20.62 Conditional Decision Tree
We are using the newer version of the ctree() function as is provided
by (Hothorn and Zeileis 2026). 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).
##
## 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 <= 1014.8
## | | | | | | [7] humidity_3pm <= 27: No (n=432, err=12.3%)
## | | | | | | [8] humidity_3pm > 27
## | | | | | | | [9] pressure_3pm <= 1004.7: No (n=243, err=49.8%)
## | | | | | | | [10] pressure_3pm > 1004.7
## | | | | | | | | [11] wind_dir_9am <= NE: No (n=587, err=41.7%)
## | | | | | | | | [12] wind_dir_9am > NE
## | | | | | | | | | [13] sunshine <= 0.9: No (n=67, err=44.8%)
## | | | | | | | | | [14] sunshine > 0.9
## | | | | | | | | | | [15] wind_speed_9am <= 13
## | | | | | | | | | | | [16] wind_gust_speed <= 37: No (n=372, err=17.7%)
## | | | | | | | | | | | [17] wind_gust_speed > 37
## | | | | | | | | | | | | [18] cloud_3pm <= 4: No (n=71, err=19.7%)
## | | | | | | | | | | | | [19] cloud_3pm > 4: No (n=275, err=37.5%)
## | | | | | | | | | | [20] wind_speed_9am > 13
## | | | | | | | | | | | [21] max_temp <= 18.5
## | | | | | | | | | | | | [22] min_temp <= 11.1: No (n=128, err=23.4%)
## | | | | | | | | | | | | [23] min_temp > 11.1: Yes (n=24, err=41.7%)
## | | | | | | | | | | | [24] max_temp > 18.5: No (n=521, err=15.2%)
## | | | | | [25] pressure_3pm > 1014.8
## | | | | | | [26] sunshine <= 3.4: No (n=615, err=17.2%)
## | | | | | | [27] sunshine > 3.4
## | | | | | | | [28] pressure_3pm <= 1020.2
## | | | | | | | | [29] wind_dir_9am <= NE
## | | | | | | | | | [30] wind_gust_speed <= 39: No (n=266, err=12.4%)
## | | | | | | | | | [31] wind_gust_speed > 39: No (n=156, err=29.5%)
## | | | | | | | | [32] wind_dir_9am > NE: No (n=1049, err=8.2%)
## | | | | | | | [33] pressure_3pm > 1020.2
## | | | | | | | | [34] rainfall <= 2.8
## | | | | | | | | | [35] cloud_3pm <= 6: No (n=872, err=2.8%)
## | | | | | | | | | [36] cloud_3pm > 6
## | | | | | | | | | | [37] cloud_9am <= 6: No (n=186, err=12.4%)
## | | | | | | | | | | [38] cloud_9am > 6: No (n=177, err=1.1%)
## | | | | | | | | [39] rainfall > 2.8: No (n=109, err=13.8%)
## | | | | [40] sunshine > 7.7
## | | | | | [41] pressure_3pm <= 1015.2
## | | | | | | [42] humidity_3pm <= 30
## | | | | | | | [43] humidity_3pm <= 16
## | | | | | | | | [44] wind_gust_speed <= 46: No (n=4435, err=0.9%)
## | | | | | | | | [45] wind_gust_speed > 46
## | | | | | | | | | [46] rain_today in No
## | | | | | | | | | | [47] humidity_3pm <= 13: No (n=902, err=1.7%)
## | | | | | | | | | | [48] humidity_3pm > 13: No (n=451, err=4.4%)
## | | | | | | | | | [49] rain_today in Yes: No (n=14, err=21.4%)
## | | | | | | | [50] humidity_3pm > 16
## | | | | | | | | [51] wind_gust_speed <= 43
## | | | | | | | | | [52] wind_dir_9am <= ENE
## | | | | | | | | | | [53] pressure_3pm <= 1004.9
## | | | | | | | | | | | [54] wind_speed_9am <= 22: No (n=118, err=13.6%)
## | | | | | | | | | | | [55] wind_speed_9am > 22: Yes (n=8, err=37.5%)
## | | | | | | | | | | [56] pressure_3pm > 1004.9
