |   [402] min_temp <= 7.6: 2.155 (n = 128, err = NA)
## |   |   |   |   |   |   |   |   |   |   [403] min_temp > 7.6: 4.614 (n = 316, err = NA)
## |   |   |   |   |   |   |   |   [404] temp_3pm > 20.1: 5.473 (n = 125, err = NA)
## |   |   |   |   |   |   [405] min_temp > 16.1
## |   |   |   |   |   |   |   [406] cloud_3pm <= 6: 4.066 (n = 575, err = NA)
## |   |   |   |   |   |   |   [407] cloud_3pm > 6
## |   |   |   |   |   |   |   |   [408] humidity_3pm <= 75: 5.654 (n = 264, err = NA)
## |   |   |   |   |   |   |   |   [409] humidity_3pm > 75: 12.620 (n = 180, err = NA)
## |   |   |   |   [410] wind_gust_speed > 43
## |   |   |   |   |   [411] rainfall <= 4.4
## |   |   |   |   |   |   [412] sunshine <= 5.1
## |   |   |   |   |   |   |   [413] humidity_3pm <= 70: 3.517 (n = 375, err = NA)
## |   |   |   |   |   |   |   [414] humidity_3pm > 70: 6.059 (n = 522, err = NA)
## |   |   |   |   |   |   [415] sunshine > 5.1
## |   |   |   |   |   |   |   [416] wind_gust_speed <= 54
## |   |   |   |   |   |   |   |   [417] wind_speed_3pm <= 20: 3.680 (n = 687, err = NA)
## |   |   |   |   |   |   |   |   [418] wind_speed_3pm > 20
## |   |   |   |   |   |   |   |   |   [419] cloud_3pm <= 7: 1.926 (n = 1314, err = NA)
## |   |   |   |   |   |   |   |   |   [420] cloud_3pm > 7
## |   |   |   |   |   |   |   |   |   |   [421] max_temp <= 19.5
## |   |   |   |   |   |   |   |   |   |   |   [422] pressure_3pm <= 1013.1: 3.570 (n = 40, err = 648.1)
## |   |   |   |   |   |   |   |   |   |   |   [423] pressure_3pm > 1013.1: 1.364 (n = 138, err = NA)
## |   |   |   |   |   |   |   |   |   |   [424] max_temp > 19.5: 4.824 (n = 138, err = NA)
## |   |   |   |   |   |   |   [425] wind_gust_speed > 54
## |   |   |   |   |   |   |   |   [426] wind_speed_3pm <= 37
## |   |   |   |   |   |   |   |   |   [427] temp_3pm <= 14.9
## |   |   |   |   |   |   |   |   |   |   [428] min_temp <= 6.6
## |   |   |   |   |   |   |   |   |   |   |   [429] cloud_3pm <= 7
## |   |   |   |   |   |   |   |   |   |   |   |   [430] wind_gust_speed <= 74: 0.745 (n = 111, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   [431] wind_gust_speed > 74: 4.225 (n = 8, err = 295.6)
## |   |   |   |   |   |   |   |   |   |   |   [432] cloud_3pm > 7: 3.333 (n = 36, err = 443.4)
## |   |   |   |   |   |   |   |   |   |   [433] min_temp > 6.6: 4.034 (n = 180, err = NA)
## |   |   |   |   |   |   |   |   |   [434] temp_3pm > 14.9: 6.383 (n = 532, err = NA)
## |   |   |   |   |   |   |   |   [435] wind_speed_3pm > 37
## |   |   |   |   |   |   |   |   |   [436] wind_gust_speed <= 61: 1.542 (n = 142, err = NA)
## |   |   |   |   |   |   |   |   |   [437] wind_gust_speed > 61: 3.856 (n = 157, err = NA)
## |   |   |   |   |   [438] rainfall > 4.4
## |   |   |   |   |   |   [439] humidity_3pm <= 77
## |   |   |   |   |   |   |   [440] temp_3pm <= 23.6
## |   |   |   |   |   |   |   |   [441] sunshine <= 3.7
## |   |   |   |   |   |   |   |   |   [442] wind_dir_9am <= NE: 14.747 (n = 17, err = NA)
## |   |   |   |   |   |   |   |   |   [443] wind_dir_9am > NE
## |   |   |   |   |   |   |   |   |   |   [444] wind_gust_speed <= 63: 4.852 (n = 151, err = NA)
## |   |   |   |   |   |   |   |   |   |   [445] wind_gust_speed > 63: 11.793 (n = 28, err = 4013.1)
## |   |   |   |   |   |   |   |   [446] sunshine > 3.7: 4.212 (n = 893, err = NA)
## |   |   |   |   |   |   |   [447] temp_3pm > 23.6: 9.494 (n = 162, err = NA)
## |   |   |   |   |   |   [448] humidity_3pm > 77
## |   |   |   |   |   |   |   [449] temp_3pm <= 26.2
## |   |   |   |   |   |   |   |   [450] sunshine <= 0.2: 21.688 (n = 32, err = 17944.8)
## |   |   |   |   |   |   |   |   [451] sunshine > 0.2
## |   |   |   |   |   |   |   |   |   [452] wind_dir_9am <= N: 17.055 (n = 22, err = 10041.9)
## |   |   |   |   |   |   |   |   |   [453] wind_dir_9am > N: 7.161 (n = 297, err = NA)
## |   |   |   |   |   |   |   [454] temp_3pm > 26.2: 32.160 (n = 10, err = 10433.3)
## |   [455] humidity_3pm > 82
## |   |   [456] rainfall <= 24.6
## |   |   |   [457] min_temp <= 12.2
## |   |   |   |   [458] pressure_3pm <= 1013.7
## |   |   |   |   |   [459] humidity_3pm <= 89
## |   |   |   |   |   |   [460] pressure_3pm <= 1003.7
## |   |   |   |   |   |   |   [461] min_temp <= 8.3: 9.866 (n = 92, err = NA)
## |   |   |   |   |   |   |   [462] min_temp > 8.3: 15.753 (n = 75, err = NA)
## |   |   |   |   |   |   [463] pressure_3pm > 1003.7
## |   |   |   |   |   |   |   [464] temp_9am <= 13.3
## |   |   |   |   |   |   |   |   [465] wind_gust_speed <= 78: 6.841 (n = 427, err = NA)
## |   |   |   |   |   |   |   |   [466] wind_gust_speed > 78: 15.560 (n = 10, err = 2054.1)
## |   |   |   |   |   |   |   [467] temp_9am > 13.3: 11.671 (n = 126, err = NA)
## |   |   |   |   |   [468] humidity_3pm > 89
## |   |   |   |   |   |   [469] temp_9am <= 11.9
## |   |   |   |   |   |   |   [470] rainfall <= 4.8: 9.273 (n = 313, err = NA)
## |   |   |   |   |   |   |   [471] rainfall > 4.8
## |   |   |   |   |   |   |   |   [472] wind_dir_3pm <= S
## |   |   |   |   |   |   |   |   |   [473] wind_gust_speed <= 63: 16.800 (n = 60, err = 7365.2)
## |   |   |   |   |   |   |   |   |   [474] wind_gust_speed > 63: 32.250 (n = 8, err = 3644.3)
## |   |   |   |   |   |   |   |   [475] wind_dir_3pm > S
## |   |   |   |   |   |   |   |   |   [476] pressure_3pm <= 1000.4: 17.746 (n = 26, err = 4479.7)
## |   |   |   |   |   |   |   |   |   [477] pressure_3pm > 1000.4: 10.415 (n = 124, err = NA)
## |   |   |   |   |   |   [478] temp_9am > 11.9: 15.712 (n = 317, err = NA)
## |   |   |   |   [479] pressure_3pm > 1013.7
## |   |   |   |   |   [480] rainfall <= 14.2
## |   |   |   |   |   |   [481] min_temp <= 7.4
## |   |   |   |   |   |   |   [482] humidity_3pm <= 94
## |   |   |   |   |   |   |   |   [483] temp_9am <= 9.7
## |   |   |   |   |   |   |   |   |   [484] humidity_3pm <= 89
## |   |   |   |   |   |   |   |   |   |   [485] humidity_9am <= 91: 3.184 (n = 136, err = NA)
## |   |   |   |   |   |   |   |   |   |   [486] humidity_9am > 91
## |   |   |   |   |   |   |   |   |   |   |   [487] temp_9am <= 2.8: 0.335 (n = 49, err = 38.8)
## |   |   |   |   |   |   |   |   |   |   |   [488] temp_9am > 2.8
## |   |   |   |   |   |   |   |   |   |   |   |   [489] pressure_3pm <= 1025.7: 2.095 (n = 207, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   [490] pressure_3pm > 1025.7: 0.499 (n = 71, err = 86.2)
## |   |   |   |   |   |   |   |   |   [491] humidity_3pm > 89: 3.409 (n = 249, err = NA)
## |   |   |   |   |   |   |   |   [492] temp_9am > 9.7: 4.717 (n = 244, err = NA)
## |   |   |   |   |   |   |   [493] humidity_3pm > 94
## |   |   |   |   |   |   |   |   [494] wind_gust_speed <= 56
## |   |   |   |   |   |   |   |   |   [495] sunshine <= 0: 17.520 (n = 15, err = 2661.6)
## |   |   |   |   |   |   |   |   |   [496] sunshine > 0
## |   |   |   |   |   |   |   |   |   |   [497] pressure_3pm <= 1021.8
## |   |   |   |   |   |   |   |   |   |   |   [498] min_temp <= -0.6: 1.761 (n = 80, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [499] min_temp > -0.6: 5.177 (n = 278, err = NA)
## |   |   |   |   |   |   |   |   |   |   [500] pressure_3pm > 1021.8: 1.475 (n = 80, err = NA)
## |   |   |   |   |   |   |   |   [501] wind_gust_speed > 56: 9.048 (n = 186, err = 26217.0)
## |   |   |   |   |   |   [502] min_temp > 7.4
## |   |   |   |   |   |   |   [503] wind_gust_speed <= 50
## |   |   |   |   |   |   |   |   [504] humidity_3pm <= 93
## |   |   |   |   |   |   |   |   |   [505] wind_gust_speed <= 28: 3.529 (n = 217, err = NA)
## |   |   |   |   |   |   |   |   |   [506] wind_gust_speed > 28: 6.020 (n = 608, err = NA)
## |   |   |   |   |   |   |   |   [507] humidity_3pm > 93
## |   |   |   |   |   |   |   |   |   [508] min_temp <= 10.3: 7.472 (n = 219, err = NA)
## |   |   |   |   |   |   |   |   |   [509] min_temp > 10.3: 12.362 (n = 134, err = NA)
## |   |   |   |   |   |   |   [510] wind_gust_speed > 50
## |   |   |   |   |   |   |   |   [511] cloud_3pm <= 5: 15.869 (n = 114, err = NA)
## |   |   |   |   |   |   |   |   [512] cloud_3pm > 5
## |   |   |   |   |   |   |   |   |   [513] pressure_9am <= 1024.3: 5.505 (n = 94, err = NA)
## |   |   |   |   |   |   |   |   |   [514] pressure_9am > 1024.3: 19.200 (n = 8, err = 1462.7)
## |   |   |   |   |   [515] rainfall > 14.2: 12.222 (n = 186, err = NA)
## |   |   |   [516] min_temp > 12.2
## |   |   |   |   [517] humidity_3pm <= 88
## |   |   |   |   |   [518] wind_gust_speed <= 50
## |   |   |   |   |   |   [519] pressure_3pm <= 1005.2: 17.760 (n = 104, err = NA)
## |   |   |   |   |   |   [520] pressure_3pm > 1005.2
## |   |   |   |   |   |   |   [521] cloud_3pm <= 7: 6.550 (n = 724, err = NA)
## |   |   |   |   |   |   |   [522] cloud_3pm > 7: 9.596 (n = 446, err = NA)
## |   |   |   |   |   [523] wind_gust_speed > 50
## |   |   |   |   |   |   [524] cloud_9am <= 6
## |   |   |   |   |   |   |   [525] rain_today in No: 7.958 (n = 133, err = NA)
## |   |   |   |   |   |   |   [526] rain_today in Yes: 14.271 (n = 92, err = 32482.4)
## |   |   |   |   |   |   [527] cloud_9am > 6: 17.452 (n = 233, err = NA)
## |   |   |   |   [528] humidity_3pm > 88
