20.62 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 <= 7.2
## |   |   |   |   |   [6] pressure_3pm <= 1014.8
## |   |   |   |   |   |   [7] humidity_3pm <= 27: No (n=333, err=11.7%)
## |   |   |   |   |   |   [8] humidity_3pm > 27
## |   |   |   |   |   |   |   [9] pressure_3pm <= 1004.7: Yes (n=221, err=48.4%)
## |   |   |   |   |   |   |   [10] pressure_3pm > 1004.7
## |   |   |   |   |   |   |   |   [11] wind_dir_9am <= NE: No (n=535, err=43.6%)
## |   |   |   |   |   |   |   |   [12] wind_dir_9am > NE
## |   |   |   |   |   |   |   |   |   [13] wind_speed_9am <= 20
## |   |   |   |   |   |   |   |   |   |   [14] wind_gust_speed <= 37: No (n=447, err=18.1%)
## |   |   |   |   |   |   |   |   |   |   [15] wind_gust_speed > 37: No (n=570, err=30.9%)
## |   |   |   |   |   |   |   |   |   [16] wind_speed_9am > 20: No (n=191, err=13.6%)
## |   |   |   |   |   [17] pressure_3pm > 1014.8
## |   |   |   |   |   |   [18] pressure_3pm <= 1020.2
## |   |   |   |   |   |   |   [19] wind_dir_9am <= NE
## |   |   |   |   |   |   |   |   [20] wind_gust_speed <= 39
## |   |   |   |   |   |   |   |   |   [21] humidity_3pm <= 45: No (n=187, err=12.8%)
## |   |   |   |   |   |   |   |   |   [22] humidity_3pm > 45: No (n=95, err=28.4%)
## |   |   |   |   |   |   |   |   [23] wind_gust_speed > 39: No (n=173, err=34.7%)
## |   |   |   |   |   |   |   [24] wind_dir_9am > NE
## |   |   |   |   |   |   |   |   [25] sunshine <= 4.2
## |   |   |   |   |   |   |   |   |   [26] humidity_9am <= 72: No (n=260, err=11.5%)
## |   |   |   |   |   |   |   |   |   [27] humidity_9am > 72: No (n=92, err=29.3%)
## |   |   |   |   |   |   |   |   [28] sunshine > 4.2: No (n=741, err=8.4%)
## |   |   |   |   |   |   [29] pressure_3pm > 1020.2
## |   |   |   |   |   |   |   [30] rainfall <= 2.8
## |   |   |   |   |   |   |   |   [31] cloud_3pm <= 3: No (n=205, err=0.5%)
## |   |   |   |   |   |   |   |   [32] cloud_3pm > 3: No (n=1019, err=6.3%)
## |   |   |   |   |   |   |   [33] rainfall > 2.8: No (n=103, err=18.4%)
## |   |   |   |   [34] sunshine > 7.2
## |   |   |   |   |   [35] pressure_3pm <= 1015.2
## |   |   |   |   |   |   [36] humidity_3pm <= 30
## |   |   |   |   |   |   |   [37] humidity_3pm <= 21
## |   |   |   |   |   |   |   |   [38] wind_gust_speed <= 44
## |   |   |   |   |   |   |   |   |   [39] humidity_3pm <= 18
## |   |   |   |   |   |   |   |   |   |   [40] wind_dir_9am <= NNE: No (n=1066, err=2.2%)
## |   |   |   |   |   |   |   |   |   |   [41] wind_dir_9am > NNE: No (n=3917, err=0.7%)
## |   |   |   |   |   |   |   |   |   [42] humidity_3pm > 18
## |   |   |   |   |   |   |   |   |   |   [43] pressure_3pm <= 1007.6: No (n=257, err=8.6%)
## |   |   |   |   |   |   |   |   |   |   [44] pressure_3pm > 1007.6: No (n=1426, err=1.6%)
## |   |   |   |   |   |   |   |   [45] wind_gust_speed > 44
## |   |   |   |   |   |   |   |   |   [46] humidity_3pm <= 14: No (n=1442, err=1.7%)
## |   |   |   |   |   |   |   |   |   [47] humidity_3pm > 14
## |   |   |   |   |   |   |   |   |   |   [48] rainfall <= 2.4
## |   |   |   |   |   |   |   |   |   |   |   [49] cloud_3pm <= 5
## |   |   |   |   |   |   |   |   |   |   |   |   [50] temp_3pm <= 39.4: No (n=1253, err=3.7%)
## |   |   |   |   |   |   |   |   |   |   |   |   [51] temp_3pm > 39.4: No (n=72, err=13.9%)
## |   |   |   |   |   |   |   |   |   |   |   [52] cloud_3pm > 5: No (n=144, err=11.1%)
## |   |   |   |   |   |   |   |   |   |   [53] rainfall > 2.4: No (n=15, err=26.7%)
## |   |   |   |   |   |   |   [54] humidity_3pm > 21
## |   |   |   |   |   |   |   |   [55] wind_dir_9am <= ENE
## |   |   |   |   |   |   |   |   |   [56] wind_gust_speed <= 43
## |   |   |   |   |   |   |   |   |   |   [57] wind_gust_speed <= 37
## |   |   |   |   |   |   |   |   |   |   |   [58] rainfall <= 1.6
## |   |   |   |   |   |   |   |   |   |   |   |   [59] max_temp <= 28.7: No (n=403, err=6.7%)
## |   |   |   |   |   |   |   |   |   |   |   |   [60] max_temp > 28.7: No (n=776, err=1.9%)
## |   |   |   |   |   |   |   |   |   |   |   [61] rainfall > 1.6: No (n=20, err=15.0%)
## |   |   |   |   |   |   |   |   |   |   [62] wind_gust_speed > 37: No (n=825, err=8.7%)
## |   |   |   |   |   |   |   |   |   [63] wind_gust_speed > 43
## |   |   |   |   |   |   |   |   |   |   [64] sunshine <= 10: No (n=687, err=18.9%)
## |   |   |   |   |   |   |   |   |   |   [65] sunshine > 10: No (n=193, err=5.2%)
## |   |   |   |   |   |   |   |   [66] wind_dir_9am > ENE
## |   |   |   |   |   |   |   |   |   [67] cloud_3pm <= 7
## |   |   |   |   |   |   |   |   |   |   [68] wind_speed_9am <= 6
## |   |   |   |   |   |   |   |   |   |   |   [69] wind_gust_speed <= 52: No (n=782, err=4.6%)
## |   |   |   |   |   |   |   |   |   |   |   [70] wind_gust_speed > 52: No (n=17, err=29.4%)
## |   |   |   |   |   |   |   |   |   |   [71] wind_speed_9am > 6
## |   |   |   |   |   |   |   |   |   |   |   [72] sunshine <= 9.2: No (n=2870, err=2.6%)
## |   |   |   |   |   |   |   |   |   |   |   [73] sunshine > 9.2
## |   |   |   |   |   |   |   |   |   |   |   |   [74] pressure_3pm <= 1002.5: No (n=14, err=21.4%)
## |   |   |   |   |   |   |   |   |   |   |   |   [75] pressure_3pm > 1002.5: No (n=1369, err=0.7%)
## |   |   |   |   |   |   |   |   |   [76] cloud_3pm > 7: No (n=113, err=15.0%)
## |   |   |   |   |   |   [77] humidity_3pm > 30
## |   |   |   |   |   |   |   [78] wind_gust_speed <= 43
## |   |   |   |   |   |   |   |   [79] cloud_3pm <= 6
## |   |   |   |   |   |   |   |   |   [80] sunshine <= 9.9
## |   |   |   |   |   |   |   |   |   |   [81] pressure_3pm <= 1011.1
## |   |   |   |   |   |   |   |   |   |   |   [82] humidity_9am <= 86
## |   |   |   |   |   |   |   |   |   |   |   |   [83] humidity_3pm <= 46: No (n=2156, err=9.9%)
## |   |   |   |   |   |   |   |   |   |   |   |   [84] humidity_3pm > 46: No (n=730, err=15.8%)
## |   |   |   |   |   |   |   |   |   |   |   [85] humidity_9am > 86: No (n=334, err=21.0%)
## |   |   |   |   |   |   |   |   |   |   [86] pressure_3pm > 1011.1
## |   |   |   |   |   |   |   |   |   |   |   [87] wind_gust_speed <= 37
## |   |   |   |   |   |   |   |   |   |   |   |   [88] humidity_3pm <= 40
## |   |   |   |   |   |   |   |   |   |   |   |   |   [89] wind_gust_speed <= 30: No (n=1162, err=2.7%)
## |   |   |   |   |   |   |   |   |   |   |   |   |   [90] wind_gust_speed > 30
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [91] wind_dir_9am <= SE: No (n=731, err=7.5%)
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [92] wind_dir_9am > SE: No (n=669, err=2.5%)
## |   |   |   |   |   |   |   |   |   |   |   |   [93] humidity_3pm > 40
## |   |   |   |   |   |   |   |   |   |   |   |   |   [94] humidity_9am <= 67
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [95] wind_speed_3pm <= 15: No (n=671, err=5.8%)
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [96] wind_speed_3pm > 15
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   [97] rainfall <= 3: No (n=484, err=2.1%)
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   [98] rainfall > 3: No (n=8, err=12.5%)
## |   |   |   |   |   |   |   |   |   |   |   |   |   [99] humidity_9am > 67
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [100] wind_gust_speed <= 30: No (n=1247, err=6.1%)
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [101] wind_gust_speed > 30: No (n=845, err=10.1%)
## |   |   |   |   |   |   |   |   |   |   |   [102] wind_gust_speed > 37
## |   |   |   |   |   |   |   |   |   |   |   |   [103] wind_dir_9am <= ENE
## |   |   |   |   |   |   |   |   |   |   |   |   |   [104] rain_today in No: No (n=1281, err=11.6%)
## |   |   |   |   |   |   |   |   |   |   |   |   |   [105] rain_today in Yes: No (n=171, err=20.5%)
## |   |   |   |   |   |   |   |   |   |   |   |   [106] wind_dir_9am > ENE
## |   |   |   |   |   |   |   |   |   |   |   |   |   [107] wind_speed_9am <= 6
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [108] min_temp <= 13.3: No (n=223, err=9.4%)
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [109] min_temp > 13.3: No (n=86, err=27.9%)
## |   |   |   |   |   |   |   |   |   |   |   |   |   [110] wind_speed_9am > 6
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [111] humidity_3pm <= 39: No (n=646, err=2.8%)
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [112] humidity_3pm > 39
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   [113] wind_gust_dir <= SE: No (n=211, err=12.8%)
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   [114] wind_gust_dir > SE
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   [115] cloud_9am <= 2: No (n=97, err=12.4%)
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   [116] cloud_9am > 2: No (n=628, err=3.8%)