## | | | | | | | | | | | [57] sunshine <= 10.6
## | | | | | | | | | | | | [58] wind_gust_speed <= 37
## | | | | | | | | | | | | | [59] rainfall <= 0.2
## | | | | | | | | | | | | | | [60] temp_3pm <= 27.5: No (n=447, err=7.2%)
## | | | | | | | | | | | | | | [61] temp_3pm > 27.5: No (n=838, err=2.3%)
## | | | | | | | | | | | | | [62] rainfall > 0.2: No (n=45, err=11.1%)
## | | | | | | | | | | | | [63] wind_gust_speed > 37: No (n=991, err=8.1%)
## | | | | | | | | | | | [64] sunshine > 10.6: No (n=497, err=1.4%)
## | | | | | | | | | [65] wind_dir_9am > ENE
## | | | | | | | | | | [66] pressure_3pm <= 1008.6: No (n=873, err=3.7%)
## | | | | | | | | | | [67] pressure_3pm > 1008.6
## | | | | | | | | | | | [68] humidity_3pm <= 24: No (n=1892, err=0.7%)
## | | | | | | | | | | | [69] humidity_3pm > 24: No (n=1986, err=2.0%)
## | | | | | | | | [70] wind_gust_speed > 43
## | | | | | | | | | [71] wind_dir_9am <= ENE
## | | | | | | | | | | [72] sunshine <= 10
## | | | | | | | | | | | [73] humidity_3pm <= 26: No (n=779, err=11.9%)
## | | | | | | | | | | | [74] humidity_3pm > 26: No (n=296, err=22.0%)
## | | | | | | | | | | [75] sunshine > 10: No (n=330, err=4.2%)
## | | | | | | | | | [76] wind_dir_9am > ENE
## | | | | | | | | | | [77] cloud_3pm <= 7
## | | | | | | | | | | | [78] wind_speed_9am <= 6: No (n=230, err=9.1%)
## | | | | | | | | | | | [79] wind_speed_9am > 6
## | | | | | | | | | | | | [80] temp_3pm <= 31.1: No (n=1450, err=1.7%)
## | | | | | | | | | | | | [81] temp_3pm > 31.1: No (n=738, err=4.3%)
## | | | | | | | | | | [82] cloud_3pm > 7: No (n=65, err=26.2%)
## | | | | | | [83] humidity_3pm > 30
## | | | | | | | [84] wind_gust_speed <= 37
## | | | | | | | | [85] pressure_3pm <= 1010.3
## | | | | | | | | | [86] temp_9am <= 16.8
## | | | | | | | | | | [87] wind_dir_9am <= SSE: No (n=222, err=25.7%)
## | | | | | | | | | | [88] wind_dir_9am > SSE: No (n=269, err=11.2%)
## | | | | | | | | | [89] temp_9am > 16.8
## | | | | | | | | | | [90] cloud_3pm <= 2: No (n=747, err=4.0%)
## | | | | | | | | | | [91] cloud_3pm > 2
## | | | | | | | | | | | [92] pressure_3pm <= 1002.6: No (n=71, err=22.5%)
## | | | | | | | | | | | [93] pressure_3pm > 1002.6
## | | | | | | | | | | | | [94] rainfall <= 4: No (n=1228, err=7.8%)
## | | | | | | | | | | | | [95] rainfall > 4: No (n=107, err=21.5%)
## | | | | | | | | [96] pressure_3pm > 1010.3
## | | | | | | | | | [97] cloud_3pm <= 6
## | | | | | | | | | | [98] humidity_3pm <= 45
## | | | | | | | | | | | [99] sunshine <= 10.1
## | | | | | | | | | | | | [100] humidity_9am <= 59
## | | | | | | | | | | | | | [101] pressure_3pm <= 1013.4: No (n=364, err=4.9%)
## | | | | | | | | | | | | | [102] pressure_3pm > 1013.4: No (n=781, err=1.5%)
## | | | | | | | | | | | | [103] humidity_9am > 59
## | | | | | | | | | | | | | [104] wind_gust_speed <= 33
## | | | | | | | | | | | | | | [105] humidity_3pm <= 39: No (n=1289, err=2.9%)
## | | | | | | | | | | | | | | [106] humidity_3pm > 39
## | | | | | | | | | | | | | | | [107] wind_dir_3pm <= SSE: No (n=607, err=8.2%)
