20.83 Conditional Regression Tree

We can also build a regression tree using (Hothorn et al. 2022).

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 <= 23
## |   |   [3] humidity_3pm <= 82
## |   |   |   [4] humidity_3pm <= 67
## |   |   |   |   [5] pressure_3pm <= 1008.9
## |   |   |   |   |   [6] humidity_3pm <= 50
## |   |   |   |   |   |   [7] sunshine <= 7.9
## |   |   |   |   |   |   |   [8] wind_dir_3pm <= NNE: 5.693 (n = 237, err = NA)
## |   |   |   |   |   |   |   [9] wind_dir_3pm > NNE: 2.779 (n = 1167, err = NA)
## |   |   |   |   |   |   [10] sunshine > 7.9
## |   |   |   |   |   |   |   [11] wind_gust_speed <= 65
## |   |   |   |   |   |   |   |   [12] humidity_3pm <= 27
## |   |   |   |   |   |   |   |   |   [13] humidity_3pm <= 17
## |   |   |   |   |   |   |   |   |   |   [14] humidity_9am <= 75
## |   |   |   |   |   |   |   |   |   |   |   [15] wind_gust_speed <= 46: 0.072 (n = 943, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [16] wind_gust_speed > 46: 0.255 (n = 844, err = NA)
## |   |   |   |   |   |   |   |   |   |   [17] humidity_9am > 75: 2.537 (n = 19, err = 629.0)
## |   |   |   |   |   |   |   |   |   [18] humidity_3pm > 17
## |   |   |   |   |   |   |   |   |   |   [19] wind_gust_speed <= 50: 0.374 (n = 961, err = NA)
## |   |   |   |   |   |   |   |   |   |   [20] wind_gust_speed > 50: 1.147 (n = 509, err = NA)
## |   |   |   |   |   |   |   |   [21] humidity_3pm > 27
## |   |   |   |   |   |   |   |   |   [22] cloud_3pm <= 3
## |   |   |   |   |   |   |   |   |   |   [23] sunshine <= 10
## |   |   |   |   |   |   |   |   |   |   |   [24] wind_gust_speed <= 52
## |   |   |   |   |   |   |   |   |   |   |   |   [25] rainfall <= 12.2: 0.730 (n = 361, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   [26] rainfall > 12.2: 6.457 (n = 8, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [27] wind_gust_speed > 52
## |   |   |   |   |   |   |   |   |   |   |   |   [28] wind_dir_3pm <= ENE: 6.409 (n = 23, err = 2168.3)
## |   |   |   |   |   |   |   |   |   |   |   |   [29] wind_dir_3pm > ENE: 1.304 (n = 95, err = NA)
## |   |   |   |   |   |   |   |   |   |   [30] sunshine > 10: 0.331 (n = 642, err = NA)
## |   |   |   |   |   |   |   |   |   [31] cloud_3pm > 3
## |   |   |   |   |   |   |   |   |   |   [32] min_temp <= 22.7
## |   |   |   |   |   |   |   |   |   |   |   [33] sunshine <= 10.3
## |   |   |   |   |   |   |   |   |   |   |   |   [34] temp_3pm <= 31.8: 1.427 (n = 1528, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   [35] temp_3pm > 31.8: 2.928 (n = 222, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [36] sunshine > 10.3: 0.514 (n = 307, err = NA)
## |   |   |   |   |   |   |   |   |   |   [37] min_temp > 22.7
## |   |   |   |   |   |   |   |   |   |   |   [38] rain_today in No: 2.349 (n = 256, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [39] rain_today in Yes: 8.356 (n = 37, err = NA)
## |   |   |   |   |   |   |   [40] wind_gust_speed > 65
## |   |   |   |   |   |   |   |   [41] wind_dir_3pm <= E
## |   |   |   |   |   |   |   |   |   [42] humidity_3pm <= 34: 3.479 (n = 120, err = NA)
## |   |   |   |   |   |   |   |   |   [43] humidity_3pm > 34
## |   |   |   |   |   |   |   |   |   |   [44] min_temp <= 22: 6.345 (n = 59, err = NA)
## |   |   |   |   |   |   |   |   |   |   [45] min_temp > 22: 26.244 (n = 9, err = 3461.7)
## |   |   |   |   |   |   |   |   [46] wind_dir_3pm > E
## |   |   |   |   |   |   |   |   |   [47] wind_speed_3pm <= 11: 6.891 (n = 33, err = 3132.7)
## |   |   |   |   |   |   |   |   |   [48] wind_speed_3pm > 11
## |   |   |   |   |   |   |   |   |   |   [49] humidity_9am <= 55
## |   |   |   |   |   |   |   |   |   |   |   [50] min_temp <= 26
## |   |   |   |   |   |   |   |   |   |   |   |   [51] wind_dir_3pm <= WNW: 0.453 (n = 379, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   [52] wind_dir_3pm > WNW
## |   |   |   |   |   |   |   |   |   |   |   |   |   [53] wind_gust_speed <= 89: 1.323 (n = 208, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   |   [54] wind_gust_speed > 89: 4.127 (n = 25, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [55] min_temp > 26: 7.520 (n = 21, err = NA)
## |   |   |   |   |   |   |   |   |   |   [56] humidity_9am > 55
## |   |   |   |   |   |   |   |   |   |   |   [57] wind_speed_3pm <= 26: 5.175 (n = 65, err = 4473.8)
## |   |   |   |   |   |   |   |   |   |   |   [58] wind_speed_3pm > 26
## |   |   |   |   |   |   |   |   |   |   |   |   [59] pressure_3pm <= 994.8: 4.978 (n = 9, err = 354.6)
## |   |   |   |   |   |   |   |   |   |   |   |   [60] pressure_3pm > 994.8: 1.529 (n = 202, err = NA)
## |   |   |   |   |   [61] humidity_3pm > 50
## |   |   |   |   |   |   [62] wind_gust_speed <= 44
## |   |   |   |   |   |   |   [63] sunshine <= 9.2
## |   |   |   |   |   |   |   |   [64] wind_gust_speed <= 33: 2.472 (n = 837, err = NA)
## |   |   |   |   |   |   |   |   [65] wind_gust_speed > 33
## |   |   |   |   |   |   |   |   |   [66] humidity_9am <= 66: 2.546 (n = 378, err = NA)
## |   |   |   |   |   |   |   |   |   [67] humidity_9am > 66: 5.150 (n = 1083, err = NA)
## |   |   |   |   |   |   |   [68] sunshine > 9.2
## |   |   |   |   |   |   |   |   [69] humidity_3pm <= 57: 0.462 (n = 339, err = NA)
## |   |   |   |   |   |   |   |   [70] humidity_3pm > 57: 1.933 (n = 463, err = NA)
## |   |   |   |   |   |   [71] wind_gust_speed > 44
## |   |   |   |   |   |   |   [72] min_temp <= 23.3
## |   |   |   |   |   |   |   |   [73] humidity_9am <= 67
## |   |   |   |   |   |   |   |   |   [74] wind_gust_speed <= 59
## |   |   |   |   |   |   |   |   |   |   [75] wind_speed_3pm <= 24: 3.387 (n = 204, err = NA)
## |   |   |   |   |   |   |   |   |   |   [76] wind_speed_3pm > 24: 1.549 (n = 160, err = NA)
## |   |   |   |   |   |   |   |   |   [77] wind_gust_speed > 59: 4.845 (n = 278, err = NA)
## |   |   |   |   |   |   |   |   [78] humidity_9am > 67
## |   |   |   |   |   |   |   |   |   [79] wind_gust_speed <= 59
## |   |   |   |   |   |   |   |   |   |   [80] wind_speed_3pm <= 11: 9.344 (n = 57, err = NA)
## |   |   |   |   |   |   |   |   |   |   [81] wind_speed_3pm > 11: 4.664 (n = 631, err = NA)
## |   |   |   |   |   |   |   |   |   [82] wind_gust_speed > 59
## |   |   |   |   |   |   |   |   |   |   [83] temp_3pm <= 18
## |   |   |   |   |   |   |   |   |   |   |   [84] pressure_3pm <= 995.9: 10.300 (n = 28, err = 3871.2)
## |   |   |   |   |   |   |   |   |   |   |   [85] pressure_3pm > 995.9: 5.208 (n = 212, err = NA)
## |   |   |   |   |   |   |   |   |   |   [86] temp_3pm > 18
## |   |   |   |   |   |   |   |   |   |   |   [87] cloud_3pm <= 3: 2.964 (n = 33, err = 823.2)
## |   |   |   |   |   |   |   |   |   |   |   [88] cloud_3pm > 3: 10.510 (n = 178, err = NA)
## |   |   |   |   |   |   |   [89] min_temp > 23.3
## |   |   |   |   |   |   |   |   [90] rain_today in No
## |   |   |   |   |   |   |   |   |   [91] wind_speed_3pm <= 26: 9.310 (n = 116, err = NA)
## |   |   |   |   |   |   |   |   |   [92] wind_speed_3pm > 26: 3.233 (n = 77, err = NA)
## |   |   |   |   |   |   |   |   [93] rain_today in Yes: 15.223 (n = 99, err = NA)
## |   |   |   |   [94] pressure_3pm > 1008.9
## |   |   |   |   |   [95] humidity_3pm <= 50
## |   |   |   |   |   |   [96] sunshine <= 7.5
## |   |   |   |   |   |   |   [97] pressure_3pm <= 1015
## |   |   |   |   |   |   |   |   [98] wind_dir_9am <= NE: 2.897 (n = 554, err = NA)
## |   |   |   |   |   |   |   |   [99] wind_dir_9am > NE
## |   |   |   |   |   |   |   |   |   [100] humidity_9am <= 56: 0.692 (n = 392, err = NA)
## |   |   |   |   |   |   |   |   |   [101] humidity_9am > 56
## |   |   |   |   |   |   |   |   |   |   [102] wind_dir_9am <= SSE
## |   |   |   |   |   |   |   |   |   |   |   [103] wind_gust_speed <= 56: 2.551 (n = 193, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [104] wind_gust_speed > 56: 16.160 (n = 11, err = NA)
## |   |   |   |   |   |   |   |   |   |   [105] wind_dir_9am > SSE
## |   |   |   |   |   |   |   |   |   |   |   [106] rainfall <= 10.2: 1.332 (n = 458, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [107] rainfall > 10.2: 5.032 (n = 19, err = 529.6)
## |   |   |   |   |   |   |   [108] pressure_3pm > 1015
## |   |   |   |   |   |   |   |   [109] wind_gust_speed <= 57
## |   |   |   |   |   |   |   |   |   [110] wind_gust_speed <= 31
## |   |   |   |   |   |   |   |   |   |   [111] sunshine <= 2.9: 0.724 (n = 150, err = NA)
## |   |   |   |   |   |   |   |   |   |   [112] sunshine > 2.9: 0.184 (n = 766, err = NA)
## |   |   |   |   |   |   |   |   |   [113] wind_gust_speed > 31
## |   |   |   |   |   |   |   |   |   |   [114] wind_dir_9am <= ESE
## |   |   |   |   |   |   |   |   |   |   |   [115] pressure_3pm <= 1019.7: 1.667 (n = 376, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [116] pressure_3pm > 1019.7: 0.503 (n = 287, err = NA)
## |   |   |   |   |   |   |   |   |   |   [117] wind_dir_9am > ESE: 0.395 (n = 879, err = NA)
## |   |   |   |   |   |   |   |   [118] wind_gust_speed > 57: 2.466 (n = 123, err = NA)
## |   |   |   |   |   |   [119] sunshine > 7.5
## |   |   |   |   |   |   |   [120] wind_gust_speed <= 57
## |   |   |   |   |   |   |   |   [121] humidity_3pm <= 31
## |   |   |   |   |   |   |   |   |   [122] humidity_3pm <= 20
## |   |   |   |   |   |   |   |   |   |   [123] sunshine <= 10.1
## |   |   |   |   |   |   |   |   |   |   |   [124] sunshine <= 9.5
## |   |   |   |   |   |   |   |   |   |   |   |   [125] wind_gust_speed <= 46: 0.044 (n = 3351, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   [126] wind_gust_speed > 46
## |   |   |   |   |   |   |   |   |   |   |   |   |   [127] humidity_3pm <= 16: 0.060 (n = 508, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   |   [128] humidity_3pm > 16: 0.270 (n = 269, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [129] sunshine > 9.5: 0.256 (n = 212, err = 524.1)
## |   |   |   |   |   |   |   |   |   |   [130] sunshine > 10.1
## |   |   |   |   |   |   |   |   |   |   |   [131] sunshine <= 10.8: 0.034 (n = 482, err = 29.3)
## |   |   |   |   |   |   |   |   |   |   |   [132] sunshine > 10.8: 0.007 (n = 2177, err = NA)
## |   |   |   |   |   |   |   |   |   [133] humidity_3pm > 20
## |   |   |   |   |   |   |   |   |   |   [134] wind_gust_speed <= 48
## |   |   |   |   |   |   |   |   |   |   |   [135] pressure_3pm <= 1016.1
## |   |   |   |   |   |   |   |   |   |   |   |   [136] wind_dir_9am <= NE
## |   |   |   |   |   |   |   |   |   |   |   |   |   [137] wind_gust_speed <= 37
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [138] temp_3pm <= 26.4: 0.482 (n = 259, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [139] temp_3pm > 26.4
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   [140] rain_today in No: 0.033 (n = 388, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   [141] rain_today in Yes: 0.311 (n = 9, err = 5.0)