## |   |   |   |   |   |   |   |   |   [117] sunshine > 9.9
## |   |   |   |   |   |   |   |   |   |   [118] pressure_3pm <= 1007.2: No (n=377, err=9.5%)
## |   |   |   |   |   |   |   |   |   |   [119] pressure_3pm > 1007.2
## |   |   |   |   |   |   |   |   |   |   |   [120] cloud_9am <= 2
## |   |   |   |   |   |   |   |   |   |   |   |   [121] cloud_3pm <= 2
## |   |   |   |   |   |   |   |   |   |   |   |   |   [122] pressure_3pm <= 1009: No (n=218, err=5.0%)
## |   |   |   |   |   |   |   |   |   |   |   |   |   [123] pressure_3pm > 1009: No (n=1316, err=0.8%)
## |   |   |   |   |   |   |   |   |   |   |   |   [124] cloud_3pm > 2: No (n=405, err=4.0%)
## |   |   |   |   |   |   |   |   |   |   |   [125] cloud_9am > 2
## |   |   |   |   |   |   |   |   |   |   |   |   [126] max_temp <= 23.3: No (n=122, err=14.8%)
## |   |   |   |   |   |   |   |   |   |   |   |   [127] max_temp > 23.3: No (n=1107, err=2.9%)
## |   |   |   |   |   |   |   |   [128] cloud_3pm > 6
## |   |   |   |   |   |   |   |   |   [129] sunshine <= 9.2
## |   |   |   |   |   |   |   |   |   |   [130] wind_dir_9am <= SSE
## |   |   |   |   |   |   |   |   |   |   |   [131] wind_gust_speed <= 35: No (n=342, err=18.1%)
## |   |   |   |   |   |   |   |   |   |   |   [132] wind_gust_speed > 35: No (n=335, err=28.1%)
## |   |   |   |   |   |   |   |   |   |   [133] wind_dir_9am > SSE
## |   |   |   |   |   |   |   |   |   |   |   [134] cloud_9am <= 3: No (n=72, err=26.4%)
## |   |   |   |   |   |   |   |   |   |   |   [135] cloud_9am > 3: No (n=328, err=8.5%)
## |   |   |   |   |   |   |   |   |   [136] sunshine > 9.2: No (n=239, err=5.0%)
## |   |   |   |   |   |   |   [137] wind_gust_speed > 43
## |   |   |   |   |   |   |   |   [138] sunshine <= 10.3
## |   |   |   |   |   |   |   |   |   [139] pressure_3pm <= 1010.4
## |   |   |   |   |   |   |   |   |   |   [140] wind_dir_9am <= ESE
## |   |   |   |   |   |   |   |   |   |   |   [141] cloud_3pm <= 5: No (n=508, err=29.3%)
## |   |   |   |   |   |   |   |   |   |   |   [142] cloud_3pm > 5: No (n=202, err=44.6%)
## |   |   |   |   |   |   |   |   |   |   [143] wind_dir_9am > ESE
## |   |   |   |   |   |   |   |   |   |   |   [144] humidity_3pm <= 48
## |   |   |   |   |   |   |   |   |   |   |   |   [145] wind_speed_9am <= 7: No (n=130, err=33.1%)
## |   |   |   |   |   |   |   |   |   |   |   |   [146] wind_speed_9am > 7
## |   |   |   |   |   |   |   |   |   |   |   |   |   [147] pressure_3pm <= 1000.5: No (n=56, err=32.1%)
## |   |   |   |   |   |   |   |   |   |   |   |   |   [148] pressure_3pm > 1000.5: No (n=768, err=10.4%)
## |   |   |   |   |   |   |   |   |   |   |   [149] humidity_3pm > 48: No (n=152, err=36.2%)
## |   |   |   |   |   |   |   |   |   [150] pressure_3pm > 1010.4
## |   |   |   |   |   |   |   |   |   |   [151] wind_dir_9am <= E
## |   |   |   |   |   |   |   |   |   |   |   [152] wind_dir_3pm <= NE: No (n=228, err=36.0%)
## |   |   |   |   |   |   |   |   |   |   |   [153] wind_dir_3pm > NE: No (n=501, err=17.0%)
## |   |   |   |   |   |   |   |   |   |   [154] wind_dir_9am > E
## |   |   |   |   |   |   |   |   |   |   |   [155] wind_speed_9am <= 13
## |   |   |   |   |   |   |   |   |   |   |   |   [156] humidity_3pm <= 45
## |   |   |   |   |   |   |   |   |   |   |   |   |   [157] temp_3pm <= 26.5: No (n=284, err=7.4%)
## |   |   |   |   |   |   |   |   |   |   |   |   |   [158] temp_3pm > 26.5: No (n=120, err=22.5%)
## |   |   |   |   |   |   |   |   |   |   |   |   [159] humidity_3pm > 45
## |   |   |   |   |   |   |   |   |   |   |   |   |   [160] wind_speed_3pm <= 11: No (n=26, err=50.0%)
## |   |   |   |   |   |   |   |   |   |   |   |   |   [161] wind_speed_3pm > 11: No (n=142, err=20.4%)
## |   |   |   |   |   |   |   |   |   |   |   [162] wind_speed_9am > 13
## |   |   |   |   |   |   |   |   |   |   |   |   [163] wind_dir_9am <= WSW
## |   |   |   |   |   |   |   |   |   |   |   |   |   [164] rain_today in No: No (n=757, err=3.3%)
## |   |   |   |   |   |   |   |   |   |   |   |   |   [165] rain_today in Yes: No (n=134, err=9.7%)
## |   |   |   |   |   |   |   |   |   |   |   |   [166] wind_dir_9am > WSW: No (n=617, err=10.5%)
## |   |   |   |   |   |   |   |   [167] sunshine > 10.3
## |   |   |   |   |   |   |   |   |   [168] pressure_3pm <= 1007.8: No (n=209, err=11.0%)
## |   |   |   |   |   |   |   |   |   [169] pressure_3pm > 1007.8: No (n=851, err=3.3%)
## |   |   |   |   |   [170] pressure_3pm > 1015.2
## |   |   |   |   |   |   [171] humidity_3pm <= 44
## |   |   |   |   |   |   |   [172] humidity_3pm <= 29
## |   |   |   |   |   |   |   |   [173] pressure_3pm <= 1016.9
## |   |   |   |   |   |   |   |   |   [174] humidity_3pm <= 21: No (n=1160, err=0.3%)
## |   |   |   |   |   |   |   |   |   [175] humidity_3pm > 21
## |   |   |   |   |   |   |   |   |   |   [176] pressure_9am <= 1019.7
## |   |   |   |   |   |   |   |   |   |   |   [177] rainfall <= 5.2: No (n=717, err=1.5%)
## |   |   |   |   |   |   |   |   |   |   |   [178] rainfall > 5.2: No (n=8, err=12.5%)
## |   |   |   |   |   |   |   |   |   |   [179] pressure_9am > 1019.7
## |   |   |   |   |   |   |   |   |   |   |   [180] humidity_9am <= 33: No (n=15, err=40.0%)
## |   |   |   |   |   |   |   |   |   |   |   [181] humidity_9am > 33: No (n=487, err=5.3%)
## |   |   |   |   |   |   |   |   [182] pressure_3pm > 1016.9: No (n=6767, err=0.5%)
## |   |   |   |   |   |   |   [183] humidity_3pm > 29
## |   |   |   |   |   |   |   |   [184] pressure_3pm <= 1019.4
## |   |   |   |   |   |   |   |   |   [185] wind_dir_9am <= ENE
## |   |   |   |   |   |   |   |   |   |   [186] wind_gust_speed <= 43
## |   |   |   |   |   |   |   |   |   |   |   [187] sunshine <= 9.4: No (n=1208, err=6.9%)
## |   |   |   |   |   |   |   |   |   |   |   [188] sunshine > 9.4: No (n=391, err=1.8%)
## |   |   |   |   |   |   |   |   |   |   [189] wind_gust_speed > 43
## |   |   |   |   |   |   |   |   |   |   |   [190] sunshine <= 9.1: No (n=213, err=16.9%)
## |   |   |   |   |   |   |   |   |   |   |   [191] sunshine > 9.1
## |   |   |   |   |   |   |   |   |   |   |   |   [192] rainfall <= 0.6: No (n=77, err=1.3%)
## |   |   |   |   |   |   |   |   |   |   |   |   [193] rainfall > 0.6: No (n=7, err=14.3%)
## |   |   |   |   |   |   |   |   |   [194] wind_dir_9am > ENE
## |   |   |   |   |   |   |   |   |   |   [195] cloud_3pm <= 5
## |   |   |   |   |   |   |   |   |   |   |   [196] humidity_9am <= 61: No (n=2050, err=1.2%)
## |   |   |   |   |   |   |   |   |   |   |   [197] humidity_9am > 61: No (n=2135, err=2.9%)
## |   |   |   |   |   |   |   |   |   |   [198] cloud_3pm > 5
## |   |   |   |   |   |   |   |   |   |   |   [199] temp_3pm <= 25.5: No (n=345, err=4.6%)
## |   |   |   |   |   |   |   |   |   |   |   [200] temp_3pm > 25.5: No (n=94, err=17.0%)
## |   |   |   |   |   |   |   |   [201] pressure_3pm > 1019.4
## |   |   |   |   |   |   |   |   |   [202] wind_gust_speed <= 46
## |   |   |   |   |   |   |   |   |   |   [203] pressure_3pm <= 1024.8
## |   |   |   |   |   |   |   |   |   |   |   [204] sunshine <= 9.8: No (n=4357, err=1.9%)
## |   |   |   |   |   |   |   |   |   |   |   [205] sunshine > 9.8: No (n=1247, err=0.5%)
## |   |   |   |   |   |   |   |   |   |   [206] pressure_3pm > 1024.8: No (n=2375, err=0.5%)
## |   |   |   |   |   |   |   |   |   [207] wind_gust_speed > 46
## |   |   |   |   |   |   |   |   |   |   [208] wind_speed_9am <= 6: No (n=39, err=17.9%)
## |   |   |   |   |   |   |   |   |   |   [209] wind_speed_9am > 6: No (n=537, err=3.2%)
## |   |   |   |   |   |   [210] humidity_3pm > 44
## |   |   |   |   |   |   |   [211] wind_gust_speed <= 33
## |   |   |   |   |   |   |   |   [212] pressure_3pm <= 1017.1
## |   |   |   |   |   |   |   |   |   [213] temp_9am <= 13.9
## |   |   |   |   |   |   |   |   |   |   [214] pressure_9am <= 1019.8: No (n=138, err=6.5%)
## |   |   |   |   |   |   |   |   |   |   [215] pressure_9am > 1019.8: No (n=76, err=27.6%)
## |   |   |   |   |   |   |   |   |   [216] temp_9am > 13.9: No (n=434, err=2.8%)
## |   |   |   |   |   |   |   |   [217] pressure_3pm > 1017.1
## |   |   |   |   |   |   |   |   |   [218] cloud_3pm <= 7: No (n=4388, err=2.3%)
## |   |   |   |   |   |   |   |   |   [219] cloud_3pm > 7: No (n=128, err=10.2%)
## |   |   |   |   |   |   |   [220] wind_gust_speed > 33
## |   |   |   |   |   |   |   |   [221] rain_today in No
## |   |   |   |   |   |   |   |   |   [222] pressure_3pm <= 1016.4
## |   |   |   |   |   |   |   |   |   |   [223] wind_dir_9am <= NNE: No (n=75, err=33.3%)
## |   |   |   |   |   |   |   |   |   |   [224] wind_dir_9am > NNE: No (n=491, err=6.5%)
## |   |   |   |   |   |   |   |   |   [225] pressure_3pm > 1016.4
## |   |   |   |   |   |   |   |   |   |   [226] wind_speed_3pm <= 17: No (n=921, err=7.1%)
## |   |   |   |   |   |   |   |   |   |   [227] wind_speed_3pm > 17: No (n=2423, err=3.7%)
## |   |   |   |   |   |   |   |   [228] rain_today in Yes
## |   |   |   |   |   |   |   |   |   [229] humidity_3pm <= 47: No (n=239, err=4.6%)
## |   |   |   |   |   |   |   |   |   [230] humidity_3pm > 47: No (n=418, err=13.2%)
## |   |   |   [231] wind_gust_speed > 54
## |   |   |   |   [232] sunshine <= 7.7
## |   |   |   |   |   [233] pressure_3pm <= 1005.8
## |   |   |   |   |   |   [234] humidity_3pm <= 24: No (n=107, err=29.9%)
## |   |   |   |   |   |   [235] humidity_3pm > 24
## |   |   |   |   |   |   |   [236] sunshine <= 6: Yes (n=298, err=41.3%)
## |   |   |   |   |   |   |   [237] sunshine > 6: No (n=192, err=41.7%)
## |   |   |   |   |   [238] pressure_3pm > 1005.8
## |   |   |   |   |   |   [239] rainfall <= 5.8
## |   |   |   |   |   |   |   [240] sunshine <= 1.2: No (n=79, err=49.4%)
## |   |   |   |   |   |   |   [241] sunshine > 1.2: No (n=902, err=29.2%)
## |   |   |   |   |   |   [242] rainfall > 5.8: Yes (n=99, err=38.4%)
## |   |   |   |   [243] sunshine > 7.7
## |   |   |   |   |   [244] pressure_3pm <= 1009.9
## |   |   |   |   |   |   [245] humidity_3pm <= 21
## |   |   |   |   |   |   |   [246] wind_gust_speed <= 83
## |   |   |   |   |   |   |   |   [247] humidity_3pm <= 13: No (n=738, err=6.0%)
## |   |   |   |   |   |   |   |   [248] humidity_3pm > 13
## |   |   |   |   |   |   |   |   |   [249] max_temp <= 41.4
## |   |   |   |   |   |   |   |   |   |   [250] sunshine <= 9.7: No (n=502, err=16.3%)
## |   |   |   |   |   |   |   |   |   |   [251] sunshine > 9.7: No (n=199, err=2.5%)
## |   |   |   |   |   |   |   |   |   [252] max_temp > 41.4: No (n=80, err=35.0%)
## |   |   |   |   |   |   |   [253] wind_gust_speed > 83: No (n=68, err=30.9%)
## |   |   |   |   |   |   [254] humidity_3pm > 21
## |   |   |   |   |   |   |   [255] humidity_9am <= 58
## |   |   |   |   |   |   |   |   [256] wind_dir_9am <= E
## |   |   |   |   |   |   |   |   |   [257] sunshine <= 9.7
## |   |   |   |   |   |   |   |   |   |   [258] min_temp <= 17.9: No (n=298, err=35.6%)
## |   |   |   |   |   |   |   |   |   |   [259] min_temp > 17.9
## |   |   |   |   |   |   |   |   |   |   |   [260] wind_gust_speed <= 83: Yes (n=144, err=47.9%)
## |   |   |   |   |   |   |   |   |   |   |   [261] wind_gust_speed > 83: Yes (n=12, err=0.0%)
## |   |   |   |   |   |   |   |   |   [262] sunshine > 9.7: No (n=158, err=13.9%)
## |   |   |   |   |   |   |   |   [263] wind_dir_9am > E
## |   |   |   |   |   |   |   |   |   [264] pressure_3pm <= 994.7: Yes (n=29, err=37.9%)
## |   |   |   |   |   |   |   |   |   [265] pressure_3pm > 994.7
## |   |   |   |   |   |   |   |   |   |   [266] cloud_3pm <= 5: No (n=862, err=11.3%)
## |   |   |   |   |   |   |   |   |   |   [267] cloud_3pm > 5
## |   |   |   |   |   |   |   |   |   |   |   [268] temp_9am <= 25.4
## |   |   |   |   |   |   |   |   |   |   |   |   [269] pressure_3pm <= 1000.3: Yes (n=23, err=47.8%)
## |   |   |   |   |   |   |   |   |   |   |   |   [270] pressure_3pm > 1000.3: No (n=141, err=14.2%)
## |   |   |   |   |   |   |   |   |   |   |   [271] temp_9am > 25.4: No (n=44, err=47.7%)
## |   |   |   |   |   |   |   [272] humidity_9am > 58
## |   |   |   |   |   |   |   |   [273] wind_gust_speed <= 63
## |   |   |   |   |   |   |   |   |   [274] wind_speed_3pm <= 24: No (n=259, err=37.8%)
## |   |   |   |   |   |   |   |   |   [275] wind_speed_3pm > 24
## |   |   |   |   |   |   |   |   |   |   [276] pressure_3pm <= 1001.9: No (n=61, err=37.7%)
## |   |   |   |   |   |   |   |   |   |   [277] pressure_3pm > 1001.9: No (n=365, err=20.0%)
## |   |   |   |   |   |   |   |   [278] wind_gust_speed > 63
## |   |   |   |   |   |   |   |   |   [279] humidity_3pm <= 39
## |   |   |   |   |   |   |   |   |   |   [280] wind_speed_3pm <= 24: Yes (n=103, err=37.9%)
## |   |   |   |   |   |   |   |   |   |   [281] wind_speed_3pm > 24: No (n=220, err=28.2%)
## |   |   |   |   |   |   |   |   |   [282] humidity_3pm > 39
## |   |   |   |   |   |   |   |   |   |   [283] humidity_9am <= 85: Yes (n=239, err=49.0%)
## |   |   |   |   |   |   |   |   |   |   [284] humidity_9am > 85: Yes (n=59, err=23.7%)
## |   |   |   |   |   [285] pressure_3pm > 1009.9
## |   |   |   |   |   |   [286] sunshine <= 9.3
## |   |   |   |   |   |   |   [287] temp_3pm <= 25.4
## |   |   |   |   |   |   |   |   [288] humidity_3pm <= 44
## |   |   |   |   |   |   |   |   |   [289] wind_dir_3pm <= NE: No (n=119, err=31.9%)
## |   |   |   |   |   |   |   |   |   [290] wind_dir_3pm > NE
## |   |   |   |   |   |   |   |   |   |   [291] wind_dir_3pm <= WNW
## |   |   |   |   |   |   |   |   |   |   |   [292] rainfall <= 3
## |   |   |   |   |   |   |   |   |   |   |   |   [293] humidity_3pm <= 34: No (n=530, err=1.9%)
## |   |   |   |   |   |   |   |   |   |   |   |   [294] humidity_3pm > 34: No (n=573, err=5.8%)
## |   |   |   |   |   |   |   |   |   |   |   [295] rainfall > 3: No (n=100, err=16.0%)
## |   |   |   |   |   |   |   |   |   |   [296] wind_dir_3pm > WNW: No (n=199, err=20.6%)
## |   |   |   |   |   |   |   |   [297] humidity_3pm > 44
## |   |   |   |   |   |   |   |   |   [298] pressure_3pm <= 1015.6: No (n=363, err=23.1%)
## |   |   |   |   |   |   |   |   |   [299] pressure_3pm > 1015.6: No (n=270, err=7.8%)
## |   |   |   |   |   |   |   [300] temp_3pm > 25.4
## |   |   |   |   |   |   |   |   [301] humidity_3pm <= 24
## |   |   |   |   |   |   |   |   |   [302] wind_gust_speed <= 76: No (n=486, err=10.1%)
## |   |   |   |   |   |   |   |   |   [303] wind_gust_speed > 76: No (n=28, err=39.3%)
## |   |   |   |   |   |   |   |   [304] humidity_3pm > 24
## |   |   |   |   |   |   |   |   |   [305] wind_gust_speed <= 67
## |   |   |   |   |   |   |   |   |   |   [306] temp_3pm <= 32.5
## |   |   |   |   |   |   |   |   |   |   |   [307] humidity_9am <= 66: No (n=258, err=15.9%)
## |   |   |   |   |   |   |   |   |   |   |   [308] humidity_9am > 66: No (n=86, err=37.2%)
## |   |   |   |   |   |   |   |   |   |   [309] temp_3pm > 32.5: No (n=71, err=43.7%)
## |   |   |   |   |   |   |   |   |   [310] wind_gust_speed > 67: Yes (n=103, err=43.7%)
## |   |   |   |   |   |   [311] sunshine > 9.3
## |   |   |   |   |   |   |   [312] humidity_3pm <= 26
## |   |   |   |   |   |   |   |   [313] wind_gust_dir <= NW
## |   |   |   |   |   |   |   |   |   [314] wind_gust_speed <= 78: No (n=675, err=0.6%)
## |   |   |   |   |   |   |   |   |   [315] wind_gust_speed > 78: No (n=25, err=12.0%)
## |   |   |   |   |   |   |   |   [316] wind_gust_dir > NW: No (n=14, err=28.6%)
## |   |   |   |   |   |   |   [317] humidity_3pm > 26
## |   |   |   |   |   |   |   |   [318] cloud_3pm <= 3
## |   |   |   |   |   |   |   |   |   [319] temp_9am <= 26.3: No (n=383, err=2.1%)
## |   |   |   |   |   |   |   |   |   [320] temp_9am > 26.3
## |   |   |   |   |   |   |   |   |   |   [321] wind_speed_3pm <= 24: Yes (n=7, err=42.9%)
## |   |   |   |   |   |   |   |   |   |   [322] wind_speed_3pm > 24: No (n=24, err=12.5%)
## |   |   |   |   |   |   |   |   [323] cloud_3pm > 3: No (n=272, err=14.7%)
## |   |   [324] humidity_3pm > 51
## |   |   |   [325] wind_gust_speed <= 48
## |   |   |   |   [326] rain_today in No
## |   |   |   |   |   [327] pressure_3pm <= 1011
## |   |   |   |   |   |   [328] sunshine <= 7.4
## |   |   |   |   |   |   |   [329] humidity_3pm <= 59: No (n=446, err=32.1%)
## |   |   |   |   |   |   |   [330] humidity_3pm > 59
## |   |   |   |   |   |   |   |   [331] wind_gust_speed <= 30
## |   |   |   |   |   |   |   |   |   [332] cloud_3pm <= 6: No (n=65, err=16.9%)
## |   |   |   |   |   |   |   |   |   [333] cloud_3pm > 6: No (n=116, err=37.9%)
## |   |   |   |   |   |   |   |   [334] wind_gust_speed > 30: No (n=559, err=47.9%)
## |   |   |   |   |   |   [335] sunshine > 7.4
## |   |   |   |   |   |   |   [336] rainfall <= 0.1
## |   |   |   |   |   |   |   |   [337] cloud_3pm <= 5
## |   |   |   |   |   |   |   |   |   [338] humidity_3pm <= 52
## |   |   |   |   |   |   |   |   |   |   [339] wind_gust_dir <= WSW
## |   |   |   |   |   |   |   |   |   |   |   [340] max_temp <= 25.9
## |   |   |   |   |   |   |   |   |   |   |   |   [341] max_temp <= 20.4: No (n=10, err=10.0%)
## |   |   |   |   |   |   |   |   |   |   |   |   [342] max_temp > 20.4: No (n=763, err=0.0%)
## |   |   |   |   |   |   |   |   |   |   |   [343] max_temp > 25.9
## |   |   |   |   |   |   |   |   |   |   |   |   [344] pressure_3pm <= 1008
## |   |   |   |   |   |   |   |   |   |   |   |   |   [345] temp_9am <= 16.7: Yes (n=23, err=39.1%)
## |   |   |   |   |   |   |   |   |   |   |   |   |   [346] temp_9am > 16.7: No (n=98, err=17.3%)
## |   |   |   |   |   |   |   |   |   |   |   |   [347] pressure_3pm > 1008: No (n=181, err=2.8%)
## |   |   |   |   |   |   |   |   |   |   [348] wind_gust_dir > WSW
## |   |   |   |   |   |   |   |   |   |   |   [349] wind_gust_dir <= W
## |   |   |   |   |   |   |   |   |   |   |   |   [350] max_temp <= 22.1
## |   |   |   |   |   |   |   |   |   |   |   |   |   [351] temp_3pm <= 20: No (n=7, err=14.3%)
## |   |   |   |   |   |   |   |   |   |   |   |   |   [352] temp_3pm > 20: Yes (n=91, err=23.1%)
## |   |   |   |   |   |   |   |   |   |   |   |   [353] max_temp > 22.1
## |   |   |   |   |   |   |   |   |   |   |   |   |   [354] min_temp <= 11.4: Yes (n=17, err=29.4%)
## |   |   |   |   |   |   |   |   |   |   |   |   |   [355] min_temp > 11.4: No (n=231, err=19.0%)
## |   |   |   |   |   |   |   |   |   |   |   [356] wind_gust_dir > W: No (n=280, err=1.4%)
## |   |   |   |   |   |   |   |   |   [357] humidity_3pm > 52
## |   |   |   |   |   |   |   |   |   |   [358] temp_9am <= 18.2: No (n=477, err=33.1%)
## |   |   |   |   |   |   |   |   |   |   [359] temp_9am > 18.2
## |   |   |   |   |   |   |   |   |   |   |   [360] pressure_9am <= 1010.1
## |   |   |   |   |   |   |   |   |   |   |   |   [361] evaporation <= 5.8: No (n=617, err=22.9%)
## |   |   |   |   |   |   |   |   |   |   |   |   [362] evaporation > 5.8: No (n=314, err=14.0%)
## |   |   |   |   |   |   |   |   |   |   |   [363] pressure_9am > 1010.1
## |   |   |   |   |   |   |   |   |   |   |   |   [364] humidity_9am <= 83
## |   |   |   |   |   |   |   |   |   |   |   |   |   [365] wind_gust_speed <= 26: No (n=182, err=4.4%)
## |   |   |   |   |   |   |   |   |   |   |   |   |   [366] wind_gust_speed > 26: No (n=1525, err=11.5%)
## |   |   |   |   |   |   |   |   |   |   |   |   [367] humidity_9am > 83: No (n=70, err=28.6%)
## |   |   |   |   |   |   |   |   [368] cloud_3pm > 5
## |   |   |   |   |   |   |   |   |   [369] temp_3pm <= 25: No (n=339, err=38.3%)
## |   |   |   |   |   |   |   |   |   [370] temp_3pm > 25
## |   |   |   |   |   |   |   |   |   |   [371] pressure_3pm <= 1007.6
## |   |   |   |   |   |   |   |   |   |   |   [372] wind_gust_speed <= 41: No (n=245, err=27.3%)
## |   |   |   |   |   |   |   |   |   |   |   [373] wind_gust_speed > 41: No (n=49, err=49.0%)
## |   |   |   |   |   |   |   |   |   |   [374] pressure_3pm > 1007.6: No (n=300, err=16.3%)
## |   |   |   |   |   |   |   [375] rainfall > 0.1
## |   |   |   |   |   |   |   |   [376] max_temp <= 21.5: No (n=234, err=50.0%)
## |   |   |   |   |   |   |   |   [377] max_temp > 21.5
## |   |   |   |   |   |   |   |   |   [378] humidity_9am <= 64: No (n=152, err=13.8%)
## |   |   |   |   |   |   |   |   |   [379] humidity_9am > 64: No (n=601, err=30.4%)
## |   |   |   |   |   [380] pressure_3pm > 1011
## |   |   |   |   |   |   [381] sunshine <= 4.3
## |   |   |   |   |   |   |   [382] pressure_3pm <= 1022.7
## |   |   |   |   |   |   |   |   [383] humidity_3pm <= 64
## |   |   |   |   |   |   |   |   |   [384] wind_dir_9am <= E
## |   |   |   |   |   |   |   |   |   |   [385] wind_gust_speed <= 39: No (n=381, err=26.8%)
## |   |   |   |   |   |   |   |   |   |   [386] wind_gust_speed > 39: No (n=105, err=46.7%)
## |   |   |   |   |   |   |   |   |   [387] wind_dir_9am > E
## |   |   |   |   |   |   |   |   |   |   [388] cloud_3pm <= 7
## |   |   |   |   |   |   |   |   |   |   |   [389] humidity_3pm <= 56: No (n=302, err=10.9%)
## |   |   |   |   |   |   |   |   |   |   |   [390] humidity_3pm > 56: No (n=453, err=19.9%)
## |   |   |   |   |   |   |   |   |   |   [391] cloud_3pm > 7: No (n=146, err=31.5%)
## |   |   |   |   |   |   |   |   [392] humidity_3pm > 64
## |   |   |   |   |   |   |   |   |   [393] wind_gust_speed <= 41: No (n=549, err=30.6%)
## |   |   |   |   |   |   |   |   |   [394] wind_gust_speed > 41
## |   |   |   |   |   |   |   |   |   |   [395] evaporation <= 3.8: Yes (n=65, err=33.8%)
## |   |   |   |   |   |   |   |   |   |   [396] evaporation > 3.8: No (n=49, err=32.7%)
## |   |   |   |   |   |   |   [397] pressure_3pm > 1022.7
## |   |   |   |   |   |   |   |   [398] temp_3pm <= 15
## |   |   |   |   |   |   |   |   |   [399] wind_speed_3pm <= 17: No (n=424, err=4.0%)
## |   |   |   |   |   |   |   |   |   [400] wind_speed_3pm > 17: No (n=149, err=14.1%)
## |   |   |   |   |   |   |   |   [401] temp_3pm > 15
## |   |   |   |   |   |   |   |   |   [402] humidity_3pm <= 67
## |   |   |   |   |   |   |   |   |   |   [403] cloud_9am <= 4: No (n=31, err=41.9%)
## |   |   |   |   |   |   |   |   |   |   [404] cloud_9am > 4: No (n=308, err=11.4%)
## |   |   |   |   |   |   |   |   |   [405] humidity_3pm > 67: No (n=68, err=32.4%)
## |   |   |   |   |   |   [406] sunshine > 4.3
## |   |   |   |   |   |   |   [407] pressure_3pm <= 1019
## |   |   |   |   |   |   |   |   [408] cloud_3pm <= 5
## |   |   |   |   |   |   |   |   |   [409] humidity_3pm <= 62
## |   |   |   |   |   |   |   |   |   |   [410] rainfall <= 0.2
## |   |   |   |   |   |   |   |   |   |   |   [411] sunshine <= 9.6
## |   |   |   |   |   |   |   |   |   |   |   |   [412] humidity_9am <= 70
## |   |   |   |   |   |   |   |   |   |   |   |   |   [413] humidity_3pm <= 54
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [414] wind_gust_dir <= SSW
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   [415] max_temp <= 22.6
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   [416] wind_gust_dir <= E: No (n=120, err=20.0%)
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   [417] wind_gust_dir > E: No (n=167, err=7.8%)
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   [418] max_temp > 22.6
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   [419] humidity_3pm <= 52
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   [420] min_temp <= 15.6: No (n=645, err=0.5%)
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   [421] min_temp > 15.6: No (n=171, err=5.3%)
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   [422] humidity_3pm > 52
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   [423] wind_speed_3pm <= 13: No (n=44, err=13.6%)
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   [424] wind_speed_3pm > 13
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   [425] sunshine <= 9.2: No (n=298, err=3.4%)
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   [426] sunshine > 9.2: No (n=7, err=42.9%)
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [427] wind_gust_dir > SSW
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   [428] pressure_3pm <= 1014.9
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   [429] temp_9am <= 16.6: No (n=50, err=38.0%)
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   [430] temp_9am > 16.6: No (n=205, err=12.2%)
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   [431] pressure_3pm > 1014.9
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   [432] cloud_9am <= 1: No (n=270, err=2.6%)
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   [433] cloud_9am > 1: No (n=1195, err=8.9%)
## |   |   |   |   |   |   |   |   |   |   |   |   |   [434] humidity_3pm > 54
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [435] wind_dir_3pm <= WSW
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   [436] temp_9am <= 13.3
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   [437] wind_gust_speed <= 41: No (n=128, err=12.5%)
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   [438] wind_gust_speed > 41: No (n=30, err=43.3%)
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   [439] temp_9am > 13.3: No (n=1904, err=9.0%)
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [440] wind_dir_3pm > WSW: No (n=244, err=22.1%)
## |   |   |   |   |   |   |   |   |   |   |   |   [441] humidity_9am > 70
## |   |   |   |   |   |   |   |   |   |   |   |   |   [442] wind_gust_speed <= 26: No (n=965, err=8.2%)
## |   |   |   |   |   |   |   |   |   |   |   |   |   [443] wind_gust_speed > 26
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [444] evaporation <= 2.4
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   [445] pressure_3pm <= 1013.5: Yes (n=30, err=40.0%)
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   [446] pressure_3pm > 1013.5: No (n=114, err=21.1%)
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [447] evaporation > 2.4: No (n=3376, err=13.1%)
## |   |   |   |   |   |   |   |   |   |   |   [448] sunshine > 9.6
## |   |   |   |   |   |   |   |   |   |   |   |   [449] max_temp <= 22.6: No (n=231, err=10.8%)
## |   |   |   |   |   |   |   |   |   |   |   |   [450] max_temp > 22.6: No (n=1220, err=3.3%)
## |   |   |   |   |   |   |   |   |   |   [451] rainfall > 0.2
## |   |   |   |   |   |   |   |   |   |   |   [452] cloud_3pm <= 2: No (n=154, err=7.1%)
## |   |   |   |   |   |   |   |   |   |   |   [453] cloud_3pm > 2: No (n=894, err=19.8%)
## |   |   |   |   |   |   |   |   |   [454] humidity_3pm > 62
## |   |   |   |   |   |   |   |   |   |   [455] wind_dir_3pm <= WSW
## |   |   |   |   |   |   |   |   |   |   |   [456] sunshine <= 9.8
## |   |   |   |   |   |   |   |   |   |   |   |   [457] rainfall <= 0.1
## |   |   |   |   |   |   |   |   |   |   |   |   |   [458] wind_speed_3pm <= 15: No (n=905, err=17.7%)
## |   |   |   |   |   |   |   |   |   |   |   |   |   [459] wind_speed_3pm > 15
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [460] temp_3pm <= 21.6
