20.63 Conditional Decision Tree

We are using the newer version of the ctree() function as is provided by (Hothorn and Zeileis 2024). One advantage of the newer version is that predict() with type="prob" works just like other predict() method (returns a matrix rather than a list).

library(partykit)
model <- ctree(formula=form, data=ds[tr, vars])
model
## 
## Model formula:
## rain_tomorrow ~ 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 <= 71
## |   |   [3] humidity_3pm <= 51
## |   |   |   [4] wind_gust_speed <= 54
## |   |   |   |   [5] sunshine <= 7.7
## |   |   |   |   |   [6] pressure_3pm <= 1015
## |   |   |   |   |   |   [7] sunshine <= 1.5
## |   |   |   |   |   |   |   [8] wind_dir_9am <= ENE: Yes (n=138, err=37.0%)
## |   |   |   |   |   |   |   [9] wind_dir_9am > ENE: No (n=113, err=28.3%)
## |   |   |   |   |   |   [10] sunshine > 1.5
## |   |   |   |   |   |   |   [11] humidity_3pm <= 26: No (n=349, err=11.2%)
## |   |   |   |   |   |   |   [12] humidity_3pm > 26
## |   |   |   |   |   |   |   |   [13] pressure_3pm <= 1004.6: No (n=198, err=49.0%)
## |   |   |   |   |   |   |   |   [14] pressure_3pm > 1004.6
## |   |   |   |   |   |   |   |   |   [15] wind_gust_speed <= 35: No (n=524, err=18.1%)
## |   |   |   |   |   |   |   |   |   [16] wind_gust_speed > 35
## |   |   |   |   |   |   |   |   |   |   [17] wind_dir_9am <= ENE: No (n=408, err=40.9%)
## |   |   |   |   |   |   |   |   |   |   [18] wind_dir_9am > ENE
## |   |   |   |   |   |   |   |   |   |   |   [19] wind_speed_9am <= 19: No (n=518, err=27.6%)
## |   |   |   |   |   |   |   |   |   |   |   [20] wind_speed_9am > 19
## |   |   |   |   |   |   |   |   |   |   |   |   [21] min_temp <= 9.6: No (n=48, err=31.2%)
## |   |   |   |   |   |   |   |   |   |   |   |   [22] min_temp > 9.6: No (n=195, err=11.3%)
## |   |   |   |   |   [23] pressure_3pm > 1015
## |   |   |   |   |   |   [24] pressure_3pm <= 1019.9
## |   |   |   |   |   |   |   [25] sunshine <= 5.1
## |   |   |   |   |   |   |   |   [26] wind_dir_9am <= E
## |   |   |   |   |   |   |   |   |   [27] wind_gust_speed <= 35: No (n=134, err=17.2%)
## |   |   |   |   |   |   |   |   |   [28] wind_gust_speed > 35
## |   |   |   |   |   |   |   |   |   |   [29] humidity_3pm <= 41
## |   |   |   |   |   |   |   |   |   |   |   [30] pressure_9am <= 1022.2: No (n=68, err=14.7%)
## |   |   |   |   |   |   |   |   |   |   |   [31] pressure_9am > 1022.2: Yes (n=11, err=36.4%)
## |   |   |   |   |   |   |   |   |   |   [32] humidity_3pm > 41: Yes (n=58, err=43.1%)
## |   |   |   |   |   |   |   |   [33] wind_dir_9am > E
## |   |   |   |   |   |   |   |   |   [34] sunshine <= 3.4: No (n=154, err=18.2%)
## |   |   |   |   |   |   |   |   |   [35] sunshine > 3.4: No (n=177, err=6.2%)
## |   |   |   |   |   |   |   [36] sunshine > 5.1: No (n=946, err=10.3%)
## |   |   |   |   |   |   [37] pressure_3pm > 1019.9
## |   |   |   |   |   |   |   [38] rain_today in No
## |   |   |   |   |   |   |   |   [39] cloud_3pm <= 3: No (n=260, err=0.4%)
## |   |   |   |   |   |   |   |   [40] cloud_3pm > 3
## |   |   |   |   |   |   |   |   |   [41] pressure_3pm <= 1025.2: No (n=767, err=7.7%)
## |   |   |   |   |   |   |   |   |   [42] pressure_3pm > 1025.2: No (n=303, err=2.0%)
## |   |   |   |   |   |   |   [43] rain_today in Yes
## |   |   |   |   |   |   |   |   [44] sunshine <= 4.2: No (n=44, err=36.4%)
## |   |   |   |   |   |   |   |   [45] sunshine > 4.2
## |   |   |   |   |   |   |   |   |   [46] max_temp <= 23.2: No (n=149, err=6.0%)
## |   |   |   |   |   |   |   |   |   [47] max_temp > 23.2: No (n=10, err=40.0%)
## |   |   |   |   [48] sunshine > 7.7
## |   |   |   |   |   [49] pressure_3pm <= 1015.1
## |   |   |   |   |   |   [50] humidity_3pm <= 30
## |   |   |   |   |   |   |   [51] humidity_3pm <= 21
## |   |   |   |   |   |   |   |   [52] wind_gust_speed <= 43
## |   |   |   |   |   |   |   |   |   [53] cloud_3pm <= 6
## |   |   |   |   |   |   |   |   |   |   [54] humidity_9am <= 68: No (n=4542, err=1.0%)
## |   |   |   |   |   |   |   |   |   |   [55] humidity_9am > 68: No (n=194, err=5.2%)
## |   |   |   |   |   |   |   |   |   [56] cloud_3pm > 6: No (n=225, err=4.9%)
## |   |   |   |   |   |   |   |   [57] wind_gust_speed > 43
## |   |   |   |   |   |   |   |   |   [58] sunshine <= 10.7
## |   |   |   |   |   |   |   |   |   |   [59] rainfall <= 0
## |   |   |   |   |   |   |   |   |   |   |   [60] wind_gust_dir <= SE
## |   |   |   |   |   |   |   |   |   |   |   |   [61] wind_gust_dir <= NE: No (n=297, err=4.7%)
## |   |   |   |   |   |   |   |   |   |   |   |   [62] wind_gust_dir > NE: No (n=525, err=1.0%)
## |   |   |   |   |   |   |   |   |   |   |   [63] wind_gust_dir > SE: No (n=1140, err=5.8%)
## |   |   |   |   |   |   |   |   |   |   [64] rainfall > 0: No (n=95, err=13.7%)
## |   |   |   |   |   |   |   |   |   [65] sunshine > 10.7
## |   |   |   |   |   |   |   |   |   |   [66] pressure_3pm <= 1006.2: No (n=141, err=5.0%)
## |   |   |   |   |   |   |   |   |   |   [67] pressure_3pm > 1006.2: No (n=673, err=0.3%)
## |   |   |   |   |   |   |   [68] humidity_3pm > 21
## |   |   |   |   |   |   |   |   [69] wind_gust_speed <= 43
## |   |   |   |   |   |   |   |   |   [70] sunshine <= 9.8
## |   |   |   |   |   |   |   |   |   |   [71] pressure_3pm <= 1011.4: No (n=1134, err=6.5%)
## |   |   |   |   |   |   |   |   |   |   [72] pressure_3pm > 1011.4
## |   |   |   |   |   |   |   |   |   |   |   [73] wind_speed_3pm <= 11: No (n=724, err=1.9%)
## |   |   |   |   |   |   |   |   |   |   |   [74] wind_speed_3pm > 11
## |   |   |   |   |   |   |   |   |   |   |   |   [75] wind_dir_9am <= NE: No (n=439, err=8.2%)
## |   |   |   |   |   |   |   |   |   |   |   |   [76] wind_dir_9am > NE
## |   |   |   |   |   |   |   |   |   |   |   |   |   [77] min_temp <= 20.1: No (n=837, err=1.9%)
## |   |   |   |   |   |   |   |   |   |   |   |   |   [78] min_temp > 20.1: No (n=39, err=12.8%)
## |   |   |   |   |   |   |   |   |   [79] sunshine > 9.8
## |   |   |   |   |   |   |   |   |   |   [80] rainfall <= 5.6: No (n=1242, err=1.2%)
## |   |   |   |   |   |   |   |   |   |   [81] rainfall > 5.6: No (n=13, err=15.4%)
## |   |   |   |   |   |   |   |   [82] wind_gust_speed > 43
## |   |   |   |   |   |   |   |   |   [83] wind_dir_9am <= ENE
## |   |   |   |   |   |   |   |   |   |   [84] sunshine <= 10.1: No (n=534, err=18.5%)
## |   |   |   |   |   |   |   |   |   |   [85] sunshine > 10.1: No (n=176, err=4.0%)
## |   |   |   |   |   |   |   |   |   [86] wind_dir_9am > ENE
## |   |   |   |   |   |   |   |   |   |   [87] wind_speed_9am <= 6: No (n=106, err=12.3%)
## |   |   |   |   |   |   |   |   |   |   [88] wind_speed_9am > 6
## |   |   |   |   |   |   |   |   |   |   |   [89] cloud_3pm <= 7: No (n=1223, err=2.7%)
## |   |   |   |   |   |   |   |   |   |   |   [90] cloud_3pm > 7: No (n=35, err=22.9%)
## |   |   |   |   |   |   [91] humidity_3pm > 30
## |   |   |   |   |   |   |   [92] pressure_3pm <= 1007.3
## |   |   |   |   |   |   |   |   [93] cloud_3pm <= 2: No (n=508, err=8.1%)
## |   |   |   |   |   |   |   |   [94] cloud_3pm > 2
## |   |   |   |   |   |   |   |   |   [95] sunshine <= 10.7
## |   |   |   |   |   |   |   |   |   |   [96] wind_dir_9am <= ESE
## |   |   |   |   |   |   |   |   |   |   |   [97] wind_gust_speed <= 44: No (n=440, err=23.4%)
## |   |   |   |   |   |   |   |   |   |   |   [98] wind_gust_speed > 44: No (n=231, err=36.8%)
## |   |   |   |   |   |   |   |   |   |   [99] wind_dir_9am > ESE
## |   |   |   |   |   |   |   |   |   |   |   [100] pressure_3pm <= 1000.3: No (n=69, err=36.2%)
## |   |   |   |   |   |   |   |   |   |   |   [101] pressure_3pm > 1000.3: No (n=784, err=15.7%)