## |   |   |   |   |   [529] wind_gust_speed <= 48
## |   |   |   |   |   |   [530] min_temp <= 23.7
## |   |   |   |   |   |   |   [531] rainfall <= 3.6
## |   |   |   |   |   |   |   |   [532] cloud_9am <= 7
## |   |   |   |   |   |   |   |   |   [533] humidity_3pm <= 96
## |   |   |   |   |   |   |   |   |   |   [534] wind_speed_3pm <= 7: 14.421 (n = 73, err = NA)
## |   |   |   |   |   |   |   |   |   |   [535] wind_speed_3pm > 7
## |   |   |   |   |   |   |   |   |   |   |   [536] sunshine <= 0.4: 14.274 (n = 44, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [537] sunshine > 0.4: 7.775 (n = 313, err = NA)
## |   |   |   |   |   |   |   |   |   [538] humidity_3pm > 96
## |   |   |   |   |   |   |   |   |   |   [539] wind_gust_speed <= 24: 5.611 (n = 35, err = 1280.8)
## |   |   |   |   |   |   |   |   |   |   [540] wind_gust_speed > 24: 16.808 (n = 144, err = NA)
## |   |   |   |   |   |   |   |   [541] cloud_9am > 7: 15.553 (n = 262, err = NA)
## |   |   |   |   |   |   |   [542] rainfall > 3.6
## |   |   |   |   |   |   |   |   [543] min_temp <= 19.1: 16.002 (n = 496, err = NA)
## |   |   |   |   |   |   |   |   [544] min_temp > 19.1: 26.243 (n = 155, err = NA)
## |   |   |   |   |   |   [545] min_temp > 23.7
## |   |   |   |   |   |   |   [546] max_temp <= 30.9: 47.217 (n = 61, err = NA)
## |   |   |   |   |   |   |   [547] max_temp > 30.9: 19.896 (n = 56, err = 33396.7)
## |   |   |   |   |   [548] wind_gust_speed > 48
## |   |   |   |   |   |   [549] cloud_9am <= 6: 20.464 (n = 290, err = NA)
## |   |   |   |   |   |   [550] cloud_9am > 6
## |   |   |   |   |   |   |   [551] temp_3pm <= 23.8: 28.197 (n = 324, err = NA)
## |   |   |   |   |   |   |   [552] temp_3pm > 23.8: 54.327 (n = 37, err = NA)
## |   |   [553] rainfall > 24.6
## |   |   |   [554] min_temp <= 21
## |   |   |   |   [555] humidity_3pm <= 91
## |   |   |   |   |   [556] rainfall <= 73
## |   |   |   |   |   |   [557] humidity_3pm <= 88: 11.812 (n = 170, err = NA)
## |   |   |   |   |   |   [558] humidity_3pm > 88: 19.889 (n = 100, err = NA)
## |   |   |   |   |   [559] rainfall > 73: 27.489 (n = 47, err = 56512.5)
## |   |   |   |   [560] humidity_3pm > 91
## |   |   |   |   |   [561] wind_speed_3pm <= 52
## |   |   |   |   |   |   [562] min_temp <= 18.8
## |   |   |   |   |   |   |   [563] min_temp <= 6.3
## |   |   |   |   |   |   |   |   [564] wind_speed_3pm <= 22: 7.771 (n = 21, err = 1406.7)
## |   |   |   |   |   |   |   |   [565] wind_speed_3pm > 22: 18.186 (n = 16, err = NA)
## |   |   |   |   |   |   |   [566] min_temp > 6.3: 27.793 (n = 228, err = NA)
## |   |   |   |   |   |   [567] min_temp > 18.8: 51.186 (n = 57, err = NA)
## |   |   |   |   |   [568] wind_speed_3pm > 52: 98.025 (n = 8, err = 20101.6)
## |   |   |   [569] min_temp > 21
## |   |   |   |   [570] humidity_3pm <= 91: 39.244 (n = 102, err = NA)
## |   |   |   |   [571] humidity_3pm > 91: 70.953 (n = 96, err = NA)
## 
## Number of inner nodes:    285
## Number of terminal nodes: 286


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