## |   |   |   |   |   |   |   |   |   |   |   |   |   [142] wind_gust_speed > 37: 0.686 (n = 689, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   [143] wind_dir_9am > NE
## |   |   |   |   |   |   |   |   |   |   |   |   |   [144] sunshine <= 9.4: 0.194 (n = 2222, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   |   [145] sunshine > 9.4: 0.035 (n = 1287, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [146] pressure_3pm > 1016.1
## |   |   |   |   |   |   |   |   |   |   |   |   [147] pressure_3pm <= 1018.7: 0.111 (n = 1472, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   [148] pressure_3pm > 1018.7: 0.032 (n = 2531, err = NA)
## |   |   |   |   |   |   |   |   |   |   [149] wind_gust_speed > 48
## |   |   |   |   |   |   |   |   |   |   |   [150] pressure_3pm <= 1012.9: 0.834 (n = 454, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [151] pressure_3pm > 1012.9: 0.237 (n = 826, err = NA)
## |   |   |   |   |   |   |   |   [152] humidity_3pm > 31
## |   |   |   |   |   |   |   |   |   [153] pressure_3pm <= 1015.3
## |   |   |   |   |   |   |   |   |   |   [154] sunshine <= 9.3
## |   |   |   |   |   |   |   |   |   |   |   [155] wind_gust_speed <= 46
## |   |   |   |   |   |   |   |   |   |   |   |   [156] pressure_3pm <= 1011.1
## |   |   |   |   |   |   |   |   |   |   |   |   |   [157] pressure_9am <= 1015
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [158] wind_dir_3pm <= NNE: 2.269 (n = 76, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [159] wind_dir_3pm > NNE
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   [160] humidity_3pm <= 42: 0.384 (n = 391, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   [161] humidity_3pm > 42: 0.955 (n = 324, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   |   [162] pressure_9am > 1015: 2.630 (n = 125, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   [163] pressure_3pm > 1011.1
## |   |   |   |   |   |   |   |   |   |   |   |   |   [164] min_temp <= 19.8
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [165] wind_gust_speed <= 28: 0.210 (n = 1214, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [166] wind_gust_speed > 28
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   [167] humidity_3pm <= 42
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   [168] temp_3pm <= 26.7
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   [169] evaporation <= 4: 1.280 (n = 112, err = 1235.0)
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   [170] evaporation > 4: 0.205 (n = 1699, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   [171] temp_3pm > 26.7: 0.747 (n = 637, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   [172] humidity_3pm > 42: 0.705 (n = 1836, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   |   [173] min_temp > 19.8: 1.148 (n = 232, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [174] wind_gust_speed > 46
## |   |   |   |   |   |   |   |   |   |   |   |   [175] max_temp <= 30.4
## |   |   |   |   |   |   |   |   |   |   |   |   |   [176] wind_speed_3pm <= 19: 1.714 (n = 255, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   |   [177] wind_speed_3pm > 19
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [178] wind_dir_3pm <= NNE: 3.033 (n = 52, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [179] wind_dir_3pm > NNE: 0.505 (n = 734, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   [180] max_temp > 30.4: 3.538 (n = 177, err = NA)
## |   |   |   |   |   |   |   |   |   |   [181] sunshine > 9.3
## |   |   |   |   |   |   |   |   |   |   |   [182] sunshine <= 10.9: 0.288 (n = 1476, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [183] sunshine > 10.9: 0.084 (n = 1538, err = NA)
## |   |   |   |   |   |   |   |   |   [184] pressure_3pm > 1015.3
## |   |   |   |   |   |   |   |   |   |   [185] wind_gust_speed <= 52
## |   |   |   |   |   |   |   |   |   |   |   [186] pressure_3pm <= 1019.6
## |   |   |   |   |   |   |   |   |   |   |   |   [187] pressure_9am <= 1024.2
## |   |   |   |   |   |   |   |   |   |   |   |   |   [188] sunshine <= 10.1
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [189] wind_dir_3pm <= ENE: 0.679 (n = 965, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [190] wind_dir_3pm > ENE
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   [191] wind_dir_3pm <= WNW
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   [192] humidity_9am <= 75: 0.141 (n = 2170, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   [193] humidity_9am > 75: 0.308 (n = 762, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   [194] wind_dir_3pm > WNW: 0.478 (n = 491, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   |   [195] sunshine > 10.1: 0.071 (n = 1506, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   [196] pressure_9am > 1024.2: 1.461 (n = 70, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [197] pressure_3pm > 1019.6
## |   |   |   |   |   |   |   |   |   |   |   |   [198] humidity_3pm <= 47
## |   |   |   |   |   |   |   |   |   |   |   |   |   [199] wind_gust_speed <= 43: 0.088 (n = 5535, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   |   [200] wind_gust_speed > 43
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [201] humidity_9am <= 82: 0.169 (n = 625, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [202] humidity_9am > 82: 1.090 (n = 61, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   [203] humidity_3pm > 47