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   [461] sunshine <= 5.3: Yes (n=11, err=36.4%)
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   [462] sunshine > 5.3: No (n=694, err=15.9%)
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [463] temp_3pm > 21.6: No (n=1111, err=9.2%)
## |   |   |   |   |   |   |   |   |   |   |   |   [464] rainfall > 0.1
## |   |   |   |   |   |   |   |   |   |   |   |   |   [465] wind_dir_9am <= SSE
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [466] wind_gust_speed <= 39: No (n=384, err=12.2%)
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [467] wind_gust_speed > 39: No (n=92, err=29.3%)
## |   |   |   |   |   |   |   |   |   |   |   |   |   [468] wind_dir_9am > SSE: No (n=319, err=26.6%)
## |   |   |   |   |   |   |   |   |   |   |   [469] sunshine > 9.8: No (n=307, err=5.5%)
## |   |   |   |   |   |   |   |   |   |   [470] wind_dir_3pm > WSW
## |   |   |   |   |   |   |   |   |   |   |   [471] wind_gust_speed <= 33
## |   |   |   |   |   |   |   |   |   |   |   |   [472] temp_9am <= 6.3: No (n=79, err=2.5%)
## |   |   |   |   |   |   |   |   |   |   |   |   [473] temp_9am > 6.3: No (n=242, err=23.1%)
## |   |   |   |   |   |   |   |   |   |   |   [474] wind_gust_speed > 33: No (n=317, err=33.8%)
## |   |   |   |   |   |   |   |   [475] cloud_3pm > 5
## |   |   |   |   |   |   |   |   |   [476] humidity_3pm <= 58
## |   |   |   |   |   |   |   |   |   |   [477] sunshine <= 9.6
## |   |   |   |   |   |   |   |   |   |   |   [478] wind_gust_speed <= 30: No (n=359, err=11.7%)
## |   |   |   |   |   |   |   |   |   |   |   [479] wind_gust_speed > 30: No (n=1039, err=19.2%)
## |   |   |   |   |   |   |   |   |   |   [480] sunshine > 9.6: No (n=113, err=3.5%)
## |   |   |   |   |   |   |   |   |   [481] humidity_3pm > 58
## |   |   |   |   |   |   |   |   |   |   [482] evaporation <= 4.8: No (n=1804, err=25.5%)
## |   |   |   |   |   |   |   |   |   |   [483] evaporation > 4.8: No (n=480, err=16.7%)
## |   |   |   |   |   |   |   [484] pressure_3pm > 1019
## |   |   |   |   |   |   |   |   [485] humidity_3pm <= 65
## |   |   |   |   |   |   |   |   |   [486] wind_gust_speed <= 26
## |   |   |   |   |   |   |   |   |   |   [487] pressure_3pm <= 1024.4: No (n=1731, err=6.0%)
## |   |   |   |   |   |   |   |   |   |   [488] pressure_3pm > 1024.4: No (n=1727, err=2.1%)
## |   |   |   |   |   |   |   |   |   [489] wind_gust_speed > 26
## |   |   |   |   |   |   |   |   |   |   [490] cloud_3pm <= 2: No (n=1153, err=3.4%)
## |   |   |   |   |   |   |   |   |   |   [491] cloud_3pm > 2
## |   |   |   |   |   |   |   |   |   |   |   [492] temp_3pm <= 13.3
## |   |   |   |   |   |   |   |   |   |   |   |   [493] pressure_3pm <= 1019.3: No (n=17, err=23.5%)
## |   |   |   |   |   |   |   |   |   |   |   |   [494] pressure_3pm > 1019.3: No (n=706, err=3.5%)
## |   |   |   |   |   |   |   |   |   |   |   [495] temp_3pm > 13.3
## |   |   |   |   |   |   |   |   |   |   |   |   [496] sunshine <= 7.2
## |   |   |   |   |   |   |   |   |   |   |   |   |   [497] cloud_9am <= 3
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [498] temp_3pm <= 17.9
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   [499] humidity_3pm <= 60: No (n=53, err=1.9%)
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   |   [500] humidity_3pm > 60: No (n=26, err=23.1%)
## |   |   |   |   |   |   |   |   |   |   |   |   |   |   [501] temp_3pm > 17.9: No (n=54, err=40.7%)
## |   |   |   |   |   |   |   |   |   |   |   |   |   [502] cloud_9am > 3: No (n=487, err=10.5%)
## |   |   |   |   |   |   |   |   |   |   |   |   [503] sunshine > 7.2
## |   |   |   |   |   |   |   |   |   |   |   |   |   [504] wind_gust_speed <= 43: No (n=4600, err=7.8%)
## |   |   |   |   |   |   |   |   |   |   |   |   |   [505] wind_gust_speed > 43: No (n=514, err=12.6%)
## |   |   |   |   |   |   |   |   [506] humidity_3pm > 65
## |   |   |   |   |   |   |   |   |   [507] pressure_3pm <= 1024.3
## |   |   |   |   |   |   |   |   |   |   [508] cloud_3pm <= 7
## |   |   |   |   |   |   |   |   |   |   |   [509] humidity_3pm <= 68: No (n=740, err=12.2%)
## |   |   |   |   |   |   |   |   |   |   |   [510] humidity_3pm > 68: No (n=548, err=19.5%)
## |   |   |   |   |   |   |   |   |   |   [511] cloud_3pm > 7: No (n=228, err=24.6%)
## |   |   |   |   |   |   |   |   |   [512] pressure_3pm > 1024.3
## |   |   |   |   |   |   |   |   |   |   [513] temp_9am <= 10.4: No (n=480, err=2.9%)
## |   |   |   |   |   |   |   |   |   |   [514] temp_9am > 10.4: No (n=567, err=12.7%)
## |   |   |   |   [515] rain_today in Yes
## |   |   |   |   |   [516] pressure_3pm <= 1014.1
## |   |   |   |   |   |   [517] wind_gust_speed <= 37
## |   |   |   |   |   |   |   [518] sunshine <= 8
## |   |   |   |   |   |   |   |   [519] wind_gust_speed <= 30: No (n=295, err=33.9%)
## |   |   |   |   |   |   |   |   [520] wind_gust_speed > 30
## |   |   |   |   |   |   |   |   |   [521] humidity_3pm <= 60: No (n=150, err=36.0%)
## |   |   |   |   |   |   |   |   |   [522] humidity_3pm > 60: Yes (n=277, err=44.0%)
## |   |   |   |   |   |   |   [523] sunshine > 8
## |   |   |   |   |   |   |   |   [524] humidity_9am <= 86
## |   |   |   |   |   |   |   |   |   [525] cloud_3pm <= 6: No (n=811, err=19.5%)
## |   |   |   |   |   |   |   |   |   [526] cloud_3pm > 6: No (n=192, err=30.7%)
## |   |   |   |   |   |   |   |   [527] humidity_9am > 86
## |   |   |   |   |   |   |   |   |   [528] humidity_3pm <= 64
## |   |   |   |   |   |   |   |   |   |   [529] wind_gust_speed <= 30: No (n=102, err=17.6%)
## |   |   |   |   |   |   |   |   |   |   [530] wind_gust_speed > 30: No (n=162, err=34.6%)
## |   |   |   |   |   |   |   |   |   [531] humidity_3pm > 64: No (n=228, err=47.8%)
## |   |   |   |   |   |   [532] wind_gust_speed > 37
## |   |   |   |   |   |   |   [533] humidity_9am <= 81
## |   |   |   |   |   |   |   |   [534] cloud_3pm <= 2: No (n=102, err=19.6%)
## |   |   |   |   |   |   |   |   [535] cloud_3pm > 2
## |   |   |   |   |   |   |   |   |   [536] wind_speed_3pm <= 20
## |   |   |   |   |   |   |   |   |   |   [537] max_temp <= 18.4
## |   |   |   |   |   |   |   |   |   |   |   [538] temp_3pm <= 17.8: Yes (n=149, err=45.6%)
## |   |   |   |   |   |   |   |   |   |   |   [539] temp_3pm > 17.8
## |   |   |   |   |   |   |   |   |   |   |   |   [540] pressure_3pm <= 1013: Yes (n=56, err=8.9%)
## |   |   |   |   |   |   |   |   |   |   |   |   [541] pressure_3pm > 1013: No (n=10, err=40.0%)
## |   |   |   |   |   |   |   |   |   |   [542] max_temp > 18.4: No (n=411, err=40.6%)
## |   |   |   |   |   |   |   |   |   [543] wind_speed_3pm > 20: No (n=512, err=32.8%)
## |   |   |   |   |   |   |   [544] humidity_9am > 81
## |   |   |   |   |   |   |   |   [545] pressure_3pm <= 1008.2: Yes (n=436, err=32.6%)
## |   |   |   |   |   |   |   |   [546] pressure_3pm > 1008.2
## |   |   |   |   |   |   |   |   |   [547] humidity_9am <= 91: No (n=382, err=45.0%)
## |   |   |   |   |   |   |   |   |   [548] humidity_9am > 91: Yes (n=288, err=41.3%)
## |   |   |   |   |   [549] pressure_3pm > 1014.1
## |   |   |   |   |   |   [550] wind_gust_speed <= 33
## |   |   |   |   |   |   |   [551] min_temp <= 14.1
## |   |   |   |   |   |   |   |   [552] pressure_3pm <= 1017.9
## |   |   |   |   |   |   |   |   |   [553] sunshine <= 5.2: No (n=97, err=36.1%)
## |   |   |   |   |   |   |   |   |   [554] sunshine > 5.2: No (n=652, err=17.3%)
## |   |   |   |   |   |   |   |   [555] pressure_3pm > 1017.9
## |   |   |   |   |   |   |   |   |   [556] humidity_3pm <= 65: No (n=1243, err=8.7%)
## |   |   |   |   |   |   |   |   |   [557] humidity_3pm > 65
## |   |   |   |   |   |   |   |   |   |   [558] wind_gust_speed <= 26: No (n=243, err=11.5%)
## |   |   |   |   |   |   |   |   |   |   [559] wind_gust_speed > 26
## |   |   |   |   |   |   |   |   |   |   |   [560] temp_3pm <= 16.9: No (n=213, err=20.7%)
## |   |   |   |   |   |   |   |   |   |   |   [561] temp_3pm > 16.9: No (n=61, err=42.6%)
## |   |   |   |   |   |   |   [562] min_temp > 14.1
## |   |   |   |   |   |   |   |   [563] cloud_3pm <= 5
## |   |   |   |   |   |   |   |   |   [564] humidity_9am <= 85: No (n=349, err=15.2%)
## |   |   |   |   |   |   |   |   |   [565] humidity_9am > 85: No (n=260, err=28.8%)
## |   |   |   |   |   |   |   |   [566] cloud_3pm > 5: No (n=281, err=33.1%)
## |   |   |   |   |   |   [567] wind_gust_speed > 33
## |   |   |   |   |   |   |   [568] rainfall <= 7
## |   |   |   |   |   |   |   |   [569] humidity_3pm <= 62
## |   |   |   |   |   |   |   |   |   [570] humidity_9am <= 77
## |   |   |   |   |   |   |   |   |   |   [571] pressure_3pm <= 1018.8
## |   |   |   |   |   |   |   |   |   |   |   [572] cloud_3pm <= 3: No (n=66, err=6.1%)
## |   |   |   |   |   |   |   |   |   |   |   [573] cloud_3pm > 3: No (n=528, err=23.7%)
## |   |   |   |   |   |   |   |   |   |   [574] pressure_3pm > 1018.8
## |   |   |   |   |   |   |   |   |   |   |   [575] temp_9am <= 19.4: No (n=505, err=9.9%)
## |   |   |   |   |   |   |   |   |   |   |   [576] temp_9am > 19.4
## |   |   |   |   |   |   |   |   |   |   |   |   [577] sunshine <= 3.2: Yes (n=10, err=20.0%)
## |   |   |   |   |   |   |   |   |   |   |   |   [578] sunshine > 3.2: No (n=71, err=23.9%)
## |   |   |   |   |   |   |   |   |   [579] humidity_9am > 77
## |   |   |   |   |   |   |   |   |   |   [580] temp_3pm <= 16.1
## |   |   |   |   |   |   |   |   |   |   |   [581] rainfall <= 4.6: No (n=278, err=11.9%)
## |   |   |   |   |   |   |   |   |   |   |   [582] rainfall > 4.6: No (n=83, err=31.3%)
## |   |   |   |   |   |   |   |   |   |   [583] temp_3pm > 16.1: No (n=697, err=30.3%)
## |   |   |   |   |   |   |   |   [584] humidity_3pm > 62
## |   |   |   |   |   |   |   |   |   [585] sunshine <= 7.7: No (n=389, err=40.6%)
## |   |   |   |   |   |   |   |   |   [586] sunshine > 7.7
## |   |   |   |   |   |   |   |   |   |   [587] cloud_3pm <= 6: No (n=659, err=26.4%)
## |   |   |   |   |   |   |   |   |   |   [588] cloud_3pm > 6
## |   |   |   |   |   |   |   |   |   |   |   [589] temp_9am <= 22.5: No (n=232, err=33.6%)
## |   |   |   |   |   |   |   |   |   |   |   [590] temp_9am > 22.5: Yes (n=14, err=14.3%)
## |   |   |   |   |   |   |   [591] rainfall > 7
## |   |   |   |   |   |   |   |   [592] humidity_9am <= 82
## |   |   |   |   |   |   |   |   |   [593] cloud_9am <= 5
## |   |   |   |   |   |   |   |   |   |   [594] sunshine <= 6.7: No (n=34, err=44.1%)
## |   |   |   |   |   |   |   |   |   |   [595] sunshine > 6.7
## |   |   |   |   |   |   |   |   |   |   |   [596] temp_3pm <= 20: No (n=92, err=9.8%)
## |   |   |   |   |   |   |   |   |   |   |   [597] temp_3pm > 20: No (n=76, err=31.6%)
## |   |   |   |   |   |   |   |   |   [598] cloud_9am > 5: No (n=725, err=34.8%)
## |   |   |   |   |   |   |   |   [599] humidity_9am > 82
## |   |   |   |   |   |   |   |   |   [600] min_temp <= 6.6: No (n=98, err=20.4%)
## |   |   |   |   |   |   |   |   |   [601] min_temp > 6.6: No (n=738, err=48.9%)
## |   |   |   [602] wind_gust_speed > 48
## |   |   |   |   [603] pressure_3pm <= 1011.8
## |   |   |   |   |   [604] rain_today in No
## |   |   |   |   |   |   [605] sunshine <= 8.4
## |   |   |   |   |   |   |   [606] pressure_3pm <= 1005.2: Yes (n=289, err=26.0%)
## |   |   |   |   |   |   |   [607] pressure_3pm > 1005.2
## |   |   |   |   |   |   |   |   [608] humidity_3pm <= 66: Yes (n=427, err=46.4%)
## |   |   |   |   |   |   |   |   [609] humidity_3pm > 66: Yes (n=89, err=28.1%)
## |   |   |   |   |   |   [610] sunshine > 8.4
## |   |   |   |   |   |   |   [611] wind_gust_dir <= SSW
## |   |   |   |   |   |   |   |   [612] humidity_3pm <= 58
## |   |   |   |   |   |   |   |   |   [613] max_temp <= 33.7
## |   |   |   |   |   |   |   |   |   |   [614] wind_speed_9am <= 28
## |   |   |   |   |   |   |   |   |   |   |   [615] humidity_3pm <= 52
## |   |   |   |   |   |   |   |   |   |   |   |   [616] cloud_3pm <= 5
## |   |   |   |   |   |   |   |   |   |   |   |   |   [617] humidity_9am <= 73: No (n=181, err=0.0%)
## |   |   |   |   |   |   |   |   |   |   |   |   |   [618] humidity_9am > 73: No (n=8, err=37.5%)
## |   |   |   |   |   |   |   |   |   |   |   |   [619] cloud_3pm > 5: Yes (n=7, err=42.9%)
## |   |   |   |   |   |   |   |   |   |   |   [620] humidity_3pm > 52
## |   |   |   |   |   |   |   |   |   |   |   |   [621] temp_9am <= 19.4: No (n=39, err=41.0%)
## |   |   |   |   |   |   |   |   |   |   |   |   [622] temp_9am > 19.4: No (n=129, err=12.4%)
## |   |   |   |   |   |   |   |   |   |   [623] wind_speed_9am > 28: No (n=48, err=35.4%)
## |   |   |   |   |   |   |   |   |   [624] max_temp > 33.7: No (n=84, err=41.7%)
## |   |   |   |   |   |   |   |   [625] humidity_3pm > 58
## |   |   |   |   |   |   |   |   |   [626] wind_speed_3pm <= 28
## |   |   |   |   |   |   |   |   |   |   [627] cloud_3pm <= 6: Yes (n=160, err=49.4%)
## |   |   |   |   |   |   |   |   |   |   [628] cloud_3pm > 6: Yes (n=47, err=23.4%)
## |   |   |   |   |   |   |   |   |   [629] wind_speed_3pm > 28
## |   |   |   |   |   |   |   |   |   |   [630] wind_gust_speed <= 65
## |   |   |   |   |   |   |   |   |   |   |   [631] wind_speed_3pm <= 39: No (n=210, err=26.7%)
## |   |   |   |   |   |   |   |   |   |   |   [632] wind_speed_3pm > 39
## |   |   |   |   |   |   |   |   |   |   |   |   [633] temp_3pm <= 20: No (n=7, err=28.6%)
## |   |   |   |   |   |   |   |   |   |   |   |   [634] temp_3pm > 20: No (n=40, err=0.0%)
## |   |   |   |   |   |   |   |   |   |   [635] wind_gust_speed > 65: Yes (n=54, err=48.1%)
## |   |   |   |   |   |   |   [636] wind_gust_dir > SSW
## |   |   |   |   |   |   |   |   [637] humidity_3pm <= 52
## |   |   |   |   |   |   |   |   |   [638] wind_gust_speed <= 57: No (n=85, err=18.8%)
## |   |   |   |   |   |   |   |   |   [639] wind_gust_speed > 57
## |   |   |   |   |   |   |   |   |   |   [640] rainfall <= 0: No (n=46, err=32.6%)
## |   |   |   |   |   |   |   |   |   |   [641] rainfall > 0: Yes (n=14, err=21.4%)
## |   |   |   |   |   |   |   |   [642] humidity_3pm > 52
## |   |   |   |   |   |   |   |   |   [643] humidity_9am <= 73: No (n=441, err=48.1%)
## |   |   |   |   |   |   |   |   |   [644] humidity_9am > 73: Yes (n=280, err=35.0%)
## |   |   |   |   |   [645] rain_today in Yes
## |   |   |   |   |   |   [646] wind_gust_speed <= 56
## |   |   |   |   |   |   |   [647] sunshine <= 9.6
## |   |   |   |   |   |   |   |   [648] humidity_9am <= 78
## |   |   |   |   |   |   |   |   |   [649] wind_speed_9am <= 20: Yes (n=187, err=41.2%)
## |   |   |   |   |   |   |   |   |   [650] wind_speed_9am > 20: No (n=139, err=42.4%)
## |   |   |   |   |   |   |   |   [651] humidity_9am > 78: Yes (n=478, err=35.8%)
## |   |   |   |   |   |   |   [652] sunshine > 9.6: No (n=42, err=23.8%)
## |   |   |   |   |   |   [653] wind_gust_speed > 56
## |   |   |   |   |   |   |   [654] pressure_3pm <= 1003
## |   |   |   |   |   |   |   |   [655] humidity_9am <= 83: Yes (n=208, err=23.6%)
## |   |   |   |   |   |   |   |   [656] humidity_9am > 83: Yes (n=147, err=7.5%)
## |   |   |   |   |   |   |   [657] pressure_3pm > 1003
## |   |   |   |   |   |   |   |   [658] wind_dir_3pm <= SSW: Yes (n=270, err=46.7%)
## |   |   |   |   |   |   |   |   [659] wind_dir_3pm > SSW
## |   |   |   |   |   |   |   |   |   [660] humidity_3pm <= 62: Yes (n=356, err=32.0%)
## |   |   |   |   |   |   |   |   |   [661] humidity_3pm > 62: Yes (n=347, err=19.3%)
## |   |   |   |   [662] pressure_3pm > 1011.8
## |   |   |   |   |   [663] rain_today in No
## |   |   |   |   |   |   [664] humidity_3pm <= 62
## |   |   |   |   |   |   |   [665] wind_gust_speed <= 57
## |   |   |   |   |   |   |   |   [666] cloud_3pm <= 5
## |   |   |   |   |   |   |   |   |   [667] wind_speed_3pm <= 20
## |   |   |   |   |   |   |   |   |   |   [668] wind_speed_9am <= 17
## |   |   |   |   |   |   |   |   |   |   |   [669] wind_gust_speed <= 52: No (n=94, err=19.1%)
## |   |   |   |   |   |   |   |   |   |   |   [670] wind_gust_speed > 52: No (n=69, err=43.5%)
## |   |   |   |   |   |   |   |   |   |   [671] wind_speed_9am > 17: No (n=133, err=13.5%)
## |   |   |   |   |   |   |   |   |   [672] wind_speed_3pm > 20: No (n=990, err=11.3%)
## |   |   |   |   |   |   |   |   [673] cloud_3pm > 5
## |   |   |   |   |   |   |   |   |   [674] pressure_3pm <= 1016.6
## |   |   |   |   |   |   |   |   |   |   [675] wind_dir_9am <= ENE: Yes (n=100, err=47.0%)
## |   |   |   |   |   |   |   |   |   |   [676] wind_dir_9am > ENE: No (n=217, err=26.3%)
## |   |   |   |   |   |   |   |   |   [677] pressure_3pm > 1016.6: No (n=291, err=15.5%)
## |   |   |   |   |   |   |   [678] wind_gust_speed > 57
## |   |   |   |   |   |   |   |   [679] wind_gust_dir <= WNW
## |   |   |   |   |   |   |   |   |   [680] rainfall <= 0.4
## |   |   |   |   |   |   |   |   |   |   [681] wind_speed_9am <= 19: No (n=157, err=37.6%)
## |   |   |   |   |   |   |   |   |   |   [682] wind_speed_9am > 19: No (n=482, err=20.1%)
## |   |   |   |   |   |   |   |   |   [683] rainfall > 0.4: No (n=63, err=47.6%)
## |   |   |   |   |   |   |   |   [684] wind_gust_dir > WNW: Yes (n=80, err=46.2%)
## |   |   |   |   |   |   [685] humidity_3pm > 62
## |   |   |   |   |   |   |   [686] sunshine <= 7.1: No (n=320, err=44.1%)
## |   |   |   |   |   |   |   [687] sunshine > 7.1
## |   |   |   |   |   |   |   |   [688] wind_dir_3pm <= W
## |   |   |   |   |   |   |   |   |   [689] wind_gust_speed <= 59
## |   |   |   |   |   |   |   |   |   |   [690] rainfall <= 0
## |   |   |   |   |   |   |   |   |   |   |   [691] wind_speed_3pm <= 28: No (n=240, err=27.5%)
## |   |   |   |   |   |   |   |   |   |   |   [692] wind_speed_3pm > 28: No (n=361, err=15.0%)
## |   |   |   |   |   |   |   |   |   |   [693] rainfall > 0: No (n=227, err=34.8%)
## |   |   |   |   |   |   |   |   |   [694] wind_gust_speed > 59: No (n=242, err=35.5%)
## |   |   |   |   |   |   |   |   [695] wind_dir_3pm > W: No (n=140, err=50.0%)
## |   |   |   |   |   [696] rain_today in Yes
## |   |   |   |   |   |   [697] humidity_9am <= 69
## |   |   |   |   |   |   |   [698] humidity_3pm <= 66
## |   |   |   |   |   |   |   |   [699] rainfall <= 4: No (n=279, err=19.4%)
## |   |   |   |   |   |   |   |   [700] rainfall > 4
## |   |   |   |   |   |   |   |   |   [701] pressure_3pm <= 1016.1: No (n=140, err=48.6%)
## |   |   |   |   |   |   |   |   |   [702] pressure_3pm > 1016.1: No (n=214, err=26.2%)
## |   |   |   |   |   |   |   [703] humidity_3pm > 66
## |   |   |   |   |   |   |   |   [704] wind_gust_speed <= 59: No (n=85, err=45.9%)
## |   |   |   |   |   |   |   |   [705] wind_gust_speed > 59: Yes (n=52, err=25.0%)
## |   |   |   |   |   |   [706] humidity_9am > 69
## |   |   |   |   |   |   |   [707] sunshine <= 6.7
## |   |   |   |   |   |   |   |   [708] humidity_9am <= 83: Yes (n=230, err=42.2%)
## |   |   |   |   |   |   |   |   [709] humidity_9am > 83
## |   |   |   |   |   |   |   |   |   [710] wind_gust_speed <= 56: Yes (n=145, err=37.2%)
## |   |   |   |   |   |   |   |   |   [711] wind_gust_speed > 56: Yes (n=104, err=15.4%)
## |   |   |   |   |   |   |   [712] sunshine > 6.7
## |   |   |   |   |   |   |   |   [713] wind_gust_speed <= 54
## |   |   |   |   |   |   |   |   |   [714] wind_speed_9am <= 15: No (n=193, err=49.7%)
## |   |   |   |   |   |   |   |   |   [715] wind_speed_9am > 15: No (n=430, err=33.3%)
## |   |   |   |   |   |   |   |   [716] wind_gust_speed > 54: Yes (n=852, err=49.9%)
## |   [717] humidity_3pm > 71
## |   |   [718] humidity_3pm <= 82
## |   |   |   [719] wind_gust_speed <= 41
## |   |   |   |   [720] rain_today in No
## |   |   |   |   |   [721] pressure_3pm <= 1018.9
## |   |   |   |   |   |   [722] cloud_3pm <= 6
## |   |   |   |   |   |   |   [723] sunshine <= 8.7
## |   |   |   |   |   |   |   |   [724] humidity_3pm <= 81
## |   |   |   |   |   |   |   |   |   [725] rainfall <= 0.3
## |   |   |   |   |   |   |   |   |   |   [726] pressure_3pm <= 1011.4
## |   |   |   |   |   |   |   |   |   |   |   [727] temp_3pm <= 21.7: Yes (n=161, err=47.2%)
## |   |   |   |   |   |   |   |   |   |   |   [728] temp_3pm > 21.7: No (n=386, err=25.1%)
## |   |   |   |   |   |   |   |   |   |   [729] pressure_3pm > 1011.4
## |   |   |   |   |   |   |   |   |   |   |   [730] wind_speed_3pm <= 17: No (n=1060, err=25.8%)
## |   |   |   |   |   |   |   |   |   |   |   [731] wind_speed_3pm > 17
## |   |   |   |   |   |   |   |   |   |   |   |   [732] temp_3pm <= 22.5: No (n=236, err=23.3%)
## |   |   |   |   |   |   |   |   |   |   |   |   [733] temp_3pm > 22.5: No (n=234, err=7.3%)
## |   |   |   |   |   |   |   |   |   [734] rainfall > 0.3: No (n=374, err=35.6%)
## |   |   |   |   |   |   |   |   [735] humidity_3pm > 81
## |   |   |   |   |   |   |   |   |   [736] sunshine <= 6.9: Yes (n=21, err=23.8%)
## |   |   |   |   |   |   |   |   |   [737] sunshine > 6.9: No (n=138, err=39.1%)
## |   |   |   |   |   |   |   [738] sunshine > 8.7: No (n=181, err=8.8%)
## |   |   |   |   |   |   [739] cloud_3pm > 6
## |   |   |   |   |   |   |   [740] pressure_3pm <= 1009.5: Yes (n=320, err=40.0%)
## |   |   |   |   |   |   |   [741] pressure_3pm > 1009.5
## |   |   |   |   |   |   |   |   [742] humidity_9am <= 74
## |   |   |   |   |   |   |   |   |   [743] sunshine <= 6: Yes (n=142, err=32.4%)
## |   |   |   |   |   |   |   |   |   [744] sunshine > 6: No (n=175, err=41.1%)
## |   |   |   |   |   |   |   |   [745] humidity_9am > 74
## |   |   |   |   |   |   |   |   |   [746] rainfall <= 0.1: No (n=517, err=33.7%)
## |   |   |   |   |   |   |   |   |   [747] rainfall > 0.1: No (n=318, err=45.0%)
## |   |   |   |   |   [748] pressure_3pm > 1018.9
## |   |   |   |   |   |   [749] cloud_3pm <= 6
## |   |   |   |   |   |   |   [750] wind_gust_speed <= 33
## |   |   |   |   |   |   |   |   [751] pressure_3pm <= 1026.3: No (n=613, err=15.7%)
## |   |   |   |   |   |   |   |   [752] pressure_3pm > 1026.3: No (n=305, err=5.6%)
## |   |   |   |   |   |   |   [753] wind_gust_speed > 33: No (n=432, err=19.9%)
## |   |   |   |   |   |   [754] cloud_3pm > 6
## |   |   |   |   |   |   |   [755] min_temp <= 8
## |   |   |   |   |   |   |   |   [756] humidity_3pm <= 79
## |   |   |   |   |   |   |   |   |   [757] pressure_3pm <= 1019.6: No (n=25, err=48.0%)
## |   |   |   |   |   |   |   |   |   [758] pressure_3pm > 1019.6: No (n=348, err=11.8%)
## |   |   |   |   |   |   |   |   [759] humidity_3pm > 79: No (n=73, err=37.0%)
## |   |   |   |   |   |   |   [760] min_temp > 8
## |   |   |   |   |   |   |   |   [761] sunshine <= 6.4: No (n=223, err=43.0%)
## |   |   |   |   |   |   |   |   [762] sunshine > 6.4: No (n=243, err=27.6%)
## |   |   |   |   [763] rain_today in Yes
## |   |   |   |   |   [764] pressure_3pm <= 1013.8
## |   |   |   |   |   |   [765] humidity_3pm <= 76
## |   |   |   |   |   |   |   [766] cloud_9am <= 4: No (n=65, err=29.2%)
## |   |   |   |   |   |   |   [767] cloud_9am > 4: Yes (n=717, err=46.2%)
## |   |   |   |   |   |   [768] humidity_3pm > 76
## |   |   |   |   |   |   |   [769] sunshine <= 5.9
## |   |   |   |   |   |   |   |   [770] evaporation <= 2
## |   |   |   |   |   |   |   |   |   [771] wind_gust_speed <= 24: No (n=10, err=10.0%)
## |   |   |   |   |   |   |   |   |   [772] wind_gust_speed > 24: Yes (n=50, err=34.0%)
## |   |   |   |   |   |   |   |   [773] evaporation > 2: Yes (n=197, err=17.3%)
## |   |   |   |   |   |   |   [774] sunshine > 5.9: Yes (n=489, err=38.7%)
## |   |   |   |   |   [775] pressure_3pm > 1013.8
## |   |   |   |   |   |   [776] wind_gust_speed <= 28
## |   |   |   |   |   |   |   [777] min_temp <= 12.1: No (n=474, err=25.1%)
## |   |   |   |   |   |   |   [778] min_temp > 12.1
## |   |   |   |   |   |   |   |   [779] wind_speed_3pm <= 13: No (n=236, err=49.6%)
## |   |   |   |   |   |   |   |   [780] wind_speed_3pm > 13: No (n=80, err=30.0%)
## |   |   |   |   |   |   [781] wind_gust_speed > 28
## |   |   |   |   |   |   |   [782] min_temp <= 10.8
## |   |   |   |   |   |   |   |   [783] wind_gust_speed <= 33: No (n=243, err=32.1%)
## |   |   |   |   |   |   |   |   [784] wind_gust_speed > 33: No (n=491, err=44.8%)
## |   |   |   |   |   |   |   [785] min_temp > 10.8
## |   |   |   |   |   |   |   |   [786] cloud_3pm <= 4: No (n=82, err=30.5%)
## |   |   |   |   |   |   |   |   [787] cloud_3pm > 4: Yes (n=890, err=44.2%)
## |   |   |   [788] wind_gust_speed > 41
## |   |   |   |   [789] rain_today in No
## |   |   |   |   |   [790] pressure_3pm <= 1013.6
## |   |   |   |   |   |   [791] temp_3pm <= 20
## |   |   |   |   |   |   |   [792] pressure_3pm <= 1010.3: Yes (n=516, err=21.5%)
## |   |   |   |   |   |   |   [793] pressure_3pm > 1010.3
## |   |   |   |   |   |   |   |   [794] wind_speed_3pm <= 26: Yes (n=176, err=23.9%)
## |   |   |   |   |   |   |   |   [795] wind_speed_3pm > 26: Yes (n=142, err=47.9%)
## |   |   |   |   |   |   [796] temp_3pm > 20
## |   |   |   |   |   |   |   [797] cloud_3pm <= 5
## |   |   |   |   |   |   |   |   [798] wind_gust_dir <= SSW: No (n=454, err=31.1%)
## |   |   |   |   |   |   |   |   [799] wind_gust_dir > SSW
## |   |   |   |   |   |   |   |   |   [800] humidity_3pm <= 75: No (n=37, err=37.8%)
## |   |   |   |   |   |   |   |   |   [801] humidity_3pm > 75: Yes (n=61, err=18.0%)
## |   |   |   |   |   |   |   [802] cloud_3pm > 5
## |   |   |   |   |   |   |   |   [803] wind_speed_9am <= 7
## |   |   |   |   |   |   |   |   |   [804] cloud_9am <= 3: Yes (n=9, err=33.3%)
## |   |   |   |   |   |   |   |   |   [805] cloud_9am > 3: Yes (n=32, err=0.0%)
## |   |   |   |   |   |   |   |   [806] wind_speed_9am > 7: Yes (n=274, err=41.6%)
## |   |   |   |   |   [807] pressure_3pm > 1013.6
## |   |   |   |   |   |   [808] sunshine <= 6.5
## |   |   |   |   |   |   |   [809] humidity_3pm <= 72: No (n=38, err=34.2%)
## |   |   |   |   |   |   |   [810] humidity_3pm > 72: Yes (n=316, err=37.3%)
## |   |   |   |   |   |   [811] sunshine > 6.5
## |   |   |   |   |   |   |   [812] wind_gust_speed <= 54
## |   |   |   |   |   |   |   |   [813] wind_dir_3pm <= SSE
## |   |   |   |   |   |   |   |   |   [814] wind_speed_3pm <= 19: No (n=144, err=42.4%)
## |   |   |   |   |   |   |   |   |   [815] wind_speed_3pm > 19
## |   |   |   |   |   |   |   |   |   |   [816] wind_speed_3pm <= 26: No (n=198, err=28.8%)
## |   |   |   |   |   |   |   |   |   |   [817] wind_speed_3pm > 26: No (n=290, err=17.6%)
## |   |   |   |   |   |   |   |   [818] wind_dir_3pm > SSE: No (n=437, err=42.8%)
## |   |   |   |   |   |   |   [819] wind_gust_speed > 54: No (n=369, err=49.1%)
## |   |   |   |   [820] rain_today in Yes
## |   |   |   |   |   [821] wind_gust_speed <= 57
## |   |   |   |   |   |   [822] pressure_3pm <= 1012.1
## |   |   |   |   |   |   |   [823] cloud_3pm <= 6
## |   |   |   |   |   |   |   |   [824] temp_9am <= 17.4: Yes (n=233, err=18.0%)
## |   |   |   |   |   |   |   |   [825] temp_9am > 17.4: Yes (n=214, err=48.6%)
## |   |   |   |   |   |   |   [826] cloud_3pm > 6: Yes (n=461, err=18.2%)
## |   |   |   |   |   |   [827] pressure_3pm > 1012.1
## |   |   |   |   |   |   |   [828] rainfall <= 7.2: Yes (n=859, err=45.2%)
## |   |   |   |   |   |   |   [829] rainfall > 7.2: Yes (n=548, err=33.4%)
## |   |   |   |   |   [830] wind_gust_speed > 57
## |   |   |   |   |   |   [831] pressure_3pm <= 1015
## |   |   |   |   |   |   |   [832] temp_3pm <= 16.8: Yes (n=487, err=8.0%)
## |   |   |   |   |   |   |   [833] temp_3pm > 16.8
## |   |   |   |   |   |   |   |   [834] cloud_3pm <= 6: Yes (n=138, err=31.9%)
## |   |   |   |   |   |   |   |   [835] cloud_3pm > 6: Yes (n=136, err=10.3%)
## |   |   |   |   |   |   [836] pressure_3pm > 1015: Yes (n=323, err=28.5%)
## |   |   [837] humidity_3pm > 82
## |   |   |   [838] pressure_3pm <= 1014.2
## |   |   |   |   [839] humidity_3pm <= 86
## |   |   |   |   |   [840] pressure_3pm <= 1007.9
## |   |   |   |   |   |   [841] rain_today in No: Yes (n=275, err=22.9%)
## |   |   |   |   |   |   [842] rain_today in Yes
## |   |   |   |   |   |   |   [843] wind_gust_speed <= 50: Yes (n=263, err=16.0%)
## |   |   |   |   |   |   |   [844] wind_gust_speed > 50
## |   |   |   |   |   |   |   |   [845] wind_gust_dir <= N: Yes (n=18, err=27.8%)
## |   |   |   |   |   |   |   |   [846] wind_gust_dir > N: Yes (n=212, err=3.8%)
## |   |   |   |   |   [847] pressure_3pm > 1007.9
## |   |   |   |   |   |   [848] temp_3pm <= 18.2
## |   |   |   |   |   |   |   [849] wind_gust_speed <= 56: Yes (n=373, err=24.9%)
## |   |   |   |   |   |   |   [850] wind_gust_speed > 56: Yes (n=135, err=8.9%)
## |   |   |   |   |   |   [851] temp_3pm > 18.2
## |   |   |   |   |   |   |   [852] cloud_3pm <= 6: Yes (n=250, err=47.6%)
## |   |   |   |   |   |   |   [853] cloud_3pm > 6: Yes (n=255, err=25.9%)
## |   |   |   |   [854] humidity_3pm > 86
## |   |   |   |   |   [855] rain_today in No
## |   |   |   |   |   |   [856] cloud_3pm <= 4: No (n=24, err=33.3%)
## |   |   |   |   |   |   [857] cloud_3pm > 4
## |   |   |   |   |   |   |   [858] cloud_3pm <= 6
## |   |   |   |   |   |   |   |   [859] temp_3pm <= 20.9: Yes (n=499, err=15.8%)
## |   |   |   |   |   |   |   |   [860] temp_3pm > 20.9: Yes (n=160, err=40.6%)
## |   |   |   |   |   |   |   [861] cloud_3pm > 6
## |   |   |   |   |   |   |   |   [862] humidity_9am <= 98
## |   |   |   |   |   |   |   |   |   [863] humidity_3pm <= 90: Yes (n=421, err=14.5%)
## |   |   |   |   |   |   |   |   |   [864] humidity_3pm > 90: Yes (n=652, err=7.4%)
## |   |   |   |   |   |   |   |   [865] humidity_9am > 98: Yes (n=85, err=31.8%)
## |   |   |   |   |   [866] rain_today in Yes
## |   |   |   |   |   |   [867] pressure_3pm <= 1006.4
## |   |   |   |   |   |   |   [868] sunshine <= 2.1: Yes (n=365, err=1.1%)
## |   |   |   |   |   |   |   [869] sunshine > 2.1: Yes (n=763, err=5.2%)
## |   |   |   |   |   |   [870] pressure_3pm > 1006.4
## |   |   |   |   |   |   |   [871] humidity_3pm <= 92
## |   |   |   |   |   |   |   |   [872] wind_gust_speed <= 43
## |   |   |   |   |   |   |   |   |   [873] sunshine <= 4.9: Yes (n=180, err=7.8%)
## |   |   |   |   |   |   |   |   |   [874] sunshine > 4.9
## |   |   |   |   |   |   |   |   |   |   [875] wind_speed_3pm <= 11: Yes (n=101, err=12.9%)
## |   |   |   |   |   |   |   |   |   |   [876] wind_speed_3pm > 11: Yes (n=177, err=28.2%)
## |   |   |   |   |   |   |   |   [877] wind_gust_speed > 43: Yes (n=480, err=8.8%)
## |   |   |   |   |   |   |   [878] humidity_3pm > 92: Yes (n=947, err=5.4%)
## |   |   |   [879] pressure_3pm > 1014.2
## |   |   |   |   [880] min_temp <= 5.6
## |   |   |   |   |   [881] rain_today in No
## |   |   |   |   |   |   [882] cloud_3pm <= 7
## |   |   |   |   |   |   |   [883] wind_speed_3pm <= 26
## |   |   |   |   |   |   |   |   [884] humidity_3pm <= 88
## |   |   |   |   |   |   |   |   |   [885] max_temp <= 14.3
## |   |   |   |   |   |   |   |   |   |   [886] sunshine <= 1.3: Yes (n=13, err=46.2%)
## |   |   |   |   |   |   |   |   |   |   [887] sunshine > 1.3: No (n=175, err=12.6%)
## |   |   |   |   |   |   |   |   |   [888] max_temp > 14.3: No (n=47, err=48.9%)
## |   |   |   |   |   |   |   |   [889] humidity_3pm > 88
## |   |   |   |   |   |   |   |   |   [890] rainfall <= 0.8
## |   |   |   |   |   |   |   |   |   |   [891] min_temp <= 0.4: No (n=228, err=29.4%)
## |   |   |   |   |   |   |   |   |   |   [892] min_temp > 0.4: No (n=278, err=48.2%)
## |   |   |   |   |   |   |   |   |   [893] rainfall > 0.8: Yes (n=18, err=16.7%)
## |   |   |   |   |   |   |   [894] wind_speed_3pm > 26: Yes (n=69, err=39.1%)
## |   |   |   |   |   |   [895] cloud_3pm > 7
## |   |   |   |   |   |   |   [896] pressure_3pm <= 1021.3
## |   |   |   |   |   |   |   |   [897] humidity_3pm <= 89: No (n=72, err=50.0%)
## |   |   |   |   |   |   |   |   [898] humidity_3pm > 89
## |   |   |   |   |   |   |   |   |   [899] temp_9am <= 6.4: Yes (n=31, err=32.3%)
## |   |   |   |   |   |   |   |   |   [900] temp_9am > 6.4: Yes (n=51, err=2.0%)
## |   |   |   |   |   |   |   [901] pressure_3pm > 1021.3: No (n=92, err=31.5%)
## |   |   |   |   |   [902] rain_today in Yes
## |   |   |   |   |   |   [903] humidity_3pm <= 91
## |   |   |   |   |   |   |   [904] temp_9am <= 6.5: No (n=97, err=27.8%)
## |   |   |   |   |   |   |   [905] temp_9am > 6.5: Yes (n=129, err=36.4%)
## |   |   |   |   |   |   [906] humidity_3pm > 91: Yes (n=450, err=34.0%)
## |   |   |   |   [907] min_temp > 5.6
## |   |   |   |   |   [908] rain_today in No
## |   |   |   |   |   |   [909] humidity_9am <= 82
## |   |   |   |   |   |   |   [910] humidity_3pm <= 85: Yes (n=297, err=36.7%)
## |   |   |   |   |   |   |   [911] humidity_3pm > 85
## |   |   |   |   |   |   |   |   [912] cloud_3pm <= 4: No (n=10, err=0.0%)
## |   |   |   |   |   |   |   |   [913] cloud_3pm > 4
## |   |   |   |   |   |   |   |   |   [914] wind_gust_dir <= ESE: Yes (n=241, err=10.8%)
## |   |   |   |   |   |   |   |   |   [915] wind_gust_dir > ESE: Yes (n=574, err=23.5%)
## |   |   |   |   |   |   [916] humidity_9am > 82
## |   |   |   |   |   |   |   [917] humidity_3pm <= 87
## |   |   |   |   |   |   |   |   [918] wind_gust_speed <= 52
## |   |   |   |   |   |   |   |   |   [919] rainfall <= 0.2: No (n=313, err=40.6%)
## |   |   |   |   |   |   |   |   |   [920] rainfall > 0.2
## |   |   |   |   |   |   |   |   |   |   [921] humidity_9am <= 95: Yes (n=112, err=37.5%)
## |   |   |   |   |   |   |   |   |   |   [922] humidity_9am > 95: No (n=58, err=39.7%)
## |   |   |   |   |   |   |   |   [923] wind_gust_speed > 52: Yes (n=53, err=24.5%)
## |   |   |   |   |   |   |   [924] humidity_3pm > 87
## |   |   |   |   |   |   |   |   [925] rainfall <= 0.4
## |   |   |   |   |   |   |   |   |   [926] humidity_9am <= 99: Yes (n=600, err=34.3%)
## |   |   |   |   |   |   |   |   |   [927] humidity_9am > 99
## |   |   |   |   |   |   |   |   |   |   [928] humidity_3pm <= 94: No (n=33, err=18.2%)
## |   |   |   |   |   |   |   |   |   |   [929] humidity_3pm > 94: Yes (n=61, err=39.3%)
## |   |   |   |   |   |   |   |   [930] rainfall > 0.4
## |   |   |   |   |   |   |   |   |   [931] humidity_9am <= 96: Yes (n=138, err=10.1%)
## |   |   |   |   |   |   |   |   |   [932] humidity_9am > 96: Yes (n=91, err=31.9%)
## |   |   |   |   |   [933] rain_today in Yes
## |   |   |   |   |   |   [934] humidity_3pm <= 86
## |   |   |   |   |   |   |   [935] wind_gust_speed <= 37: Yes (n=368, err=40.2%)
## |   |   |   |   |   |   |   [936] wind_gust_speed > 37: Yes (n=531, err=20.0%)
## |   |   |   |   |   |   [937] humidity_3pm > 86
## |   |   |   |   |   |   |   [938] min_temp <= 12.1
## |   |   |   |   |   |   |   |   [939] wind_gust_speed <= 41
## |   |   |   |   |   |   |   |   |   [940] humidity_3pm <= 92: Yes (n=315, err=30.8%)
## |   |   |   |   |   |   |   |   |   [941] humidity_3pm > 92: Yes (n=339, err=17.1%)
## |   |   |   |   |   |   |   |   [942] wind_gust_speed > 41: Yes (n=461, err=13.4%)
## |   |   |   |   |   |   |   [943] min_temp > 12.1
## |   |   |   |   |   |   |   |   [944] cloud_9am <= 7
## |   |   |   |   |   |   |   |   |   [945] temp_3pm <= 25.1: Yes (n=790, err=11.9%)
## |   |   |   |   |   |   |   |   |   [946] temp_3pm > 25.1: No (n=10, err=50.0%)
## |   |   |   |   |   |   |   |   [947] cloud_9am > 7
## |   |   |   |   |   |   |   |   |   [948] humidity_3pm <= 89: Yes (n=140, err=12.9%)
## |   |   |   |   |   |   |   |   |   [949] humidity_3pm > 89: Yes (n=423, err=4.3%)
## 
## Number of inner nodes:    474
## Number of terminal nodes: 475

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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