## |   |   |   |   |   |   |   |   |   [102] sunshine > 10.7: No (n=220, err=8.6%)
## |   |   |   |   |   |   |   [103] pressure_3pm > 1007.3
## |   |   |   |   |   |   |   |   [104] sunshine <= 10
## |   |   |   |   |   |   |   |   |   [105] wind_gust_speed <= 37
## |   |   |   |   |   |   |   |   |   |   [106] pressure_3pm <= 1010.3
## |   |   |   |   |   |   |   |   |   |   |   [107] temp_9am <= 19.8
## |   |   |   |   |   |   |   |   |   |   |   |   [108] wind_dir_9am <= SSE
## |   |   |   |   |   |   |   |   |   |   |   |   |   [109] temp_3pm <= 23.2: No (n=81, err=37.0%)
## |   |   |   |   |   |   |   |   |   |   |   |   |   [110] temp_3pm > 23.2: No (n=165, err=14.5%)
## |   |   |   |   |   |   |   |   |   |   |   |   [111] wind_dir_9am > SSE
## |   |   |   |   |   |   |   |   |   |   |   |   |   [112] cloud_3pm <= 6: No (n=177, err=6.2%)
## |   |   |   |   |   |   |   |   |   |   |   |   |   [113] cloud_3pm > 6: No (n=22, err=31.8%)
## |   |   |   |   |   |   |   |   |   |   |   [114] temp_9am > 19.8
## |   |   |   |   |   |   |   |   |   |   |   |   [115] rainfall <= 12.4: No (n=424, err=5.7%)
## |   |   |   |   |   |   |   |   |   |   |   |   [116] rainfall > 12.4: No (n=9, err=33.3%)
## |   |   |   |   |   |   |   |   |   |   [117] pressure_3pm > 1010.3
## |   |   |   |   |   |   |   |   |   |   |   [118] humidity_3pm <= 35: No (n=1125, err=3.0%)
## |   |   |   |   |   |   |   |   |   |   |   [119] humidity_3pm > 35
## |   |   |   |   |   |   |   |   |   |   |   |   [120] wind_gust_speed <= 30: No (n=2085, err=5.3%)
## |   |   |   |   |   |   |   |   |   |   |   |   [121] wind_gust_speed > 30
## |   |   |   |   |   |   |   |   |   |   |   |   |   [122] humidity_9am <= 66: No (n=961, err=5.1%)
## |   |   |   |   |   |   |   |   |   |   |   |   |   [123] humidity_9am > 66: No (n=1118, err=10.1%)
## |   |   |   |   |   |   |   |   |   [124] wind_gust_speed > 37
## |   |   |   |   |   |   |   |   |   |   [125] wind_dir_9am <= ENE
## |   |   |   |   |   |   |   |   |   |   |   [126] wind_gust_speed <= 43
## |   |   |   |   |   |   |   |   |   |   |   |   [127] pressure_3pm <= 1010.9: No (n=226, err=24.3%)
## |   |   |   |   |   |   |   |   |   |   |   |   [128] pressure_3pm > 1010.9: No (n=1245, err=12.4%)
## |   |   |   |   |   |   |   |   |   |   |   [129] wind_gust_speed > 43
## |   |   |   |   |   |   |   |   |   |   |   |   [130] wind_dir_3pm <= NE: No (n=203, err=39.4%)
## |   |   |   |   |   |   |   |   |   |   |   |   [131] wind_dir_3pm > NE
## |   |   |   |   |   |   |   |   |   |   |   |   |   [132] humidity_3pm <= 44: No (n=316, err=16.8%)
## |   |   |   |   |   |   |   |   |   |   |   |   |   [133] humidity_3pm > 44: No (n=138, err=32.6%)
## |   |   |   |   |   |   |   |   |   |   [134] wind_dir_9am > ENE
## |   |   |   |   |   |   |   |   |   |   |   [135] wind_speed_9am <= 7
## |   |   |   |   |   |   |   |   |   |   |   |   [136] cloud_3pm <= 7
## |   |   |   |   |   |   |   |   |   |   |   |   |   [137] min_temp <= 10: No (n=309, err=9.7%)
## |   |   |   |   |   |   |   |   |   |   |   |   |   [138] min_temp > 10
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [139] wind_gust_speed <= 46: No (n=303, err=18.5%)
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [140] wind_gust_speed > 46: No (n=63, err=36.5%)
## |   |   |   |   |   |   |   |   |   |   |   |   [141] cloud_3pm > 7: No (n=34, err=50.0%)
## |   |   |   |   |   |   |   |   |   |   |   [142] wind_speed_9am > 7
## |   |   |   |   |   |   |   |   |   |   |   |   [143] humidity_3pm <= 37
## |   |   |   |   |   |   |   |   |   |   |   |   |   [144] wind_speed_3pm <= 7: No (n=46, err=17.4%)
## |   |   |   |   |   |   |   |   |   |   |   |   |   [145] wind_speed_3pm > 7
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [146] min_temp <= 23.5: No (n=1176, err=3.9%)
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [147] min_temp > 23.5: No (n=21, err=28.6%)
## |   |   |   |   |   |   |   |   |   |   |   |   [148] humidity_3pm > 37
## |   |   |   |   |   |   |   |   |   |   |   |   |   [149] wind_gust_speed <= 44: No (n=1361, err=6.8%)
## |   |   |   |   |   |   |   |   |   |   |   |   |   [150] wind_gust_speed > 44
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [151] wind_dir_9am <= SSW: No (n=382, err=8.1%)
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [152] wind_dir_9am > SSW
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   [153] min_temp <= 21.4: No (n=578, err=14.4%)
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   [154] min_temp > 21.4: No (n=10, err=50.0%)
## |   |   |   |   |   |   |   |   [155] sunshine > 10
## |   |   |   |   |   |   |   |   |   [156] sunshine <= 11.8
## |   |   |   |   |   |   |   |   |   |   [157] wind_gust_speed <= 37: No (n=1265, err=2.6%)
## |   |   |   |   |   |   |   |   |   |   [158] wind_gust_speed > 37
## |   |   |   |   |   |   |   |   |   |   |   [159] wind_dir_9am <= ENE: No (n=257, err=11.3%)
## |   |   |   |   |   |   |   |   |   |   |   [160] wind_dir_9am > ENE
## |   |   |   |   |   |   |   |   |   |   |   |   [161] humidity_3pm <= 43: No (n=526, err=1.5%)
## |   |   |   |   |   |   |   |   |   |   |   |   [162] humidity_3pm > 43: No (n=304, err=6.6%)
## |   |   |   |   |   |   |   |   |   [163] sunshine > 11.8
## |   |   |   |   |   |   |   |   |   |   [164] wind_gust_dir <= E: No (n=314, err=2.5%)
## |   |   |   |   |   |   |   |   |   |   [165] wind_gust_dir > E: No (n=922, err=0.2%)
## |   |   |   |   |   [166] pressure_3pm > 1015.1
## |   |   |   |   |   |   [167] humidity_3pm <= 44
## |   |   |   |   |   |   |   [168] humidity_3pm <= 33
## |   |   |   |   |   |   |   |   [169] pressure_3pm <= 1018.2
## |   |   |   |   |   |   |   |   |   [170] wind_dir_9am <= ENE
## |   |   |   |   |   |   |   |   |   |   [171] humidity_3pm <= 24
## |   |   |   |   |   |   |   |   |   |   |   [172] wind_speed_3pm <= 26: No (n=868, err=1.2%)
## |   |   |   |   |   |   |   |   |   |   |   [173] wind_speed_3pm > 26: No (n=58, err=8.6%)
## |   |   |   |   |   |   |   |   |   |   [174] humidity_3pm > 24: No (n=708, err=5.8%)
## |   |   |   |   |   |   |   |   |   [175] wind_dir_9am > ENE
## |   |   |   |   |   |   |   |   |   |   [176] rainfall <= 3.6: No (n=2793, err=0.8%)
## |   |   |   |   |   |   |   |   |   |   [177] rainfall > 3.6
## |   |   |   |   |   |   |   |   |   |   |   [178] min_temp <= 11.9: No (n=22, err=0.0%)
## |   |   |   |   |   |   |   |   |   |   |   [179] min_temp > 11.9: No (n=7, err=28.6%)
## |   |   |   |   |   |   |   |   [180] pressure_3pm > 1018.2
## |   |   |   |   |   |   |   |   |   [181] rain_today in No: No (n=5813, err=0.5%)
## |   |   |   |   |   |   |   |   |   [182] rain_today in Yes: No (n=83, err=3.6%)
## |   |   |   |   |   |   |   [183] humidity_3pm > 33
## |   |   |   |   |   |   |   |   [184] pressure_3pm <= 1020.1
## |   |   |   |   |   |   |   |   |   [185] sunshine <= 9.5
## |   |   |   |   |   |   |   |   |   |   [186] wind_dir_9am <= ENE
## |   |   |   |   |   |   |   |   |   |   |   [187] wind_speed_9am <= 13: No (n=755, err=6.8%)
## |   |   |   |   |   |   |   |   |   |   |   [188] wind_speed_9am > 13: No (n=218, err=14.2%)
## |   |   |   |   |   |   |   |   |   |   [189] wind_dir_9am > ENE: No (n=2220, err=3.0%)
## |   |   |   |   |   |   |   |   |   [190] sunshine > 9.5: No (n=1552, err=1.3%)
## |   |   |   |   |   |   |   |   [191] pressure_3pm > 1020.1
## |   |   |   |   |   |   |   |   |   [192] wind_gust_speed <= 48: No (n=4459, err=1.1%)
## |   |   |   |   |   |   |   |   |   [193] wind_gust_speed > 48: No (n=206, err=5.3%)
## |   |   |   |   |   |   [194] humidity_3pm > 44
## |   |   |   |   |   |   |   [195] pressure_3pm <= 1017.5
## |   |   |   |   |   |   |   |   [196] pressure_9am <= 1021.4
## |   |   |   |   |   |   |   |   |   [197] sunshine <= 10.7: No (n=1390, err=8.5%)
## |   |   |   |   |   |   |   |   |   [198] sunshine > 10.7: No (n=260, err=1.2%)
## |   |   |   |   |   |   |   |   [199] pressure_9am > 1021.4: No (n=103, err=23.3%)
## |   |   |   |   |   |   |   [200] pressure_3pm > 1017.5
## |   |   |   |   |   |   |   |   [201] wind_gust_speed <= 33
## |   |   |   |   |   |   |   |   |   [202] cloud_3pm <= 7
## |   |   |   |   |   |   |   |   |   |   [203] pressure_3pm <= 1024.4: No (n=2223, err=3.0%)
## |   |   |   |   |   |   |   |   |   |   [204] pressure_3pm > 1024.4: No (n=1123, err=1.1%)
## |   |   |   |   |   |   |   |   |   [205] cloud_3pm > 7: No (n=86, err=12.8%)
## |   |   |   |   |   |   |   |   [206] wind_gust_speed > 33
## |   |   |   |   |   |   |   |   |   [207] rainfall <= 1
## |   |   |   |   |   |   |   |   |   |   [208] wind_gust_dir <= SE
## |   |   |   |   |   |   |   |   |   |   |   [209] cloud_3pm <= 6: No (n=727, err=5.8%)
## |   |   |   |   |   |   |   |   |   |   |   [210] cloud_3pm > 6: No (n=86, err=17.4%)
## |   |   |   |   |   |   |   |   |   |   [211] wind_gust_dir > SE: No (n=1371, err=3.1%)
## |   |   |   |   |   |   |   |   |   [212] rainfall > 1: No (n=349, err=10.3%)
## |   |   |   [213] wind_gust_speed > 54
## |   |   |   |   [214] sunshine <= 7.7
## |   |   |   |   |   [215] pressure_3pm <= 1011
## |   |   |   |   |   |   [216] humidity_3pm <= 26: No (n=237, err=32.9%)
## |   |   |   |   |   |   [217] humidity_3pm > 26
## |   |   |   |   |   |   |   [218] pressure_3pm <= 993: Yes (n=33, err=18.2%)
## |   |   |   |   |   |   |   [219] pressure_3pm > 993
## |   |   |   |   |   |   |   |   [220] sunshine <= 4: Yes (n=194, err=37.6%)
## |   |   |   |   |   |   |   |   [221] sunshine > 4: No (n=538, err=45.0%)
## |   |   |   |   |   [222] pressure_3pm > 1011
## |   |   |   |   |   |   [223] rainfall <= 5.8: No (n=453, err=24.7%)
## |   |   |   |   |   |   [224] rainfall > 5.8: Yes (n=44, err=45.5%)
## |   |   |   |   [225] sunshine > 7.7
## |   |   |   |   |   [226] pressure_3pm <= 1009.5
## |   |   |   |   |   |   [227] humidity_9am <= 50
## |   |   |   |   |   |   |   [228] sunshine <= 10.5
## |   |   |   |   |   |   |   |   [229] wind_dir_9am <= ENE
## |   |   |   |   |   |   |   |   |   [230] humidity_3pm <= 20
## |   |   |   |   |   |   |   |   |   |   [231] humidity_3pm <= 13: No (n=235, err=9.8%)
## |   |   |   |   |   |   |   |   |   |   [232] humidity_3pm > 13: No (n=164, err=23.8%)
## |   |   |   |   |   |   |   |   |   [233] humidity_3pm > 20: No (n=241, err=41.1%)
## |   |   |   |   |   |   |   |   [234] wind_dir_9am > ENE
## |   |   |   |   |   |   |   |   |   [235] max_temp <= 27.7
## |   |   |   |   |   |   |   |   |   |   [236] pressure_3pm <= 998.2: No (n=31, err=35.5%)
## |   |   |   |   |   |   |   |   |   |   [237] pressure_3pm > 998.2: No (n=402, err=4.7%)
## |   |   |   |   |   |   |   |   |   [238] max_temp > 27.7
## |   |   |   |   |   |   |   |   |   |   [239] humidity_9am <= 34
## |   |   |   |   |   |   |   |   |   |   |   [240] wind_gust_speed <= 83: No (n=231, err=8.2%)
## |   |   |   |   |   |   |   |   |   |   |   [241] wind_gust_speed > 83: No (n=18, err=38.9%)
## |   |   |   |   |   |   |   |   |   |   [242] humidity_9am > 34: No (n=198, err=26.8%)
## |   |   |   |   |   |   |   [243] sunshine > 10.5: No (n=469, err=5.5%)
## |   |   |   |   |   |   [244] humidity_9am > 50
## |   |   |   |   |   |   |   [245] humidity_3pm <= 23
## |   |   |   |   |   |   |   |   [246] wind_dir_3pm <= NNE: No (n=26, err=50.0%)
## |   |   |   |   |   |   |   |   [247] wind_dir_3pm > NNE: No (n=211, err=12.3%)
## |   |   |   |   |   |   |   [248] humidity_3pm > 23
## |   |   |   |   |   |   |   |   [249] wind_gust_speed <= 70
## |   |   |   |   |   |   |   |   |   [250] wind_dir_9am <= ENE
## |   |   |   |   |   |   |   |   |   |   [251] pressure_9am <= 1008.4: No (n=121, err=29.8%)
## |   |   |   |   |   |   |   |   |   |   [252] pressure_9am > 1008.4
## |   |   |   |   |   |   |   |   |   |   |   [253] sunshine <= 10: Yes (n=210, err=47.1%)
## |   |   |   |   |   |   |   |   |   |   |   [254] sunshine > 10: No (n=28, err=10.7%)
## |   |   |   |   |   |   |   |   |   [255] wind_dir_9am > ENE
## |   |   |   |   |   |   |   |   |   |   [256] wind_speed_3pm <= 30
## |   |   |   |   |   |   |   |   |   |   |   [257] humidity_9am <= 84: No (n=300, err=27.7%)
## |   |   |   |   |   |   |   |   |   |   |   [258] humidity_9am > 84: Yes (n=34, err=35.3%)
## |   |   |   |   |   |   |   |   |   |   [259] wind_speed_3pm > 30
## |   |   |   |   |   |   |   |   |   |   |   [260] humidity_3pm <= 41: No (n=153, err=11.1%)
## |   |   |   |   |   |   |   |   |   |   |   [261] humidity_3pm > 41: No (n=117, err=26.5%)
## |   |   |   |   |   |   |   |   [262] wind_gust_speed > 70
## |   |   |   |   |   |   |   |   |   [263] cloud_3pm <= 5: No (n=277, err=43.0%)
## |   |   |   |   |   |   |   |   |   [264] cloud_3pm > 5: Yes (n=80, err=38.8%)
## |   |   |   |   |   [265] pressure_3pm > 1009.5
## |   |   |   |   |   |   [266] sunshine <= 9.3
## |   |   |   |   |   |   |   [267] pressure_3pm <= 1015.7
## |   |   |   |   |   |   |   |   [268] pressure_9am <= 1014.8
## |   |   |   |   |   |   |   |   |   [269] wind_speed_3pm <= 15: No (n=63, err=27.0%)
## |   |   |   |   |   |   |   |   |   [270] wind_speed_3pm > 15
## |   |   |   |   |   |   |   |   |   |   [271] humidity_3pm <= 36
## |   |   |   |   |   |   |   |   |   |   |   [272] wind_dir_9am <= SE: No (n=120, err=10.8%)
## |   |   |   |   |   |   |   |   |   |   |   [273] wind_dir_9am > SE
## |   |   |   |   |   |   |   |   |   |   |   |   [274] wind_gust_dir <= S: No (n=27, err=11.1%)
## |   |   |   |   |   |   |   |   |   |   |   |   [275] wind_gust_dir > S
## |   |   |   |   |   |   |   |   |   |   |   |   |   [276] rainfall <= 5.2: No (n=215, err=0.0%)
## |   |   |   |   |   |   |   |   |   |   |   |   |   [277] rainfall > 5.2: No (n=7, err=14.3%)
## |   |   |   |   |   |   |   |   |   |   [278] humidity_3pm > 36
## |   |   |   |   |   |   |   |   |   |   |   [279] temp_3pm <= 28
## |   |   |   |   |   |   |   |   |   |   |   |   [280] rainfall <= 11.8: No (n=273, err=12.5%)
## |   |   |   |   |   |   |   |   |   |   |   |   [281] rainfall > 11.8: No (n=22, err=40.9%)
## |   |   |   |   |   |   |   |   |   |   |   [282] temp_3pm > 28: Yes (n=20, err=35.0%)
## |   |   |   |   |   |   |   |   [283] pressure_9am > 1014.8
## |   |   |   |   |   |   |   |   |   [284] wind_gust_speed <= 63
## |   |   |   |   |   |   |   |   |   |   [285] humidity_9am <= 63: No (n=526, err=13.7%)
## |   |   |   |   |   |   |   |   |   |   [286] humidity_9am > 63
## |   |   |   |   |   |   |   |   |   |   |   [287] wind_dir_3pm <= ESE: No (n=60, err=48.3%)
## |   |   |   |   |   |   |   |   |   |   |   [288] wind_dir_3pm > ESE: No (n=159, err=17.6%)
## |   |   |   |   |   |   |   |   |   [289] wind_gust_speed > 63
## |   |   |   |   |   |   |   |   |   |   [290] temp_3pm <= 25.9: No (n=254, err=19.3%)
## |   |   |   |   |   |   |   |   |   |   [291] temp_3pm > 25.9
## |   |   |   |   |   |   |   |   |   |   |   [292] humidity_3pm <= 19: No (n=65, err=26.2%)
## |   |   |   |   |   |   |   |   |   |   |   [293] humidity_3pm > 19: Yes (n=92, err=45.7%)
## |   |   |   |   |   |   |   [294] pressure_3pm > 1015.7
## |   |   |   |   |   |   |   |   [295] rainfall <= 4.2: No (n=648, err=5.4%)
## |   |   |   |   |   |   |   |   [296] rainfall > 4.2: No (n=51, err=25.5%)
## |   |   |   |   |   |   [297] sunshine > 9.3
## |   |   |   |   |   |   |   [298] rain_today in No
## |   |   |   |   |   |   |   |   [299] cloud_3pm <= 1: No (n=531, err=1.1%)
## |   |   |   |   |   |   |   |   [300] cloud_3pm > 1: No (n=641, err=5.8%)
## |   |   |   |   |   |   |   [301] rain_today in Yes
## |   |   |   |   |   |   |   |   [302] humidity_3pm <= 48: No (n=86, err=12.8%)
## |   |   |   |   |   |   |   |   [303] humidity_3pm > 48: No (n=14, err=50.0%)
## |   |   [304] humidity_3pm > 51
## |   |   |   [305] wind_gust_speed <= 46
## |   |   |   |   [306] rain_today in No
## |   |   |   |   |   [307] pressure_3pm <= 1018
## |   |   |   |   |   |   [308] sunshine <= 7.7
## |   |   |   |   |   |   |   [309] pressure_3pm <= 1011.7
## |   |   |   |   |   |   |   |   [310] rainfall <= 0.4
## |   |   |   |   |   |   |   |   |   [311] humidity_3pm <= 64: No (n=742, err=32.3%)
## |   |   |   |   |   |   |   |   |   [312] humidity_3pm > 64: No (n=349, err=45.6%)
## |   |   |   |   |   |   |   |   [313] rainfall > 0.4: Yes (n=125, err=48.8%)
## |   |   |   |   |   |   |   [314] pressure_3pm > 1011.7
## |   |   |   |   |   |   |   |   [315] humidity_3pm <= 66
## |   |   |   |   |   |   |   |   |   [316] min_temp <= 11.7
## |   |   |   |   |   |   |   |   |   |   [317] wind_dir_9am <= ESE
## |   |   |   |   |   |   |   |   |   |   |   [318] pressure_3pm <= 1013.8: Yes (n=69, err=43.5%)
## |   |   |   |   |   |   |   |   |   |   |   [319] pressure_3pm > 1013.8: No (n=227, err=33.5%)
## |   |   |   |   |   |   |   |   |   |   [320] wind_dir_9am > ESE
## |   |   |   |   |   |   |   |   |   |   |   [321] cloud_3pm <= 4: No (n=38, err=5.3%)
## |   |   |   |   |   |   |   |   |   |   |   [322] cloud_3pm > 4: No (n=282, err=24.5%)
## |   |   |   |   |   |   |   |   |   [323] min_temp > 11.7
## |   |   |   |   |   |   |   |   |   |   [324] cloud_3pm <= 7
## |   |   |   |   |   |   |   |   |   |   |   [325] humidity_3pm <= 57: No (n=433, err=10.4%)
## |   |   |   |   |   |   |   |   |   |   |   [326] humidity_3pm > 57: No (n=600, err=18.5%)
## |   |   |   |   |   |   |   |   |   |   [327] cloud_3pm > 7: No (n=116, err=34.5%)
## |   |   |   |   |   |   |   |   [328] humidity_3pm > 66: No (n=394, err=35.8%)
## |   |   |   |   |   |   [329] sunshine > 7.7
## |   |   |   |   |   |   |   [330] cloud_3pm <= 5
## |   |   |   |   |   |   |   |   [331] rainfall <= 0
## |   |   |   |   |   |   |   |   |   [332] humidity_3pm <= 61
## |   |   |   |   |   |   |   |   |   |   [333] wind_gust_dir <= SSW
## |   |   |   |   |   |   |   |   |   |   |   [334] humidity_3pm <= 52: No (n=1707, err=4.3%)
## |   |   |   |   |   |   |   |   |   |   |   [335] humidity_3pm > 52
## |   |   |   |   |   |   |   |   |   |   |   |   [336] pressure_3pm <= 1010.1
## |   |   |   |   |   |   |   |   |   |   |   |   |   [337] humidity_9am <= 69: No (n=535, err=11.0%)
## |   |   |   |   |   |   |   |   |   |   |   |   |   [338] humidity_9am > 69: No (n=233, err=18.9%)
## |   |   |   |   |   |   |   |   |   |   |   |   [339] pressure_3pm > 1010.1
## |   |   |   |   |   |   |   |   |   |   |   |   |   [340] temp_9am <= 15.9
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [341] wind_gust_dir <= NE: No (n=221, err=20.8%)
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [342] wind_gust_dir > NE
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   [343] humidity_3pm <= 57: No (n=234, err=3.4%)
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   [344] humidity_3pm > 57: No (n=168, err=16.1%)
## |   |   |   |   |   |   |   |   |   |   |   |   |   [345] temp_9am > 15.9
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [346] sunshine <= 9.5: No (n=1564, err=7.8%)
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [347] sunshine > 9.5: No (n=719, err=3.3%)
## |   |   |   |   |   |   |   |   |   |   [348] wind_gust_dir > SSW
## |   |   |   |   |   |   |   |   |   |   |   [349] pressure_3pm <= 1014.3
## |   |   |   |   |   |   |   |   |   |   |   |   [350] max_temp <= 22.5
## |   |   |   |   |   |   |   |   |   |   |   |   |   [351] pressure_3pm <= 1012.4
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [352] temp_3pm <= 19.6: No (n=106, err=28.3%)
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [353] temp_3pm > 19.6
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   [354] temp_9am <= 18: Yes (n=79, err=26.6%)
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   [355] temp_9am > 18: No (n=49, err=36.7%)
## |   |   |   |   |   |   |   |   |   |   |   |   |   [356] pressure_3pm > 1012.4: No (n=150, err=19.3%)
## |   |   |   |   |   |   |   |   |   |   |   |   [357] max_temp > 22.5
## |   |   |   |   |   |   |   |   |   |   |   |   |   [358] wind_gust_dir <= W: No (n=597, err=16.4%)
## |   |   |   |   |   |   |   |   |   |   |   |   |   [359] wind_gust_dir > W
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [360] humidity_3pm <= 58: No (n=490, err=6.9%)
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [361] humidity_3pm > 58: No (n=91, err=18.7%)
## |   |   |   |   |   |   |   |   |   |   |   [362] pressure_3pm > 1014.3
## |   |   |   |   |   |   |   |   |   |   |   |   [363] cloud_9am <= 3
## |   |   |   |   |   |   |   |   |   |   |   |   |   [364] humidity_9am <= 84: No (n=634, err=6.3%)
## |   |   |   |   |   |   |   |   |   |   |   |   |   [365] humidity_9am > 84: No (n=79, err=17.7%)
## |   |   |   |   |   |   |   |   |   |   |   |   [366] cloud_9am > 3
## |   |   |   |   |   |   |   |   |   |   |   |   |   [367] temp_9am <= 24.4
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [368] temp_3pm <= 25.5: No (n=1999, err=10.6%)
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [369] temp_3pm > 25.5: No (n=73, err=32.9%)
## |   |   |   |   |   |   |   |   |   |   |   |   |   [370] temp_9am > 24.4: No (n=77, err=26.0%)
## |   |   |   |   |   |   |   |   |   [371] humidity_3pm > 61
## |   |   |   |   |   |   |   |   |   |   [372] humidity_9am <= 82
## |   |   |   |   |   |   |   |   |   |   |   [373] wind_speed_3pm <= 20
## |   |   |   |   |   |   |   |   |   |   |   |   [374] wind_gust_speed <= 39: No (n=1623, err=14.5%)
## |   |   |   |   |   |   |   |   |   |   |   |   [375] wind_gust_speed > 39: No (n=197, err=31.0%)
## |   |   |   |   |   |   |   |   |   |   |   [376] wind_speed_3pm > 20
## |   |   |   |   |   |   |   |   |   |   |   |   [377] pressure_3pm <= 1013.6
## |   |   |   |   |   |   |   |   |   |   |   |   |   [378] wind_dir_3pm <= SW: No (n=528, err=11.0%)
## |   |   |   |   |   |   |   |   |   |   |   |   |   [379] wind_dir_3pm > SW: No (n=84, err=29.8%)
## |   |   |   |   |   |   |   |   |   |   |   |   [380] pressure_3pm > 1013.6: No (n=523, err=5.9%)
## |   |   |   |   |   |   |   |   |   |   [381] humidity_9am > 82
## |   |   |   |   |   |   |   |   |   |   |   [382] pressure_3pm <= 1014.4
## |   |   |   |   |   |   |   |   |   |   |   |   [383] temp_3pm <= 16.6: Yes (n=60, err=41.7%)
## |   |   |   |   |   |   |   |   |   |   |   |   [384] temp_3pm > 16.6: No (n=181, err=28.7%)
## |   |   |   |   |   |   |   |   |   |   |   [385] pressure_3pm > 1014.4: No (n=552, err=17.4%)
## |   |   |   |   |   |   |   |   [386] rainfall > 0
## |   |   |   |   |   |   |   |   |   [387] wind_gust_speed <= 37
## |   |   |   |   |   |   |   |   |   |   [388] humidity_3pm <= 67: No (n=1242, err=13.7%)
## |   |   |   |   |   |   |   |   |   |   [389] humidity_3pm > 67: No (n=213, err=27.2%)
## |   |   |   |   |   |   |   |   |   [390] wind_gust_speed > 37
## |   |   |   |   |   |   |   |   |   |   [391] pressure_3pm <= 1010
## |   |   |   |   |   |   |   |   |   |   |   [392] max_temp <= 21.5: Yes (n=61, err=19.7%)
## |   |   |   |   |   |   |   |   |   |   |   [393] max_temp > 21.5: No (n=121, err=37.2%)
## |   |   |   |   |   |   |   |   |   |   [394] pressure_3pm > 1010: No (n=1001, err=23.2%)
## |   |   |   |   |   |   |   [395] cloud_3pm > 5
## |   |   |   |   |   |   |   |   [396] pressure_3pm <= 1008.2
## |   |   |   |   |   |   |   |   |   [397] temp_9am <= 26.7: No (n=200, err=49.5%)
## |   |   |   |   |   |   |   |   |   [398] temp_9am > 26.7: No (n=273, err=27.5%)
## |   |   |   |   |   |   |   |   [399] pressure_3pm > 1008.2
## |   |   |   |   |   |   |   |   |   [400] humidity_3pm <= 66
## |   |   |   |   |   |   |   |   |   |   [401] temp_3pm <= 15.9: No (n=300, err=27.7%)
## |   |   |   |   |   |   |   |   |   |   [402] temp_3pm > 15.9
## |   |   |   |   |   |   |   |   |   |   |   [403] wind_dir_9am <= E: No (n=515, err=23.5%)
## |   |   |   |   |   |   |   |   |   |   |   [404] wind_dir_9am > E: No (n=1029, err=14.1%)
## |   |   |   |   |   |   |   |   |   [405] humidity_3pm > 66
## |   |   |   |   |   |   |   |   |   |   [406] wind_dir_9am <= NE: No (n=140, err=43.6%)
## |   |   |   |   |   |   |   |   |   |   [407] wind_dir_9am > NE: No (n=374, err=25.1%)
## |   |   |   |   |   [408] pressure_3pm > 1018
## |   |   |   |   |   |   [409] sunshine <= 4.2
## |   |   |   |   |   |   |   [410] pressure_3pm <= 1022.7
## |   |   |   |   |   |   |   |   [411] humidity_3pm <= 64: No (n=483, err=19.0%)
## |   |   |   |   |   |   |   |   [412] humidity_3pm > 64
## |   |   |   |   |   |   |   |   |   [413] humidity_9am <= 74: No (n=80, err=47.5%)
## |   |   |   |   |   |   |   |   |   [414] humidity_9am > 74: No (n=150, err=24.0%)
## |   |   |   |   |   |   |   [415] pressure_3pm > 1022.7
## |   |   |   |   |   |   |   |   [416] wind_gust_speed <= 30
## |   |   |   |   |   |   |   |   |   [417] temp_3pm <= 19.5: No (n=432, err=4.9%)
## |   |   |   |   |   |   |   |   |   [418] temp_3pm > 19.5: No (n=19, err=42.1%)
## |   |   |   |   |   |   |   |   [419] wind_gust_speed > 30: No (n=391, err=17.1%)
## |   |   |   |   |   |   [420] sunshine > 4.2
## |   |   |   |   |   |   |   [421] humidity_3pm <= 65
## |   |   |   |   |   |   |   |   [422] wind_gust_speed <= 26
## |   |   |   |   |   |   |   |   |   [423] pressure_3pm <= 1022.9
## |   |   |   |   |   |   |   |   |   |   [424] sunshine <= 8.6
## |   |   |   |   |   |   |   |   |   |   |   [425] min_temp <= 16.2: No (n=991, err=7.1%)
## |   |   |   |   |   |   |   |   |   |   |   [426] min_temp > 16.2: No (n=53, err=24.5%)
## |   |   |   |   |   |   |   |   |   |   [427] sunshine > 8.6: No (n=205, err=1.5%)
## |   |   |   |   |   |   |   |   |   [428] pressure_3pm > 1022.9: No (n=1832, err=2.7%)
## |   |   |   |   |   |   |   |   [429] wind_gust_speed > 26
## |   |   |   |   |   |   |   |   |   [430] cloud_3pm <= 2: No (n=1110, err=3.6%)
## |   |   |   |   |   |   |   |   |   [431] cloud_3pm > 2
## |   |   |   |   |   |   |   |   |   |   [432] sunshine <= 7.8
## |   |   |   |   |   |   |   |   |   |   |   [433] temp_3pm <= 20.1: No (n=702, err=9.7%)
## |   |   |   |   |   |   |   |   |   |   |   [434] temp_3pm > 20.1: No (n=202, err=19.3%)
## |   |   |   |   |   |   |   |   |   |   [435] sunshine > 7.8
## |   |   |   |   |   |   |   |   |   |   |   [436] cloud_3pm <= 7
## |   |   |   |   |   |   |   |   |   |   |   |   [437] temp_3pm <= 26.9: No (n=4283, err=7.3%)
## |   |   |   |   |   |   |   |   |   |   |   |   [438] temp_3pm > 26.9
## |   |   |   |   |   |   |   |   |   |   |   |   |   [439] cloud_9am <= 5: Yes (n=10, err=30.0%)
## |   |   |   |   |   |   |   |   |   |   |   |   |   [440] cloud_9am > 5
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [441] wind_dir_3pm <= ESE: No (n=30, err=3.3%)
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [442] wind_dir_3pm > ESE: No (n=13, err=30.8%)
## |   |   |   |   |   |   |   |   |   |   |   [443] cloud_3pm > 7: No (n=456, err=12.7%)
## |   |   |   |   |   |   |   [444] humidity_3pm > 65
## |   |   |   |   |   |   |   |   [445] wind_gust_speed <= 30
## |   |   |   |   |   |   |   |   |   [446] pressure_3pm <= 1024.3
## |   |   |   |   |   |   |   |   |   |   [447] cloud_3pm <= 7: No (n=500, err=11.0%)
## |   |   |   |   |   |   |   |   |   |   [448] cloud_3pm > 7: No (n=77, err=23.4%)
## |   |   |   |   |   |   |   |   |   [449] pressure_3pm > 1024.3
## |   |   |   |   |   |   |   |   |   |   [450] max_temp <= 18.7: No (n=381, err=3.1%)
## |   |   |   |   |   |   |   |   |   |   [451] max_temp > 18.7: No (n=90, err=16.7%)
## |   |   |   |   |   |   |   |   [452] wind_gust_speed > 30: No (n=1202, err=16.9%)
## |   |   |   |   [453] rain_today in Yes
## |   |   |   |   |   [454] pressure_3pm <= 1014.3
## |   |   |   |   |   |   [455] sunshine <= 6.8
## |   |   |   |   |   |   |   [456] wind_gust_speed <= 30: No (n=195, err=35.9%)
## |   |   |   |   |   |   |   [457] wind_gust_speed > 30
## |   |   |   |   |   |   |   |   [458] humidity_3pm <= 64: No (n=415, err=48.4%)
## |   |   |   |   |   |   |   |   [459] humidity_3pm > 64: Yes (n=369, err=39.0%)
## |   |   |   |   |   |   [460] sunshine > 6.8
## |   |   |   |   |   |   |   [461] wind_gust_speed <= 37
## |   |   |   |   |   |   |   |   [462] humidity_9am <= 76: No (n=530, err=19.2%)
## |   |   |   |   |   |   |   |   [463] humidity_9am > 76
## |   |   |   |   |   |   |   |   |   [464] pressure_3pm <= 1006.9: No (n=232, err=42.2%)
## |   |   |   |   |   |   |   |   |   [465] pressure_3pm > 1006.9
## |   |   |   |   |   |   |   |   |   |   [466] humidity_3pm <= 60: No (n=238, err=19.3%)
## |   |   |   |   |   |   |   |   |   |   [467] humidity_3pm > 60: No (n=383, err=34.5%)
## |   |   |   |   |   |   |   [468] wind_gust_speed > 37
## |   |   |   |   |   |   |   |   [469] humidity_9am <= 81
## |   |   |   |   |   |   |   |   |   [470] wind_speed_3pm <= 19
## |   |   |   |   |   |   |   |   |   |   [471] cloud_3pm <= 3: No (n=33, err=18.2%)
## |   |   |   |   |   |   |   |   |   |   [472] cloud_3pm > 3: Yes (n=279, err=48.0%)
## |   |   |   |   |   |   |   |   |   [473] wind_speed_3pm > 19: No (n=408, err=26.7%)
## |   |   |   |   |   |   |   |   [474] humidity_9am > 81
## |   |   |   |   |   |   |   |   |   [475] pressure_3pm <= 1009.2: Yes (n=285, err=42.5%)
## |   |   |   |   |   |   |   |   |   [476] pressure_3pm > 1009.2: No (n=295, err=42.7%)
## |   |   |   |   |   [477] pressure_3pm > 1014.3
## |   |   |   |   |   |   [478] wind_gust_speed <= 31
## |   |   |   |   |   |   |   [479] min_temp <= 12.8
## |   |   |   |   |   |   |   |   [480] humidity_3pm <= 65: No (n=1119, err=10.4%)
## |   |   |   |   |   |   |   |   [481] humidity_3pm > 65
## |   |   |   |   |   |   |   |   |   [482] min_temp <= 5.3: No (n=101, err=5.0%)
## |   |   |   |   |   |   |   |   |   [483] min_temp > 5.3: No (n=377, err=23.1%)
## |   |   |   |   |   |   |   [484] min_temp > 12.8
## |   |   |   |   |   |   |   |   [485] humidity_3pm <= 64: No (n=471, err=17.2%)
## |   |   |   |   |   |   |   |   [486] humidity_3pm > 64: No (n=274, err=31.4%)
## |   |   |   |   |   |   [487] wind_gust_speed > 31
## |   |   |   |   |   |   |   [488] humidity_9am <= 77
## |   |   |   |   |   |   |   |   [489] pressure_3pm <= 1017.6
## |   |   |   |   |   |   |   |   |   [490] cloud_3pm <= 4: No (n=110, err=10.9%)
## |   |   |   |   |   |   |   |   |   [491] cloud_3pm > 4
## |   |   |   |   |   |   |   |   |   |   [492] sunshine <= 6.8: No (n=106, err=42.5%)
## |   |   |   |   |   |   |   |   |   |   [493] sunshine > 6.8: No (n=625, err=28.6%)
## |   |   |   |   |   |   |   |   [494] pressure_3pm > 1017.6
## |   |   |   |   |   |   |   |   |   [495] rainfall <= 12.4
## |   |   |   |   |   |   |   |   |   |   [496] humidity_3pm <= 64: No (n=746, err=12.6%)
## |   |   |   |   |   |   |   |   |   |   [497] humidity_3pm > 64: No (n=191, err=25.1%)