## |   |   |   |   |   |   |   |   |   |   |   |   |   [204] rainfall <= 6.6: 0.215 (n = 1467, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   |   [205] rainfall > 6.6: 1.457 (n = 28, err = 381.7)
## |   |   |   |   |   |   |   |   |   |   [206] wind_gust_speed > 52: 0.577 (n = 477, err = NA)
## |   |   |   |   |   |   |   [207] wind_gust_speed > 57
## |   |   |   |   |   |   |   |   [208] humidity_3pm <= 34
## |   |   |   |   |   |   |   |   |   [209] max_temp <= 32.2
## |   |   |   |   |   |   |   |   |   |   [210] wind_speed_9am <= 13: 0.818 (n = 137, err = NA)
## |   |   |   |   |   |   |   |   |   |   [211] wind_speed_9am > 13: 0.226 (n = 687, err = NA)
## |   |   |   |   |   |   |   |   |   [212] max_temp > 32.2
## |   |   |   |   |   |   |   |   |   |   [213] humidity_3pm <= 28
## |   |   |   |   |   |   |   |   |   |   |   [214] wind_gust_dir <= SSW
## |   |   |   |   |   |   |   |   |   |   |   |   [215] wind_speed_9am <= 11: 1.279 (n = 33, err = 276.2)
## |   |   |   |   |   |   |   |   |   |   |   |   [216] wind_speed_9am > 11: 0.157 (n = 256, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [217] wind_gust_dir > SSW
## |   |   |   |   |   |   |   |   |   |   |   |   [218] wind_gust_speed <= 80: 1.474 (n = 108, err = 1318.7)
## |   |   |   |   |   |   |   |   |   |   |   |   [219] wind_gust_speed > 80: 6.969 (n = 13, err = 763.6)
## |   |   |   |   |   |   |   |   |   |   [220] humidity_3pm > 28: 5.100 (n = 46, err = NA)
## |   |   |   |   |   |   |   |   [221] humidity_3pm > 34
## |   |   |   |   |   |   |   |   |   [222] temp_3pm <= 31.7
## |   |   |   |   |   |   |   |   |   |   [223] temp_3pm <= 28
## |   |   |   |   |   |   |   |   |   |   |   [224] pressure_3pm <= 1015.4: 1.671 (n = 522, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [225] pressure_3pm > 1015.4
## |   |   |   |   |   |   |   |   |   |   |   |   [226] rainfall <= 8.4: 0.291 (n = 234, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   [227] rainfall > 8.4: 1.671 (n = 17, err = 176.0)
## |   |   |   |   |   |   |   |   |   |   [228] temp_3pm > 28
## |   |   |   |   |   |   |   |   |   |   |   [229] wind_gust_speed <= 74: 3.018 (n = 59, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [230] wind_gust_speed > 74: 18.289 (n = 10, err = NA)
## |   |   |   |   |   |   |   |   |   [231] temp_3pm > 31.7: 20.063 (n = 19, err = 16303.8)
## |   |   |   |   |   [232] humidity_3pm > 50
## |   |   |   |   |   |   [233] wind_gust_speed <= 46
## |   |   |   |   |   |   |   [234] pressure_3pm <= 1016
## |   |   |   |   |   |   |   |   [235] rainfall <= 3.8
## |   |   |   |   |   |   |   |   |   [236] cloud_3pm <= 5
## |   |   |   |   |   |   |   |   |   |   [237] sunshine <= 10.1
## |   |   |   |   |   |   |   |   |   |   |   [238] wind_gust_speed <= 35
## |   |   |   |   |   |   |   |   |   |   |   |   [239] rain_today in No: 0.770 (n = 3064, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   [240] rain_today in Yes: 1.385 (n = 348, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [241] wind_gust_speed > 35
## |   |   |   |   |   |   |   |   |   |   |   |   [242] cloud_9am <= 2
## |   |   |   |   |   |   |   |   |   |   |   |   |   [243] wind_dir_3pm <= WSW: 0.562 (n = 852, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   |   [244] wind_dir_3pm > WSW: 2.564 (n = 59, err = 1957.9)
## |   |   |   |   |   |   |   |   |   |   |   |   [245] cloud_9am > 2
## |   |   |   |   |   |   |   |   |   |   |   |   |   [246] wind_speed_3pm <= 20
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [247] min_temp <= 5.6: 0.793 (n = 354, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [248] min_temp > 5.6: 2.194 (n = 2447, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   |   [249] wind_speed_3pm > 20
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [250] rain_today in No: 0.909 (n = 1022, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [251] rain_today in Yes: 2.415 (n = 84, err = NA)
## |   |   |   |   |   |   |   |   |   |   [252] sunshine > 10.1
## |   |   |   |   |   |   |   |   |   |   |   [253] evaporation <= 4.4: 0.656 (n = 205, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [254] evaporation > 4.4
## |   |   |   |   |   |   |   |   |   |   |   |   [255] cloud_3pm <= 3: 0.136 (n = 896, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   [256] cloud_3pm > 3
## |   |   |   |   |   |   |   |   |   |   |   |   |   [257] wind_dir_9am <= WSW: 0.189 (n = 190, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   |   [258] wind_dir_9am > WSW: 1.955 (n = 37, err = NA)
## |   |   |   |   |   |   |   |   |   [259] cloud_3pm > 5: 2.173 (n = 2373, err = NA)
## |   |   |   |   |   |   |   |   [260] rainfall > 3.8
## |   |   |   |   |   |   |   |   |   [261] cloud_9am <= 7: 2.381 (n = 990, err = NA)
## |   |   |   |   |   |   |   |   |   [262] cloud_9am > 7: 5.970 (n = 233, err = NA)
## |   |   |   |   |   |   |   [263] pressure_3pm > 1016
## |   |   |   |   |   |   |   |   [264] rainfall <= 6.6
## |   |   |   |   |   |   |   |   |   [265] cloud_3pm <= 5
## |   |   |   |   |   |   |   |   |   |   [266] wind_gust_speed <= 28
## |   |   |   |   |   |   |   |   |   |   |   [267] pressure_3pm <= 1023.3
## |   |   |   |   |   |   |   |   |   |   |   |   [268] humidity_3pm <= 66
## |   |   |   |   |   |   |   |   |   |   |   |   |   [269] sunshine <= 2.2: 2.122 (n = 25, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   |   [270] sunshine > 2.2
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [271] humidity_3pm <= 54: 0.213 (n = 610, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [272] humidity_3pm > 54: 0.484 (n = 1324, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   [273] humidity_3pm > 66: 1.368 (n = 80, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [274] pressure_3pm > 1023.3: 0.199 (n = 1727, err = NA)