## | | | | | | | | | | | | | | | [108] wind_dir_3pm > SSE: No (n=519, err=3.3%)
## | | | | | | | | | | | | | [109] wind_gust_speed > 33: No (n=725, err=7.7%)
## | | | | | | | | | | | [110] sunshine > 10.1: No (n=909, err=0.9%)
## | | | | | | | | | | [111] humidity_3pm > 45
## | | | | | | | | | | | [112] cloud_9am <= 2
## | | | | | | | | | | | | [113] min_temp <= 9.6: No (n=62, err=14.5%)
## | | | | | | | | | | | | [114] min_temp > 9.6: No (n=340, err=0.9%)
## | | | | | | | | | | | [115] cloud_9am > 2
## | | | | | | | | | | | | [116] rain_today in No: No (n=1836, err=6.9%)
## | | | | | | | | | | | | [117] rain_today in Yes: No (n=219, err=13.2%)
## | | | | | | | | | [118] cloud_3pm > 6: No (n=526, err=11.4%)
## | | | | | | | [119] wind_gust_speed > 37
## | | | | | | | | [120] sunshine <= 10.3
## | | | | | | | | | [121] pressure_3pm <= 1010.4
## | | | | | | | | | | [122] wind_dir_9am <= ESE
## | | | | | | | | | | | [123] cloud_3pm <= 5
## | | | | | | | | | | | | [124] humidity_3pm <= 46: No (n=764, err=20.3%)
## | | | | | | | | | | | | [125] humidity_3pm > 46: No (n=185, err=38.4%)
## | | | | | | | | | | | [126] cloud_3pm > 5
## | | | | | | | | | | | | [127] wind_gust_speed <= 41: No (n=83, err=25.3%)
## | | | | | | | | | | | | [128] wind_gust_speed > 41: No (n=230, err=45.2%)
## | | | | | | | | | | [129] wind_dir_9am > ESE
## | | | | | | | | | | | [130] wind_speed_9am <= 7: No (n=306, err=27.5%)
## | | | | | | | | | | | [131] wind_speed_9am > 7
## | | | | | | | | | | | | [132] humidity_3pm <= 48
## | | | | | | | | | | | | | [133] pressure_3pm <= 1002.6: No (n=147, err=20.4%)
## | | | | | | | | | | | | | [134] pressure_3pm > 1002.6
## | | | | | | | | | | | | | | [135] pressure_9am <= 1015.3: No (n=1160, err=8.7%)
## | | | | | | | | | | | | | | [136] pressure_9am > 1015.3: No (n=18, err=44.4%)
## | | | | | | | | | | | | [137] humidity_3pm > 48
## | | | | | | | | | | | | | [138] wind_gust_speed <= 43: No (n=98, err=12.2%)
## | | | | | | | | | | | | | [139] wind_gust_speed > 43: No (n=128, err=34.4%)
## | | | | | | | | | [140] pressure_3pm > 1010.4
## | | | | | | | | | | [141] wind_dir_9am <= E
## | | | | | | | | | | | [142] wind_gust_speed <= 48
## | | | | | | | | | | | | [143] wind_gust_speed <= 39
## | | | | | | | | | | | | | [144] cloud_3pm <= 6: No (n=1306, err=11.7%)
## | | | | | | | | | | | | | [145] cloud_3pm > 6: No (n=60, err=28.3%)
## | | | | | | | | | | | | [146] wind_gust_speed > 39
## | | | | | | | | | | | | | [147] evaporation <= 3.8: No (n=59, err=35.6%)
## | | | | | | | | | | | | | [148] evaporation > 3.8: No (n=786, err=17.0%)
## | | | | | | | | | | | [149] wind_gust_speed > 48
## | | | | | | | | | | | | [150] humidity_3pm <= 40: No (n=153, err=20.9%)
## | | | | | | | | | | | | [151] humidity_3pm > 40: No (n=123, err=43.1%)
## | | | | | | | | | | [152] wind_dir_9am > E
## | | | | | | | | | | | [153] wind_speed_9am <= 15
## | | | | | | | | | | | | [154] humidity_9am <= 82
## | | | | | | | | | | | | | [155] min_temp <= 15.2
## | | | | | | | | | | | | | | [156] humidity_3pm <= 36: No (n=386, err=3.1%)
## | | | | | | | | | | | | | | [157] humidity_3pm > 36: No (n=879, err=9.6%)
## | | | | | | | | | | | | | [158] min_temp > 15.2
## | | | | | | | | | | | | | | [159] wind_gust_speed <= 39: No (n=111, err=6.3%)
## | | | | | | | | | | | | | | [160] wind_gust_speed > 39
## | | | | | | | | | | | | | | | [161] wind_speed_3pm <= 11: No (n=46, err=47.8%)
## | | | | | | | | | | | | | | | [162] wind_speed_3pm > 11: No (n=237, err=16.0%)
## | | | | | | | | | | | | [163] humidity_9am > 82: No (n=272, err=19.1%)
## | | | | | | | | | | | [164] wind_speed_9am > 15
## | | | | | | | | | | | | [165] humidity_3pm <= 43: No (n=1306, err=3.8%)
## | | | | | | | | | | | | [166] humidity_3pm > 43: No (n=848, err=8.0%)
## | | | | | | | | [167] sunshine > 10.3
## | | | | | | | | | [168] sunshine <= 11.8
## | | | | | | | | | | [169] pressure_3pm <= 1008.5: No (n=278, err=11.5%)
## | | | | | | | | | | [170] pressure_3pm > 1008.5: No (n=951, err=4.2%)
## | | | | | | | | | [171] sunshine > 11.8
## | | | | | | | | | | [172] humidity_9am <= 62: No (n=830, err=0.5%)
## | | | | | | | | | | [173] humidity_9am > 62
## | | | | | | | | | | | [174] sunshine <= 13: No (n=128, err=0.8%)
## | | | | | | | | | | | [175] sunshine > 13: No (n=31, err=22.6%)
## | | | | | [176] pressure_3pm > 1015.2
## | | | | | | [177] humidity_3pm <= 44
## | | | | | | | [178] humidity_3pm <= 29
## | | | | | | | | [179] pressure_3pm <= 1017.2
## | | | | | | | | | [180] humidity_3pm <= 21: No (n=1357, err=0.4%)
## | | | | | | | | | [181] humidity_3pm > 21
## | | | | | | | | | | [182] humidity_9am <= 45: No (n=340, err=7.1%)
## | | | | | | | | | | [183] humidity_9am > 45
## | | | | | | | | | | | [184] rainfall <= 5.2: No (n=1086, err=1.7%)
## | | | | | | | | | | | [185] rainfall > 5.2: No (n=11, err=9.1%)
## | | | | | | | | [186] pressure_3pm > 1017.2: No (n=6412, err=0.4%)
## | | | | | | | [187] humidity_3pm > 29
## | | | | | | | | [188] pressure_3pm <= 1020.1
## | | | | | | | | | [189] wind_dir_9am <= ENE
## | | | | | | | | | | [190] sunshine <= 9.4
## | | | | | | | | | | | [191] wind_speed_9am <= 13: No (n=1144, err=6.6%)
## | | | | | | | | | | | [192] wind_speed_9am > 13: No (n=467, err=13.1%)
## | | | | | | | | | | [193] sunshine > 9.4: No (n=546, err=2.0%)
## | | | | | | | | | [194] wind_dir_9am > ENE
## | | | | | | | | | | [195] cloud_3pm <= 5
## | | | | | | | | | | | [196] humidity_9am <= 63: No (n=2582, err=1.2%)
## | | | | | | | | | | | [197] humidity_9am > 63: No (n=2168, err=2.8%)
## | | | | | | | | | | [198] cloud_3pm > 5: No (n=497, err=6.2%)
## | | | | | | | | [199] pressure_3pm > 1020.1
## | | | | | | | | | [200] wind_gust_speed <= 46: No (n=7008, err=1.1%)
## | | | | | | | | | [201] wind_gust_speed > 46
## | | | | | | | | | | [202] wind_speed_9am <= 6: No (n=37, err=16.2%)
## | | | | | | | | | | [203] wind_speed_9am > 6: No (n=448, err=2.0%)
## | | | | | | [204] humidity_3pm > 44
## | | | | | | | [205] wind_gust_speed <= 33
## | | | | | | | | [206] pressure_3pm <= 