## |   |   |   |   |   |   |   |   |   [498] rainfall > 12.4: No (n=118, err=35.6%)
## |   |   |   |   |   |   |   [499] humidity_9am > 77
## |   |   |   |   |   |   |   |   [500] min_temp <= 7.4
## |   |   |   |   |   |   |   |   |   [501] humidity_3pm <= 69
## |   |   |   |   |   |   |   |   |   |   [502] temp_9am <= 12.5: No (n=527, err=18.0%)
## |   |   |   |   |   |   |   |   |   |   [503] temp_9am > 12.5: Yes (n=10, err=40.0%)
## |   |   |   |   |   |   |   |   |   [504] humidity_3pm > 69: No (n=71, err=47.9%)
## |   |   |   |   |   |   |   |   [505] min_temp > 7.4
## |   |   |   |   |   |   |   |   |   [506] rainfall <= 5.4: No (n=1043, err=31.2%)
## |   |   |   |   |   |   |   |   |   [507] rainfall > 5.4
## |   |   |   |   |   |   |   |   |   |   [508] cloud_3pm <= 3: No (n=85, err=23.5%)
## |   |   |   |   |   |   |   |   |   |   [509] cloud_3pm > 3
## |   |   |   |   |   |   |   |   |   |   |   [510] humidity_9am <= 89: No (n=418, err=41.9%)
## |   |   |   |   |   |   |   |   |   |   |   [511] humidity_9am > 89: Yes (n=376, err=44.9%)
## |   |   |   [512] wind_gust_speed > 46
## |   |   |   |   [513] pressure_3pm <= 1011.2
## |   |   |   |   |   [514] sunshine <= 6.8
## |   |   |   |   |   |   [515] wind_gust_speed <= 65
## |   |   |   |   |   |   |   [516] rain_today in No
## |   |   |   |   |   |   |   |   [517] rainfall <= 0.2: Yes (n=345, err=43.8%)
## |   |   |   |   |   |   |   |   [518] rainfall > 0.2: Yes (n=83, err=25.3%)
## |   |   |   |   |   |   |   [519] rain_today in Yes: Yes (n=462, err=29.2%)
## |   |   |   |   |   |   [520] wind_gust_speed > 65: Yes (n=362, err=21.3%)
## |   |   |   |   |   [521] sunshine > 6.8
## |   |   |   |   |   |   [522] humidity_9am <= 70
## |   |   |   |   |   |   |   [523] wind_gust_dir <= S
## |   |   |   |   |   |   |   |   [524] humidity_3pm <= 52
## |   |   |   |   |   |   |   |   |   [525] min_temp <= 17
## |   |   |   |   |   |   |   |   |   |   [526] max_temp <= 35.3: No (n=161, err=1.2%)
## |   |   |   |   |   |   |   |   |   |   [527] max_temp > 35.3: No (n=11, err=45.5%)
## |   |   |   |   |   |   |   |   |   [528] min_temp > 17: No (n=70, err=34.3%)
## |   |   |   |   |   |   |   |   [529] humidity_3pm > 52
## |   |   |   |   |   |   |   |   |   [530] wind_speed_3pm <= 26: No (n=154, err=50.0%)
## |   |   |   |   |   |   |   |   |   [531] wind_speed_3pm > 26
## |   |   |   |   |   |   |   |   |   |   [532] wind_gust_speed <= 48: No (n=34, err=0.0%)
## |   |   |   |   |   |   |   |   |   |   [533] wind_gust_speed > 48: No (n=297, err=26.9%)
## |   |   |   |   |   |   |   [534] wind_gust_dir > S
## |   |   |   |   |   |   |   |   [535] rain_today in No
## |   |   |   |   |   |   |   |   |   [536] cloud_3pm <= 2: No (n=38, err=18.4%)
## |   |   |   |   |   |   |   |   |   [537] cloud_3pm > 2
## |   |   |   |   |   |   |   |   |   |   [538] humidity_3pm <= 57: No (n=214, err=34.6%)
## |   |   |   |   |   |   |   |   |   |   [539] humidity_3pm > 57: Yes (n=247, err=49.4%)
## |   |   |   |   |   |   |   |   [540] rain_today in Yes
## |   |   |   |   |   |   |   |   |   [541] wind_gust_speed <= 59: No (n=103, err=45.6%)
## |   |   |   |   |   |   |   |   |   [542] wind_gust_speed > 59: Yes (n=131, err=31.3%)
## |   |   |   |   |   |   [543] humidity_9am > 70
## |   |   |   |   |   |   |   [544] wind_gust_speed <= 56
## |   |   |   |   |   |   |   |   [545] sunshine <= 10.6
## |   |   |   |   |   |   |   |   |   [546] humidity_9am <= 76: No (n=230, err=43.9%)
## |   |   |   |   |   |   |   |   |   [547] humidity_9am > 76: Yes (n=496, err=43.8%)
## |   |   |   |   |   |   |   |   [548] sunshine > 10.6: No (n=23, err=0.0%)
## |   |   |   |   |   |   |   [549] wind_gust_speed > 56
## |   |   |   |   |   |   |   |   [550] wind_gust_dir <= SSW
## |   |   |   |   |   |   |   |   |   [551] cloud_3pm <= 3
## |   |   |   |   |   |   |   |   |   |   [552] pressure_3pm <= 1002.1: Yes (n=7, err=28.6%)
## |   |   |   |   |   |   |   |   |   |   [553] pressure_3pm > 1002.1: No (n=38, err=23.7%)
## |   |   |   |   |   |   |   |   |   [554] cloud_3pm > 3: Yes (n=199, err=42.7%)
## |   |   |   |   |   |   |   |   [555] wind_gust_dir > SSW
## |   |   |   |   |   |   |   |   |   [556] humidity_9am <= 87: Yes (n=348, err=29.3%)
## |   |   |   |   |   |   |   |   |   [557] humidity_9am > 87: Yes (n=186, err=12.4%)
## |   |   |   |   [558] pressure_3pm > 1011.2
## |   |   |   |   |   [559] rain_today in No
## |   |   |   |   |   |   [560] sunshine <= 6.8
## |   |   |   |   |   |   |   [561] humidity_3pm <= 65
## |   |   |   |   |   |   |   |   [562] pressure_3pm <= 1014.8: No (n=210, err=48.6%)
## |   |   |   |   |   |   |   |   [563] pressure_3pm > 1014.8
## |   |   |   |   |   |   |   |   |   [564] humidity_3pm <= 53
## |   |   |   |   |   |   |   |   |   |   [565] rainfall <= 0
## |   |   |   |   |   |   |   |   |   |   |   [566] humidity_9am <= 55: No (n=9, err=44.4%)
## |   |   |   |   |   |   |   |   |   |   |   [567] humidity_9am > 55: No (n=117, err=5.1%)
## |   |   |   |   |   |   |   |   |   |   [568] rainfall > 0: No (n=20, err=35.0%)
## |   |   |   |   |   |   |   |   |   [569] humidity_3pm > 53: No (n=348, err=28.7%)
## |   |   |   |   |   |   |   [570] humidity_3pm > 65: No (n=211, err=47.9%)
## |   |   |   |   |   |   [571] sunshine > 6.8
## |   |   |   |   |   |   |   [572] humidity_3pm <= 65
## |   |   |   |   |   |   |   |   [573] wind_gust_speed <= 56
## |   |   |   |   |   |   |   |   |   [574] wind_speed_3pm <= 17
## |   |   |   |   |   |   |   |   |   |   [575] pressure_3pm <= 1017.3: No (n=155, err=33.5%)
## |   |   |   |   |   |   |   |   |   |   [576] pressure_3pm > 1017.3: No (n=78, err=10.3%)
## |   |   |   |   |   |   |   |   |   [577] wind_speed_3pm > 17
## |   |   |   |   |   |   |   |   |   |   [578] max_temp <= 20.7
## |   |   |   |   |   |   |   |   |   |   |   [579] pressure_3pm <= 1017.2: No (n=318, err=31.1%)
## |   |   |   |   |   |   |   |   |   |   |   [580] pressure_3pm > 1017.2: No (n=345, err=10.4%)
## |   |   |   |   |   |   |   |   |   |   [581] max_temp > 20.7
## |   |   |   |   |   |   |   |   |   |   |   [582] rainfall <= 0: No (n=869, err=9.3%)
## |   |   |   |   |   |   |   |   |   |   |   [583] rainfall > 0: No (n=170, err=18.2%)
## |   |   |   |   |   |   |   |   [584] wind_gust_speed > 56
## |   |   |   |   |   |   |   |   |   [585] wind_gust_dir <= WNW
## |   |   |   |   |   |   |   |   |   |   [586] humidity_9am <= 77: No (n=605, err=20.8%)
## |   |   |   |   |   |   |   |   |   |   [587] humidity_9am > 77
## |   |   |   |   |   |   |   |   |   |   |   [588] temp_3pm <= 16.3: No (n=76, err=25.0%)
## |   |   |   |   |   |   |   |   |   |   |   [589] temp_3pm > 16.3: Yes (n=47, err=38.3%)
## |   |   |   |   |   |   |   |   |   [590] wind_gust_dir > WNW: No (n=92, err=45.7%)
## |   |   |   |   |   |   |   [591] humidity_3pm > 65
## |   |   |   |   |   |   |   |   [592] wind_dir_3pm <= SSE
## |   |   |   |   |   |   |   |   |   [593] wind_speed_3pm <= 28: No (n=185, err=37.8%)
## |   |   |   |   |   |   |   |   |   [594] wind_speed_3pm > 28
## |   |   |   |   |   |   |   |   |   |   [595] wind_dir_3pm <= NE: No (n=139, err=10.1%)
## |   |   |   |   |   |   |   |   |   |   [596] wind_dir_3pm > NE: No (n=141, err=27.7%)
## |   |   |   |   |   |   |   |   [597] wind_dir_3pm > SSE: No (n=346, err=39.9%)
## |   |   |   |   |   [598] rain_today in Yes
## |   |   |   |   |   |   [599] humidity_9am <= 69
## |   |   |   |   |   |   |   [600] humidity_3pm <= 66
## |   |   |   |   |   |   |   |   [601] wind_dir_3pm <= SSW
## |   |   |   |   |   |   |   |   |   [602] wind_gust_speed <= 70: No (n=357, err=17.6%)
## |   |   |   |   |   |   |   |   |   [603] wind_gust_speed > 70: Yes (n=22, err=45.5%)
## |   |   |   |   |   |   |   |   [604] wind_dir_3pm > SSW
## |   |   |   |   |   |   |   |   |   [605] rainfall <= 3.2: No (n=81, err=19.8%)
## |   |   |   |   |   |   |   |   |   [606] rainfall > 3.2
## |   |   |   |   |   |   |   |   |   |   [607] pressure_9am <= 1018.4: Yes (n=144, err=48.6%)
## |   |   |   |   |   |   |   |   |   |   [608] pressure_9am > 1018.4: No (n=27, err=18.5%)
## |   |   |   |   |   |   |   [609] humidity_3pm > 66: Yes (n=118, err=44.9%)
## |   |   |   |   |   |   [610] humidity_9am > 69
## |   |   |   |   |   |   |   [611] sunshine <= 9
## |   |   |   |   |   |   |   |   [612] wind_gust_speed <= 54
## |   |   |   |   |   |   |   |   |   [613] wind_speed_9am <= 26: No (n=858, err=49.3%)
## |   |   |   |   |   |   |   |   |   [614] wind_speed_9am > 26: No (n=168, err=29.2%)
## |   |   |   |   |   |   |   |   [615] wind_gust_speed > 54
## |   |   |   |   |   |   |   |   |   [616] sunshine <= 7.1
## |   |   |   |   |   |   |   |   |   |   [617] humidity_9am <= 82: Yes (n=130, err=43.8%)
## |   |   |   |   |   |   |   |   |   |   [618] humidity_9am > 82: Yes (n=139, err=23.7%)
## |   |   |   |   |   |   |   |   |   [619] sunshine > 7.1: Yes (n=684, err=47.8%)
## |   |   |   |   |   |   |   [620] sunshine > 9: No (n=64, err=15.6%)
## |   [621] humidity_3pm > 71
## |   |   [622] humidity_3pm <= 82
## |   |   |   [623] wind_gust_speed <= 41
## |   |   |   |   [624] rain_today in No
## |   |   |   |   |   [625] pressure_3pm <= 1013.9
## |   |   |   |   |   |   [626] cloud_3pm <= 5
## |   |   |   |   |   |   |   [627] temp_3pm <= 18.3: Yes (n=160, err=49.4%)
## |   |   |   |   |   |   |   [628] temp_3pm > 18.3
## |   |   |   |   |   |   |   |   [629] sunshine <= 8.5
## |   |   |   |   |   |   |   |   |   [630] wind_dir_3pm <= E: No (n=369, err=19.8%)
## |   |   |   |   |   |   |   |   |   [631] wind_dir_3pm > E: No (n=236, err=29.7%)
## |   |   |   |   |   |   |   |   [632] sunshine > 8.5: No (n=79, err=7.6%)
## |   |   |   |   |   |   [633] cloud_3pm > 5
## |   |   |   |   |   |   |   [634] wind_speed_3pm <= 13
## |   |   |   |   |   |   |   |   [635] humidity_3pm <= 79
## |   |   |   |   |   |   |   |   |   [636] wind_gust_speed <= 30: No (n=111, err=45.0%)
## |   |   |   |   |   |   |   |   |   [637] wind_gust_speed > 30: Yes (n=94, err=28.7%)
## |   |   |   |   |   |   |   |   [638] humidity_3pm > 79: Yes (n=74, err=16.2%)
## |   |   |   |   |   |   |   [639] wind_speed_3pm > 13
## |   |   |   |   |   |   |   |   [640] pressure_3pm <= 1009.3: Yes (n=193, err=46.1%)
## |   |   |   |   |   |   |   |   [641] pressure_3pm > 1009.3
## |   |   |   |   |   |   |   |   |   [642] sunshine <= 4.6: Yes (n=82, err=46.3%)
## |   |   |   |   |   |   |   |   |   [643] sunshine > 4.6: No (n=156, err=30.8%)
## |   |   |   |   |   [644] pressure_3pm > 1013.9
## |   |   |   |   |   |   [645] cloud_3pm <= 6
## |   |   |   |   |   |   |   [646] pressure_3pm <= 1022.3
## |   |   |   |   |   |   |   |   [647] humidity_3pm <= 77
## |   |   |   |   |   |   |   |   |   [648] cloud_9am <= 5
## |   |   |   |   |   |   |   |   |   |   [649] max_temp <= 16.5: No (n=24, err=25.0%)
## |   |   |   |   |   |   |   |   |   |   [650] max_temp > 16.5: No (n=129, err=2.3%)
## |   |   |   |   |   |   |   |   |   [651] cloud_9am > 5
## |   |   |   |   |   |   |   |   |   |   [652] rainfall <= 0.1: No (n=738, err=16.8%)
## |   |   |   |   |   |   |   |   |   |   [653] rainfall > 0.1: No (n=315, err=27.0%)
## |   |   |   |   |   |   |   |   [654] humidity_3pm > 77
## |   |   |   |   |   |   |   |   |   [655] rainfall <= 0.3: No (n=470, err=27.2%)
## |   |   |   |   |   |   |   |   |   [656] rainfall > 0.3: No (n=82, err=45.1%)
## |   |   |   |   |   |   |   [657] pressure_3pm > 1022.3
## |   |   |   |   |   |   |   |   [658] wind_gust_speed <= 26: No (n=311, err=6.4%)
## |   |   |   |   |   |   |   |   [659] wind_gust_speed > 26: No (n=376, err=17.0%)
## |   |   |   |   |   |   [660] cloud_3pm > 6
## |   |   |   |   |   |   |   [661] pressure_3pm <= 1019.3: No (n=644, err=40.8%)
## |   |   |   |   |   |   |   [662] pressure_3pm > 1019.3
## |   |   |   |   |   |   |   |   [663] max_temp <= 14.7: No (n=325, err=15.4%)
## |   |   |   |   |   |   |   |   [664] max_temp > 14.7: No (n=420, err=29.8%)
## |   |   |   |   [665] rain_today in Yes
## |   |   |   |   |   [666] pressure_3pm <= 1013.8
## |   |   |   |   |   |   [667] cloud_3pm <= 6
## |   |   |   |   |   |   |   [668] humidity_3pm <= 76
## |   |   |   |   |   |   |   |   [669] sunshine <= 4.2: Yes (n=39, err=30.8%)
## |   |   |   |   |   |   |   |   [670] sunshine > 4.2: No (n=311, err=42.1%)
## |   |   |   |   |   |   |   [671] humidity_3pm > 76: Yes (n=263, err=41.1%)
## |   |   |   |   |   |   [672] cloud_3pm > 6: Yes (n=654, err=31.3%)
## |   |   |   |   |   [673] pressure_3pm > 1013.8
## |   |   |   |   |   |   [674] wind_gust_speed <= 28
## |   |   |   |   |   |   |   [675] min_temp <= 13.9: No (n=445, err=25.4%)
## |   |   |   |   |   |   |   [676] min_temp > 13.9
## |   |   |   |   |   |   |   |   [677] wind_speed_3pm <= 11: Yes (n=101, err=43.6%)
## |   |   |   |   |   |   |   |   [678] wind_speed_3pm > 11: No (n=59, err=33.9%)
## |   |   |   |   |   |   [679] wind_gust_speed > 28
## |   |   |   |   |   |   |   [680] min_temp <= 10.8: No (n=582, err=40.2%)
## |   |   |   |   |   |   |   [681] min_temp > 10.8
## |   |   |   |   |   |   |   |   [682] cloud_3pm <= 4
## |   |   |   |   |   |   |   |   |   [683] wind_speed_9am <= 6: Yes (n=12, err=25.0%)
## |   |   |   |   |   |   |   |   |   [684] wind_speed_9am > 6: No (n=45, err=17.8%)
## |   |   |   |   |   |   |   |   [685] cloud_3pm > 4
## |   |   |   |   |   |   |   |   |   [686] wind_speed_3pm <= 17: Yes (n=466, err=38.0%)
## |   |   |   |   |   |   |   |   |   [687] wind_speed_3pm > 17: No (n=269, err=45.4%)
## |   |   |   [688] wind_gust_speed > 41
## |   |   |   |   [689] rain_today in No
## |   |   |   |   |   [690] sunshine <= 7.9
## |   |   |   |   |   |   [691] pressure_3pm <= 1010.2
## |   |   |   |   |   |   |   [692] wind_speed_3pm <= 22: Yes (n=123, err=9.8%)
## |   |   |   |   |   |   |   [693] wind_speed_3pm > 22: Yes (n=131, err=29.0%)
## |   |   |   |   |   |   [694] pressure_3pm > 1010.2
## |   |   |   |   |   |   |   [695] rainfall <= 0: Yes (n=331, err=45.3%)
## |   |   |   |   |   |   |   [696] rainfall > 0: Yes (n=199, err=30.7%)
## |   |   |   |   |   [697] sunshine > 7.9
## |   |   |   |   |   |   [698] wind_dir_3pm <= S
## |   |   |   |   |   |   |   [699] cloud_3pm <= 5
## |   |   |   |   |   |   |   |   [700] wind_gust_dir <= SSW
## |   |   |   |   |   |   |   |   |   [701] rainfall <= 0
## |   |   |   |   |   |   |   |   |   |   [702] wind_dir_3pm <= ESE: No (n=479, err=20.0%)
## |   |   |   |   |   |   |   |   |   |   [703] wind_dir_3pm > ESE: No (n=238, err=33.2%)
## |   |   |   |   |   |   |   |   |   [704] rainfall > 0: No (n=200, err=37.0%)
## |   |   |   |   |   |   |   |   [705] wind_gust_dir > SSW: Yes (n=91, err=47.3%)
## |   |   |   |   |   |   |   [706] cloud_3pm > 5
## |   |   |   |   |   |   |   |   [707] pressure_3pm <= 1013.3: Yes (n=162, err=33.3%)
## |   |   |   |   |   |   |   |   [708] pressure_3pm > 1013.3: No (n=213, err=37.6%)
## |   |   |   |   |   |   [709] wind_dir_3pm > S
## |   |   |   |   |   |   |   [710] pressure_3pm <= 1014.1
## |   |   |   |   |   |   |   |   [711] temp_3pm <= 14.2: Yes (n=110, err=15.5%)
## |   |   |   |   |   |   |   |   [712] temp_3pm > 14.2: Yes (n=204, err=37.7%)
## |   |   |   |   |   |   |   [713] pressure_3pm > 1014.1
## |   |   |   |   |   |   |   |   [714] wind_gust_speed <= 61: No (n=250, err=43.6%)
## |   |   |   |   |   |   |   |   [715] wind_gust_speed > 61: Yes (n=64, err=31.2%)
## |   |   |   |   [716] rain_today in Yes
## |   |   |   |   |   [717] wind_gust_speed <= 57
## |   |   |   |   |   |   [718] sunshine <= 6.4
## |   |   |   |   |   |   |   [719] pressure_3pm <= 1008.4: Yes (n=171, err=10.5%)
## |   |   |   |   |   |   |   [720] pressure_3pm > 1008.4: Yes (n=476, err=30.5%)
## |   |   |   |   |   |   [721] sunshine > 6.4
## |   |   |   |   |   |   |   [722] pressure_3pm <= 1012.9
## |   |   |   |   |   |   |   |   [723] max_temp <= 20.5: Yes (n=271, err=21.4%)
## |   |   |   |   |   |   |   |   [724] max_temp > 20.5
## |   |   |   |   |   |   |   |   |   [725] cloud_3pm <= 6: Yes (n=163, err=48.5%)
## |   |   |   |   |   |   |   |   |   [726] cloud_3pm > 6: Yes (n=106, err=22.6%)
## |   |   |   |   |   |   |   [727] pressure_3pm > 1012.9: Yes (n=714, err=44.1%)
## |   |   |   |   |   [728] wind_gust_speed > 57
## |   |   |   |   |   |   [729] pressure_3pm <= 1015: Yes (n=652, err=12.1%)
## |   |   |   |   |   |   [730] pressure_3pm > 1015: Yes (n=253, err=28.5%)
## |   |   [731] humidity_3pm > 82
## |   |   |   [732] rain_today in No
## |   |   |   |   [733] cloud_3pm <= 6
## |   |   |   |   |   [734] min_temp <= 2: No (n=426, err=30.0%)
## |   |   |   |   |   [735] min_temp > 2
## |   |   |   |   |   |   [736] pressure_3pm <= 1021.6
## |   |   |   |   |   |   |   [737] humidity_3pm <= 88
## |   |   |   |   |   |   |   |   [738] humidity_9am <= 81
## |   |   |   |   |   |   |   |   |   [739] sunshine <= 8.5: Yes (n=317, err=30.9%)
## |   |   |   |   |   |   |   |   |   [740] sunshine > 8.5: No (n=12, err=16.7%)
## |   |   |   |   |   |   |   |   [741] humidity_9am > 81
## |   |   |   |   |   |   |   |   |   [742] rainfall <= 0.1: No (n=274, err=41.6%)
## |   |   |   |   |   |   |   |   |   [743] rainfall > 0.1: Yes (n=181, err=41.4%)
## |   |   |   |   |   |   |   [744] humidity_3pm > 88
## |   |   |   |   |   |   |   |   [745] rainfall <= 0
## |   |   |   |   |   |   |   |   |   [746] cloud_3pm <= 4: No (n=27, err=18.5%)
## |   |   |   |   |   |   |   |   |   [747] cloud_3pm > 4
## |   |   |   |   |   |   |   |   |   |   [748] humidity_9am <= 83: Yes (n=310, err=22.9%)
## |   |   |   |   |   |   |   |   |   |   [749] humidity_9am > 83: Yes (n=342, err=37.7%)
## |   |   |   |   |   |   |   |   [750] rainfall > 0: Yes (n=364, err=21.7%)
## |   |   |   |   |   |   [751] pressure_3pm > 1021.6
## |   |   |   |   |   |   |   [752] wind_gust_speed <= 46
## |   |   |   |   |   |   |   |   [753] humidity_3pm <= 91: No (n=153, err=30.1%)
## |   |   |   |   |   |   |   |   [754] humidity_3pm > 91: Yes (n=74, err=47.3%)
## |   |   |   |   |   |   |   [755] wind_gust_speed > 46
## |   |   |   |   |   |   |   |   [756] wind_dir_3pm <= E: No (n=9, err=33.3%)
## |   |   |   |   |   |   |   |   [757] wind_dir_3pm > E: Yes (n=23, err=4.3%)
## |   |   |   |   [758] cloud_3pm > 6
## |   |   |   |   |   [759] pressure_3pm <= 1017.6
## |   |   |   |   |   |   [760] humidity_3pm <= 84
## |   |   |   |   |   |   |   [761] humidity_9am <= 79: Yes (n=123, err=17.9%)
## |   |   |   |   |   |   |   [762] humidity_9am > 79: Yes (n=166, err=43.4%)
## |   |   |   |   |   |   [763] humidity_3pm > 84
## |   |   |   |   |   |   |   [764] humidity_9am <= 98
## |   |   |   |   |   |   |   |   [765] humidity_3pm <= 89: Yes (n=618, err=18.1%)
## |   |   |   |   |   |   |   |   [766] humidity_3pm > 89
## |   |   |   |   |   |   |   |   |   [767] temp_3pm <= 15.8: Yes (n=415, err=5.1%)
## |   |   |   |   |   |   |   |   |   [768] temp_3pm > 15.8: Yes (n=409, err=13.0%)
## |   |   |   |   |   |   |   [769] humidity_9am > 98
## |   |   |   |   |   |   |   |   [770] rainfall <= 0.4: Yes (n=82, err=48.8%)
## |   |   |   |   |   |   |   |   [771] rainfall > 0.4: Yes (n=30, err=13.3%)
## |   |   |   |   |   [772] pressure_3pm > 1017.6
## |   |   |   |   |   |   [773] humidity_9am <= 92
## |   |   |   |   |   |   |   [774] humidity_3pm <= 88
## |   |   |   |   |   |   |   |   [775] cloud_3pm <= 7
## |   |   |   |   |   |   |   |   |   [776] wind_speed_3pm <= 13: Yes (n=23, err=17.4%)
## |   |   |   |   |   |   |   |   |   [777] wind_speed_3pm > 13: No (n=66, err=31.8%)
## |   |   |   |   |   |   |   |   [778] cloud_3pm > 7: Yes (n=156, err=34.0%)
## |   |   |   |   |   |   |   [779] humidity_3pm > 88: Yes (n=220, err=17.3%)
## |   |   |   |   |   |   [780] humidity_9am > 92
## |   |   |   |   |   |   |   [781] pressure_3pm <= 1024.9
## |   |   |   |   |   |   |   |   [782] humidity_3pm <= 93: No (n=116, err=44.0%)
## |   |   |   |   |   |   |   |   [783] humidity_3pm > 93: Yes (n=46, err=26.1%)
## |   |   |   |   |   |   |   [784] pressure_3pm > 1024.9: No (n=93, err=22.6%)
## |   |   |   [785] rain_today in Yes
## |   |   |   |   [786] pressure_3pm <= 1013.8
## |   |   |   |   |   [787] humidity_3pm <= 88
## |   |   |   |   |   |   [788] pressure_3pm <= 1005.2: Yes (n=383, err=6.0%)
## |   |   |   |   |   |   [789] pressure_3pm > 1005.2
## |   |   |   |   |   |   |   [790] wind_gust_speed <= 50
## |   |   |   |   |   |   |   |   [791] wind_speed_3pm <= 22: Yes (n=474, err=17.7%)
## |   |   |   |   |   |   |   |   [792] wind_speed_3pm > 22: Yes (n=97, err=33.0%)
## |   |   |   |   |   |   |   [793] wind_gust_speed > 50: Yes (n=281, err=10.7%)
## |   |   |   |   |   [794] humidity_3pm > 88
## |   |   |   |   |   |   [795] pressure_3pm <= 1007.4: Yes (n=912, err=3.3%)
## |   |   |   |   |   |   [796] pressure_3pm > 1007.4: Yes (n=1119, err=6.9%)
## |   |   |   |   [797] pressure_3pm > 1013.8
## |   |   |   |   |   [798] min_temp <= 6.7
## |   |   |   |   |   |   [799] rainfall <= 8
## |   |   |   |   |   |   |   [800] temp_9am <= 7.4
## |   |   |   |   |   |   |   |   [801] wind_speed_3pm <= 19: No (n=149, err=41.6%)
## |   |   |   |   |   |   |   |   [802] wind_speed_3pm > 19
## |   |   |   |   |   |   |   |   |   [803] wind_dir_3pm <= WSW: Yes (n=62, err=45.2%)
## |   |   |   |   |   |   |   |   |   [804] wind_dir_3pm > WSW: Yes (n=54, err=18.5%)
## |   |   |   |   |   |   |   [805] temp_9am > 7.4: Yes (n=196, err=29.6%)
## |   |   |   |   |   |   [806] rainfall > 8: Yes (n=240, err=26.7%)
## |   |   |   |   |   [807] min_temp > 6.7
## |   |   |   |   |   |   [808] humidity_3pm <= 88
## |   |   |   |   |   |   |   [809] wind_gust_speed <= 37: Yes (n=419, err=33.2%)
## |   |   |   |   |   |   |   [810] wind_gust_speed > 37
## |   |   |   |   |   |   |   |   [811] rainfall <= 12.4
## |   |   |   |   |   |   |   |   |   [812] humidity_9am <= 96: Yes (n=386, err=19.4%)
## |   |   |   |   |   |   |   |   |   [813] humidity_9am > 96: Yes (n=61, err=41.0%)
## |   |   |   |   |   |   |   |   [814] rainfall > 12.4: Yes (n=189, err=6.3%)
## |   |   |   |   |   |   [815] humidity_3pm > 88
## |   |   |   |   |   |   |   [816] min_temp <= 9.8: Yes (n=391, err=19.9%)
## |   |   |   |   |   |   |   [817] min_temp > 9.8
## |   |   |   |   |   |   |   |   [818] cloud_9am <= 7
## |   |   |   |   |   |   |   |   |   [819] wind_gust_speed <= 39
## |   |   |   |   |   |   |   |   |   |   [820] humidity_3pm <= 95: Yes (n=241, err=20.7%)
## |   |   |   |   |   |   |   |   |   |   [821] humidity_3pm > 95: Yes (n=223, err=10.8%)
## |   |   |   |   |   |   |   |   |   [822] wind_gust_speed > 39: Yes (n=353, err=7.4%)
## |   |   |   |   |   |   |   |   [823] cloud_9am > 7: Yes (n=513, err=6.0%)
## 
## Number of inner nodes:    411
## Number of terminal nodes: 412

References

Hothorn, Torsten, and Achim Zeileis. 2024. Partykit: A Toolkit for Recursive Partytioning. http://partykit.r-forge.r-project.org/partykit/.


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