## |   |   |   |   |   |   |   |   |   |   [275] wind_gust_speed > 28
## |   |   |   |   |   |   |   |   |   |   |   [276] sunshine <= 10.3
## |   |   |   |   |   |   |   |   |   |   |   |   [277] rain_today in No: 0.585 (n = 5081, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   [278] rain_today in Yes
## |   |   |   |   |   |   |   |   |   |   |   |   |   [279] wind_gust_speed <= 43: 0.935 (n = 943, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   |   [280] wind_gust_speed > 43: 1.989 (n = 109, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [281] sunshine > 10.3: 0.103 (n = 776, err = NA)
## |   |   |   |   |   |   |   |   |   [282] cloud_3pm > 5
## |   |   |   |   |   |   |   |   |   |   [283] temp_3pm <= 16.6
## |   |   |   |   |   |   |   |   |   |   |   [284] pressure_3pm <= 1019.1: 0.952 (n = 372, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [285] pressure_3pm > 1019.1
## |   |   |   |   |   |   |   |   |   |   |   |   [286] wind_gust_speed <= 35
## |   |   |   |   |   |   |   |   |   |   |   |   |   [287] pressure_3pm <= 1022.5: 0.553 (n = 314, err = 832.6)
## |   |   |   |   |   |   |   |   |   |   |   |   |   [288] pressure_3pm > 1022.5: 0.229 (n = 825, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   [289] wind_gust_speed > 35: 0.715 (n = 574, err = NA)
## |   |   |   |   |   |   |   |   |   |   [290] temp_3pm > 16.6
## |   |   |   |   |   |   |   |   |   |   |   [291] humidity_3pm <= 66: 1.219 (n = 1930, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [292] humidity_3pm > 66: 3.273 (n = 97, err = NA)
## |   |   |   |   |   |   |   |   [293] rainfall > 6.6
## |   |   |   |   |   |   |   |   |   [294] wind_gust_speed <= 33: 1.049 (n = 309, err = NA)
## |   |   |   |   |   |   |   |   |   [295] wind_gust_speed > 33: 1.938 (n = 460, err = NA)
## |   |   |   |   |   |   [296] wind_gust_speed > 46
## |   |   |   |   |   |   |   [297] sunshine <= 8.7
## |   |   |   |   |   |   |   |   [298] pressure_3pm <= 1011.1
## |   |   |   |   |   |   |   |   |   [299] wind_speed_9am <= 17: 6.896 (n = 254, err = NA)
## |   |   |   |   |   |   |   |   |   [300] wind_speed_9am > 17
## |   |   |   |   |   |   |   |   |   |   [301] sunshine <= 6.8
## |   |   |   |   |   |   |   |   |   |   |   [302] humidity_9am <= 71: 2.471 (n = 60, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [303] humidity_9am > 71: 6.956 (n = 63, err = NA)
## |   |   |   |   |   |   |   |   |   |   [304] sunshine > 6.8
## |   |   |   |   |   |   |   |   |   |   |   [305] wind_gust_dir <= SSW: 1.318 (n = 108, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [306] wind_gust_dir > SSW: 3.164 (n = 144, err = NA)
## |   |   |   |   |   |   |   |   [307] pressure_3pm > 1011.1
## |   |   |   |   |   |   |   |   |   [308] humidity_9am <= 68
## |   |   |   |   |   |   |   |   |   |   [309] sunshine <= 4.9: 3.105 (n = 272, err = NA)
## |   |   |   |   |   |   |   |   |   |   [310] sunshine > 4.9: 1.527 (n = 1601, err = NA)
## |   |   |   |   |   |   |   |   |   [311] humidity_9am > 68
## |   |   |   |   |   |   |   |   |   |   [312] temp_3pm <= 18.1
## |   |   |   |   |   |   |   |   |   |   |   [313] pressure_3pm <= 1015: 2.874 (n = 418, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [314] pressure_3pm > 1015
## |   |   |   |   |   |   |   |   |   |   |   |   [315] sunshine <= 5.4: 2.786 (n = 210, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   [316] sunshine > 5.4
## |   |   |   |   |   |   |   |   |   |   |   |   |   [317] wind_gust_speed <= 81
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [318] rain_today in No: 0.963 (n = 375, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [319] rain_today in Yes: 1.711 (n = 387, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   |   [320] wind_gust_speed > 81: 6.822 (n = 9, err = 508.8)
## |   |   |   |   |   |   |   |   |   |   [321] temp_3pm > 18.1
## |   |   |   |   |   |   |   |   |   |   |   [322] rain_today in No
## |   |   |   |   |   |   |   |   |   |   |   |   [323] wind_speed_3pm <= 9: 13.635 (n = 18, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   [324] wind_speed_3pm > 9
## |   |   |   |   |   |   |   |   |   |   |   |   |   [325] wind_speed_3pm <= 22: 3.926 (n = 189, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   |   [326] wind_speed_3pm > 22
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [327] max_temp <= 18.8: 13.700 (n = 10, err = 2580.1)
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [328] max_temp > 18.8: 1.553 (n = 431, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [329] rain_today in Yes
## |   |   |   |   |   |   |   |   |   |   |   |   [330] min_temp <= 8
## |   |   |   |   |   |   |   |   |   |   |   |   |   [331] wind_speed_3pm <= 22: 8.175 (n = 16, err = 2043.3)
## |   |   |   |   |   |   |   |   |   |   |   |   |   [332] wind_speed_3pm > 22: 33.733 (n = 9, err = 11774.7)
## |   |   |   |   |   |   |   |   |   |   |   |   [333] min_temp > 8
## |   |   |   |   |   |   |   |   |   |   |   |   |   [334] wind_speed_3pm <= 19: 10.324 (n = 46, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   |   [335] wind_speed_3pm > 19
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [336] pressure_9am <= 1025: 3.209 (n = 269, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [337] pressure_9am > 1025: 12.637 (n = 28, err = NA)
## |   |   |   |   |   |   |   [338] sunshine > 8.7: 0.949 (n = 757, err = NA)
## |   |   |   [339] humidity_3pm > 67
## |   |   |   |   [340] pressure_3pm <= 1008.9
## |   |   |   |   |   [341] sunshine <= 4.3
## |   |   |   |   |   |   [342] temp_3pm <= 25
## |   |   |   |   |   |   |   [343] cloud_3pm <= 7
## |   |   |   |   |   |   |   |   [344] rainfall <= 13.6: 5.871 (n = 322, err = NA)
## |   |   |   |   |   |   |   |   [345] rainfall > 13.6: 13.107 (n = 28, err = 3957.5)
## |   |   |   |   |   |   |   [346] cloud_3pm > 7: 11.947 (n = 144, err = NA)
## |   |   |   |   |   |   [347] temp_3pm > 25
## |   |   |   |   |   |   |   [348] humidity_3pm <= 76: 11.974 (n = 136, err = 55327.0)
## |   |   |   |   |   |   |   [349] humidity_3pm > 76: 24.106 (n = 67, err = NA)
## |   |   |   |   |   [350] sunshine > 4.3
## |   |   |   |   |   |   [351] wind_gust_speed <= 46
## |   |   |   |   |   |   |   [352] cloud_3pm <= 6: 4.083 (n = 772, err = NA)
## |   |   |   |   |   |   |   [353] cloud_3pm > 6: 6.847 (n = 366, err = NA)
## |   |   |   |   |   |   [354] wind_gust_speed > 46
## |   |   |   |   |   |   |   [355] humidity_9am <= 70: 4.992 (n = 287, err = NA)
## |   |   |   |   |   |   |   [356] humidity_9am > 70: 8.372 (n = 583, err = NA)
## |   |   |   |   [357] pressure_3pm > 1008.9
## |   |   |   |   |   [358] wind_gust_speed <= 41
## |   |   |   |   |   |   [359] pressure_3pm <= 1019.3
## |   |   |   |   |   |   |   [360] cloud_3pm <= 6
## |   |   |   |   |   |   |   |   [361] rain_today in No
## |   |   |   |   |   |   |   |   |   [362] sunshine <= 1.6
## |   |   |   |   |   |   |   |   |   |   [363] temp_3pm <= 21.9: 3.505 (n = 47, err = NA)
## |   |   |   |   |   |   |   |   |   |   [364] temp_3pm > 21.9: 13.314 (n = 7, err = 1217.8)
## |   |   |   |   |   |   |   |   |   [365] sunshine > 1.6
## |   |   |   |   |   |   |   |   |   |   [366] wind_speed_3pm <= 20: 1.871 (n = 1960, err = NA)
## |   |   |   |   |   |   |   |   |   |   [367] wind_speed_3pm > 20: 0.903 (n = 621, err = NA)
## |   |   |   |   |   |   |   |   [368] rain_today in Yes
## |   |   |   |   |   |   |   |   |   [369] humidity_3pm <= 79
## |   |   |   |   |   |   |   |   |   |   [370] wind_gust_speed <= 31: 1.938 (n = 314, err = NA)
## |   |   |   |   |   |   |   |   |   |   [371] wind_gust_speed > 31: 3.415 (n = 472, err = NA)
## |   |   |   |   |   |   |   |   |   [372] humidity_3pm > 79: 5.208 (n = 128, err = NA)
## |   |   |   |   |   |   |   [373] cloud_3pm > 6
## |   |   |   |   |   |   |   |   [374] humidity_3pm <= 78: 3.476 (n = 1461, err = NA)
## |   |   |   |   |   |   |   |   [375] humidity_3pm > 78
## |   |   |   |   |   |   |   |   |   [376] temp_9am <= 24.8
## |   |   |   |   |   |   |   |   |   |   [377] rainfall <= 20: 4.858 (n = 356, err = NA)
## |   |   |   |   |   |   |   |   |   |   [378] rainfall > 20: 15.375 (n = 8, err = 2380.0)
## |   |   |   |   |   |   |   |   |   [379] temp_9am > 24.8: 21.800 (n = 20, err = 7281.4)
## |   |   |   |   |   |   [380] pressure_3pm > 1019.3
## |   |   |   |   |   |   |   [381] rainfall <= 2.6
## |   |   |   |   |   |   |   |   [382] wind_gust_speed <= 28
## |   |   |   |   |   |   |   |   |   [383] min_temp <= 10.5
## |   |   |   |   |   |   |   |   |   |   [384] pressure_3pm <= 1023.6: 0.761 (n = 322, err = NA)
## |   |   |   |   |   |   |   |   |   |   [385] pressure_3pm > 1023.6
## |   |   |   |   |   |   |   |   |   |   |   [386] humidity_3pm <= 75: 0.260 (n = 462, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [387] humidity_3pm > 75: 0.496 (n = 210, err = NA)
## |   |   |   |   |   |   |   |   |   [388] min_temp > 10.5: 1.281 (n = 291, err = NA)
## |   |   |   |   |   |   |   |   [389] wind_gust_speed > 28
## |   |   |   |   |   |   |   |   |   [390] cloud_3pm <= 4
## |   |   |   |   |   |   |   |   |   |   [391] rainfall <= 0: 0.235 (n = 111, err = NA)
## |   |   |   |   |   |   |   |   |   |   [392] rainfall > 0: 1.096 (n = 59, err = NA)
## |   |   |   |   |   |   |   |   |   [393] cloud_3pm > 4: 1.544 (n = 1319, err = NA)
## |   |   |   |   |   |   |   [394] rainfall > 2.6
## |   |   |   |   |   |   |   |   [395] humidity_3pm <= 80
## |   |   |   |   |   |   |   |   |   [396] min_temp <= 16.9
## |   |   |   |   |   |   |   |   |   |   [397] humidity_3pm <= 74
## |   |   |   |   |   |   |   |   |   |   |   [398] wind_gust_speed <= 35: 1.139 (n = 212, err = 1047.7)
## |   |   |   |   |   |   |   |   |   |   |   [399] wind_gust_speed > 35: 2.477 (n = 108, err = NA)
## |   |   |   |   |   |   |   |   |   |   [400] humidity_3pm > 74: 2.916 (n = 192, err = NA)
## |   |   |   |   |   |   |   |   |   [401] min_temp > 16.9: 4.890 (n = 40, err = 3165.8)
## |   |   |   |   |   |   |   |   [402] humidity_3pm > 80
## |   |   |   |   |   |   |   |   |   [403] wind_speed_9am <= 7: 2.109 (n = 23, err = NA)
## |   |   |   |   |   |   |   |   |   [404] wind_speed_9am > 7: 6.989 (n = 37, err = NA)
## |   |   |   |   |   [405] wind_gust_speed > 41
## |   |   |   |   |   |   [406] sunshine <= 1.5
## |   |   |   |   |   |   |   [407] rainfall <= 10.8: 6.611 (n = 312, err = NA)
## |   |   |   |   |   |   |   [408] rainfall > 10.8: 15.072 (n = 47, err = 11862.7)
## |   |   |   |   |   |   [409] sunshine > 1.5
## |   |   |   |   |   |   |   [410] wind_gust_speed <= 56
## |   |   |   |   |   |   |   |   [411] wind_speed_3pm <= 19
## |   |   |   |   |   |   |   |   |   [412] temp_3pm <= 16.8
## |   |   |   |   |   |   |   |   |   |   [413] rainfall <= 16.6
## |   |   |   |   |   |   |   |   |   |   |   [414] temp_3pm <= 10.5: 1.315 (n = 94, err = 483.2)
## |   |   |   |   |   |   |   |   |   |   |   [415] temp_3pm > 10.5
## |   |   |   |   |   |   |   |   |   |   |   |   [416] pressure_3pm <= 1013.8
## |   |   |   |   |   |   |   |   |   |   |   |   |   [417] pressure_9am <= 1012.2: 3.600 (n = 33, err = 548.3)
## |   |   |   |   |   |   |   |   |   |   |   |   |   [418] pressure_9am > 1012.2: 7.966 (n = 29, err = 1142.6)
## |   |   |   |   |   |   |   |   |   |   |   |   [419] pressure_3pm > 1013.8: 3.026 (n = 242, err = NA)
## |   |   |   |   |   |   |   |   |   |   [420] rainfall > 16.6: 9.114 (n = 14, err = 514.9)
## |   |   |   |   |   |   |   |   |   [421] temp_3pm > 16.8: 5.926 (n = 410, err = NA)
## |   |   |   |   |   |   |   |   [422] wind_speed_3pm > 19
## |   |   |   |   |   |   |   |   |   [423] wind_gust_speed <= 46
## |   |   |   |   |   |   |   |   |   |   [424] rainfall <= 7.8: 2.247 (n = 828, err = NA)
## |   |   |   |   |   |   |   |   |   |   [425] rainfall > 7.8: 4.598 (n = 101, err = NA)
## |   |   |   |   |   |   |   |   |   [426] wind_gust_speed > 46
## |   |   |   |   |   |   |   |   |   |   [427] wind_speed_3pm <= 33
## |   |   |   |   |   |   |   |   |   |   |   [428] max_temp <= 14.6: 2.171 (n = 199, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [429] max_temp > 14.6: 4.544 (n = 830, err = NA)
## |   |   |   |   |   |   |   |   |   |   [430] wind_speed_3pm > 33: 1.788 (n = 229, err = NA)
## |   |   |   |   |   |   |   [431] wind_gust_speed > 56
## |   |   |   |   |   |   |   |   [432] wind_speed_9am <= 15
## |   |   |   |   |   |   |   |   |   [433] wind_gust_speed <= 78: 7.160 (n = 212, err = NA)
## |   |   |   |   |   |   |   |   |   [434] wind_gust_speed > 78: 30.756 (n = 9, err = 11171.0)
## |   |   |   |   |   |   |   |   [435] wind_speed_9am > 15: 4.681 (n = 922, err = NA)
## |   |   [436] humidity_3pm > 82
## |   |   |   [437] min_temp <= 12.2
## |   |   |   |   [438] pressure_3pm <= 1009.4
## |   |   |   |   |   [439] humidity_3pm <= 89
## |   |   |   |   |   |   [440] pressure_3pm <= 1003.7
## |   |   |   |   |   |   |   [441] min_temp <= 7.8: 9.193 (n = 60, err = NA)
## |   |   |   |   |   |   |   [442] min_temp > 7.8: 14.518 (n = 85, err = NA)
## |   |   |   |   |   |   [443] pressure_3pm > 1003.7: 7.726 (n = 215, err = NA)
## |   |   |   |   |   [444] humidity_3pm > 89
## |   |   |   |   |   |   [445] temp_9am <= 11.9
## |   |   |   |   |   |   |   [446] rainfall <= 5: 10.068 (n = 178, err = NA)
## |   |   |   |   |   |   |   [447] rainfall > 5
## |   |   |   |   |   |   |   |   [448] sunshine <= 0: 30.471 (n = 17, err = 5564.2)
## |   |   |   |   |   |   |   |   [449] sunshine > 0: 14.072 (n = 90, err = NA)
## |   |   |   |   |   |   [450] temp_9am > 11.9: 17.744 (n = 188, err = NA)
## |   |   |   |   [451] pressure_3pm > 1009.4
## |   |   |   |   |   [452] min_temp <= 7.4
## |   |   |   |   |   |   [453] pressure_3pm <= 1014.1
## |   |   |   |   |   |   |   [454] wind_gust_dir <= ENE: 11.168 (n = 62, err = 5643.3)
## |   |   |   |   |   |   |   [455] wind_gust_dir > ENE: 6.710 (n = 194, err = NA)
## |   |   |   |   |   |   [456] pressure_3pm > 1014.1
## |   |   |   |   |   |   |   [457] rainfall <= 19
## |   |   |   |   |   |   |   |   [458] humidity_3pm <= 90
## |   |   |   |   |   |   |   |   |   [459] temp_9am <= 11.4
## |   |   |   |   |   |   |   |   |   |   [460] rainfall <= 2
## |   |   |   |   |   |   |   |   |   |   |   [461] max_temp <= 12.3: 1.215 (n = 223, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [462] max_temp > 12.3
## |   |   |   |   |   |   |   |   |   |   |   |   [463] wind_gust_speed <= 37: 1.713 (n = 123, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   |   [464] wind_gust_speed > 37: 3.746 (n = 68, err = 1538.7)
## |   |   |   |   |   |   |   |   |   |   [465] rainfall > 2: 3.928 (n = 136, err = 2830.9)
## |   |   |   |   |   |   |   |   |   [466] temp_9am > 11.4: 5.462 (n = 71, err = 4934.0)
## |   |   |   |   |   |   |   |   [467] humidity_3pm > 90
## |   |   |   |   |   |   |   |   |   [468] wind_gust_speed <= 56
## |   |   |   |   |   |   |   |   |   |   [469] temp_9am <= 0
## |   |   |   |   |   |   |   |   |   |   |   [470] rainfall <= 8.6: 1.577 (n = 79, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [471] rainfall > 8.6: 4.129 (n = 14, err = 256.4)
## |   |   |   |   |   |   |   |   |   |   [472] temp_9am > 0
## |   |   |   |   |   |   |   |   |   |   |   [473] pressure_3pm <= 1024.8: 5.282 (n = 441, err = NA)
## |   |   |   |   |   |   |   |   |   |   |   [474] pressure_3pm > 1024.8: 1.962 (n = 81, err = NA)
## |   |   |   |   |   |   |   |   |   [475] wind_gust_speed > 56: 7.079 (n = 209, err = NA)
## |   |   |   |   |   |   |   [476] rainfall > 19: 13.543 (n = 21, err = 3818.4)
## |   |   |   |   |   [477] min_temp > 7.4
## |   |   |   |   |   |   [478] humidity_3pm <= 90
## |   |   |   |   |   |   |   [479] wind_gust_speed <= 28
## |   |   |   |   |   |   |   |   [480] temp_3pm <= 18.3: 3.096 (n = 165, err = NA)
## |   |   |   |   |   |   |   |   [481] temp_3pm > 18.3: 10.600 (n = 7, err = 2024.1)
## |   |   |   |   |   |   |   [482] wind_gust_speed > 28
## |   |   |   |   |   |   |   |   [483] rainfall <= 12.2: 6.234 (n = 659, err = NA)
## |   |   |   |   |   |   |   |   [484] rainfall > 12.2: 10.428 (n = 65, err = NA)
## |   |   |   |   |   |   [485] humidity_3pm > 90
## |   |   |   |   |   |   |   [486] wind_gust_speed <= 57
## |   |   |   |   |   |   |   |   [487] evaporation <= 3.2
## |   |   |   |   |   |   |   |   |   [488] pressure_3pm <= 1016.7: 8.261 (n = 89, err = 4388.7)
## |   |   |   |   |   |   |   |   |   [489] pressure_3pm > 1016.7
## |   |   |   |   |   |   |   |   |   |   [490] cloud_3pm <= 7: 3.089 (n = 78, err = NA)
## |   |   |   |   |   |   |   |   |   |   [491] cloud_3pm > 7: 6.602 (n = 56, err = 3138.8)
## |   |   |   |   |   |   |   |   [492] evaporation > 3.2: 11.119 (n = 432, err = NA)
## |   |   |   |   |   |   |   [493] wind_gust_speed > 57: 17.589 (n = 76, err = NA)
## |   |   |   [494] min_temp > 12.2
## |   |   |   |   [495] humidity_3pm <= 88
## |   |   |   |   |   [496] min_temp <= 22.2
## |   |   |   |   |   |   [497] wind_gust_speed <= 52
## |   |   |   |   |   |   |   [498] cloud_3pm <= 7
## |   |   |   |   |   |   |   |   [499] rainfall <= 0.1
## |   |   |   |   |   |   |   |   |   [500] humidity_3pm <= 86
## |   |   |   |   |   |   |   |   |   |   [501] wind_speed_9am <= 9: 4.562 (n = 67, err = NA)
## |   |   |   |   |   |   |   |   |   |   [502] wind_speed_9am > 9
## |   |   |   |   |   |   |   |   |   |   |   [503] pressure_3pm <= 1006.4: 6.150 (n = 12, err = 452.9)
## |   |   |   |   |   |   |   |   |   |   |   [504] pressure_3pm > 1006.4: 1.644 (n = 114, err = NA)
## |   |   |   |   |   |   |   |   |   [505] humidity_3pm > 86: 6.237 (n = 65, err = NA)
## |   |   |   |   |   |   |   |   [506] rainfall > 0.1: 7.577 (n = 401, err = NA)
## |   |   |   |   |   |   |   [507] cloud_3pm > 7: 9.506 (n = 421, err = NA)
## |   |   |   |   |   |   [508] wind_gust_speed > 52
## |   |   |   |   |   |   |   [509] cloud_9am <= 7: 10.974 (n = 248, err = NA)
## |   |   |   |   |   |   |   [510] cloud_9am > 7: 20.022 (n = 73, err = NA)
## |   |   |   |   |   [511] min_temp > 22.2: 19.890 (n = 185, err = NA)
## |   |   |   |   [512] humidity_3pm > 88
## |   |   |   |   |   [513] wind_gust_speed <= 48
## |   |   |   |   |   |   [514] min_temp <= 23.7
## |   |   |   |   |   |   |   [515] cloud_9am <= 7
## |   |   |   |   |   |   |   |   [516] humidity_3pm <= 94
## |   |   |   |   |   |   |   |   |   [517] rainfall <= 4
## |   |   |   |   |   |   |   |   |   |   [518] wind_dir_9am <= E: 12.751 (n = 117, err = NA)
## |   |   |   |   |   |   |   |   |   |   [519] wind_dir_9am > E: 7.690 (n = 212, err = NA)
## |   |   |   |   |   |   |   |   |   [520] rainfall > 4: 15.281 (n = 140, err = NA)
## |   |   |   |   |   |   |   |   [521] humidity_3pm > 94: 15.458 (n = 387, err = NA)
## |   |   |   |   |   |   |   [522] cloud_9am > 7
## |   |   |   |   |   |   |   |   [523] temp_3pm <= 21.6: 16.307 (n = 393, err = NA)
## |   |   |   |   |   |   |   |   [524] temp_3pm > 21.6: 28.031 (n = 69, err = NA)
## |   |   |   |   |   |   [525] min_temp > 23.7
## |   |   |   |   |   |   |   [526] max_temp <= 30.5: 49.239 (n = 33, err = NA)
## |   |   |   |   |   |   |   [527] max_temp > 30.5
## |   |   |   |   |   |   |   |   [528] pressure_9am <= 1007.3: 30.094 (n = 17, err = 8365.0)
## |   |   |   |   |   |   |   |   [529] pressure_9am > 1007.3: 13.663 (n = 41, err = 10034.4)
## |   |   |   |   |   [530] wind_gust_speed > 48
## |   |   |   |   |   |   [531] min_temp <= 20.3
## |   |   |   |   |   |   |   [532] wind_gust_dir <= SSE: 28.305 (n = 218, err = NA)
## |   |   |   |   |   |   |   [533] wind_gust_dir > SSE: 16.585 (n = 247, err = NA)
## |   |   |   |   |   |   [534] min_temp > 20.3
## |   |   |   |   |   |   |   [535] cloud_9am <= 6: 24.213 (n = 62, err = NA)
## |   |   |   |   |   |   |   [536] cloud_9am > 6: 44.836 (n = 89, err = NA)
## |   [537] rainfall > 23
## |   |   [538] humidity_3pm <= 86
## |   |   |   [539] humidity_3pm <= 73
## |   |   |   |   [540] min_temp <= 22.2
## |   |   |   |   |   [541] rainfall <= 56.4
## |   |   |   |   |   |   [542] wind_gust_speed <= 59
## |   |   |   |   |   |   |   [543] humidity_9am <= 91
## |   |   |   |   |   |   |   |   [544] sunshine <= 3
## |   |   |   |   |   |   |   |   |   [545] pressure_3pm <= 1008.4: 19.300 (n = 8, err = 3883.6)
## |   |   |   |   |   |   |   |   |   [546] pressure_3pm > 1008.4: 3.738 (n = 48, err = 1190.3)
## |   |   |   |   |   |   |   |   [547] sunshine > 3: 2.249 (n = 507, err = NA)
## |   |   |   |   |   |   |   [548] humidity_9am > 91: 4.707 (n = 212, err = NA)
## |   |   |   |   |   |   [549] wind_gust_speed > 59: 6.597 (n = 152, err = NA)
## |   |   |   |   |   [550] rainfall > 56.4: 9.586 (n = 116, err = NA)
## |   |   |   |   [551] min_temp > 22.2: 12.498 (n = 198, err = NA)
## |   |   |   [552] humidity_3pm > 73
## |   |   |   |   [553] min_temp <= 22.6
## |   |   |   |   |   [554] wind_gust_speed <= 46: 7.949 (n = 250, err = NA)
## |   |   |   |   |   [555] wind_gust_speed > 46
## |   |   |   |   |   |   [556] rainfall <= 72: 11.979 (n = 208, err = NA)
## |   |   |   |   |   |   [557] rainfall > 72: 32.127 (n = 31, err = NA)
## |   |   |   |   [558] min_temp > 22.6
## |   |   |   |   |   [559] humidity_9am <= 90
## |   |   |   |   |   |   [560] wind_gust_speed <= 59: 14.574 (n = 69, err = 30894.1)
## |   |   |   |   |   |   [561] wind_gust_speed > 59: 44.455 (n = 11, err = 16601.7)
## |   |   |   |   |   [562] humidity_9am > 90: 37.950 (n = 65, err = NA)
## |   |   [563] humidity_3pm > 86
## |   |   |   [564] min_temp <= 20.9
## |   |   |   |   [565] wind_speed_3pm <= 28
## |   |   |   |   |   [566] rainfall <= 54.8
## |   |   |   |   |   |   [567] humidity_3pm <= 92: 16.245 (n = 161, err = NA)
## |   |   |   |   |   |   [568] humidity_3pm > 92
## |   |   |   |   |   |   |   [569] min_temp <= 7.9: 9.842 (n = 24, err = 3608.2)
## |   |   |   |   |   |   |   [570] min_temp > 7.9
## |   |   |   |   |   |   |   |   [571] pressure_9am <= 1017.7: 22.542 (n = 112, err = NA)
## |   |   |   |   |   |   |   |   [572] pressure_9am > 1017.7: 43.276 (n = 42, err = NA)
## |   |   |   |   |   [573] rainfall > 54.8: 37.325 (n = 88, err = 227762.3)
## |   |   |   |   [574] wind_speed_3pm > 28
## |   |   |   |   |   [575] wind_gust_speed <= 87: 42.893 (n = 84, err = NA)
## |   |   |   |   |   [576] wind_gust_speed > 87: 84.415 (n = 13, err = 31173.7)
## |   |   |   [577] min_temp > 20.9
## |   |   |   |   [578] humidity_3pm <= 96: 51.680 (n = 143, err = NA)
## |   |   |   |   [579] humidity_3pm > 96: 113.320 (n = 25, err = 148937.2)
## 
## Number of inner nodes:    289
## Number of terminal nodes: 290

References

Hothorn, Torsten, Kurt Hornik, Carolin Strobl, and Achim Zeileis. 2022. Party: A Laboratory for Recursive Partytioning. http://party.R-forge.R-project.org.


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