1017.5
## | | | | | | | | | [207] temp_9am <= 13.9
## | | | | | | | | | | [208] wind_dir_3pm <= ENE: No (n=67, err=31.3%)
## | | | | | | | | | | [209] wind_dir_3pm > ENE: No (n=220, err=6.4%)
## | | | | | | | | | [210] temp_9am > 13.9: No (n=527, err=2.7%)
## | | | | | | | | [211] pressure_3pm > 1017.5
## | | | | | | | | | [212] wind_gust_speed <= 20: No (n=931, err=1.1%)
## | | | | | | | | | [213] wind_gust_speed > 20
## | | | | | | | | | | [214] cloud_3pm <= 7: No (n=3161, err=2.8%)
## | | | | | | | | | | [215] cloud_3pm > 7
## | | | | | | | | | | | [216] evaporation <= 2.3: Yes (n=7, err=42.9%)
## | | | | | | | | | | | [217] evaporation > 2.3: No (n=99, err=8.1%)
## | | | | | | | [218] wind_gust_speed > 33
## | | | | | | | | [219] rain_today in No
## | | | | | | | | | [220] pressure_3pm <= 1017.5
## | | | | | | | | | | [221] pressure_9am <= 1021.4: No (n=966, err=6.9%)
## | | | | | | | | | | [222] pressure_9am > 1021.4: No (n=64, err=25.0%)
## | | | | | | | | | [223] pressure_3pm > 1017.5: No (n=2749, err=4.3%)
## | | | | | | | | [224] rain_today in Yes
## | | | | | | | | | [225] min_temp <= 14.2: No (n=467, err=7.5%)
## | | | | | | | | | [226] min_temp > 14.2: No (n=119, err=21.0%)
## | | | [227] wind_gust_speed > 54
## | | | | [228] sunshine <= 7.7
## | | | | | [229] pressure_3pm <= 1006.1
## | | | | | | [230] sunshine <= 4.1: Yes (n=175, err=38.3%)
## | | | | | | [231] sunshine > 4.1
## | | | | | | | [232] humidity_3pm <= 24
## | | | | | | | | [233] wind_speed_9am <= 35: No (n=61, err=16.4%)
## | | | | | | | | [234] wind_speed_9am > 35: Yes (n=12, err=25.0%)
## | | | | | | | [235] humidity_3pm > 24: No (n=365, err=49.0%)
## | | | | | [236] pressure_3pm > 1006.1
## | | | | | | [237] rainfall <= 5.8
## | | | | | | | [238] sunshine <= 5.7
## | | | | | | | | [239] wind_speed_3pm <= 30: No (n=297, err=42.8%)
## | | | | | | | | [240] wind_speed_3pm > 30: No (n=196, err=27.0%)
## | | | | | | | [241] sunshine > 5.7: No (n=471, err=24.2%)
## | | | | | | [242] rainfall > 5.8: Yes (n=87, err=43.7%)
## | | | | [243] sunshine > 7.7
## | | | | | [244] pressure_3pm <= 1009.4
## | | | | | | [245] humidity_3pm <= 21
## | | | | | | | [246] humidity_3pm <= 13
## | | | | | | | | [247] wind_gust_speed <= 87
## | | | | | | | | | [248] min_temp <= 9.9: No (n=49, err=22.4%)
## | | | | | | | | | [249] min_temp > 9.9: No (n=659, err=4.9%)
## | | | | | | | | [250] wind_gust_speed > 87: No (n=14, err=35.7%)
## | | | | | | | [251] humidity_3pm > 13
## | | | | | | | | [252] max_temp <= 41.4
## | | | | | | | | | [253] sunshine <= 9.8: No (n=517, err=18.0%)
## | | | | | | | | | [254] sunshine > 9.8: No (n=185, err=4.3%)
## | | | | | | | | [255] max_temp > 41.4: No (n=77, err=35.1%)
## | | | | | | [256] humidity_3pm > 21
## | | | | | | | [257] humidity_9am <= 58
## | | | | | | | | [258] wind_dir_9am <= E
## | | | | | | | | | [259] sunshine <= 10.1
## | | | | | | | | | | [260] temp_3pm <= 25: No (n=161, err=26.7%)
## | | | | | | | | | | [261] temp_3pm > 25
## | | | | | | | | | | | [262] wind_gust_speed <= 83: No (n=273, err=45.1%)
## | | | | | | | | | | | [263] wind_gust_speed > 83: Yes (n=23, err=13.0%)
## | | | | | | | | | [264] sunshine > 10.1: No (n=136, err=9.6%)
## | | | | | | | | [265] wind_dir_9am > E
## | | | | | | | | | [266] pressure_3pm <= 994.6: Yes (n=31, err=48.4%)
## | | | | | | | | | [267] pressure_3pm > 994.6
## | | | | | | | | | | [268] max_temp <= 31.8
## | | | | | | | | | | | [269] humidity_3pm <= 44: No (n=724, err=8.8%)
## | | | | | | | | | | | [270] humidity_3pm > 44: No (n=104, err=24.0%)
## | | | | | | | | | | [271] max_temp > 31.8
## | | | | | | | | | | | [272] wind_speed_3pm <= 15: Yes (n=23, err=30.4%)
## | | | | | | | | | | | [273] wind_speed_3pm > 15
## | | | | | | | | | | | | [274] wind_gust_dir <= SW: No (n=88, err=12.5%)
## | | | | | | | | | | | | [275] wind_gust_dir > SW: No (n=74, err=39.2%)
## | | | | | | | [276] humidity_9am > 58
## | | | | | | | | [277] wind_gust_speed <= 63: No (n=630, err=29.0%)
## | | | | | | | | [278] wind_gust_speed > 63
## | | | | | | | | | [279] humidity_3pm <= 39
## | | | | | | | | | | [280] wind_speed_3pm <= 24: Yes (n=96, err=40.6%)
## | | | | | | | | | | [281] wind_speed_3pm > 24: No (n=197, err=27.4%)
## | | | | | | | | | [282] humidity_3pm > 39: Yes (n=283, err=44.2%)
## | | | | | [283] pressure_3pm > 1009.4
## | | | | | | [284] sunshine <= 9.4
## | | | | | | | [285] max_temp <= 27.7
## | | | | | | | | [286] humidity_3pm <= 48
## | | | | | | | | | [287] humidity_3pm <= 34: No (n=815, err=6.6%)
## | | | | | | | | | [288] humidity_3pm > 34
## | | | | | | | | | | [289] pressure_3pm <= 1018.8
## | | | | | | | | | | | [290] pressure_9am <= 1020.6: No (n=983, err=11.7%)
## | | | | | | | | | | | [291] pressure_9am > 1020.6: No (n=42, err=38.1%)
## | | | | | | | | | | [292] pressure_3pm > 1018.8
## | | | | | | | | | | | [293] rainfall <= 8: No (n=198, err=2.0%)
## | | | | | | | | | | | [294] rainfall > 8: No (n=7, err=28.6%)
## | | | | | | | | [295] humidity_3pm > 48: No (n=279, err=19.7%)
## | | | | | | | [296] max_temp > 27.7
## | | | | | | | | [297] humidity_3pm <= 36
## | | | | | | | | | [298] wind_gust_speed <= 63
## | | | | | | | | | | [299] humidity_3pm <= 20: No (n=314, err=7.3%)
## | | | | | | | | | | [300] humidity_3pm > 20: No (n=303, err=17.8%)
## | | | | | | | | | [301] wind_gust_speed > 63
## | | | | | | | | | | [302] wind_dir_3pm <= NNE: Yes (n=46, err=37.0%)
## | | | | | | | | | | [303] wind_dir_3pm > NNE
## | | | | | | | | | | | [304] wind_speed_3pm <= 28: No (n=111, err=30.6%)
## | | | | | | | | | | | [305] wind_speed_3pm > 28: No (n=102, err=10.8%)
## | | | | | | | | [306] humidity_3pm > 36
## | | | | | | | | | [307] wind_gust_speed <= 63: No (n=132, err=29.5%)
## | | | | | | | | | [308] wind_gust_speed > 63
## | | | | | | | | | | [309] humidity_9am <= 70: Yes (n=50, err=46.0%)
## | | | | | | | | | | [310] humidity_9am > 70: Yes (n=25, err=8.0%)
## | | | | | | [311] sunshine > 9.4
## | | | | | | | [312] wind_gust_dir <= S
## | | | | | | | | [313] rain_today in No: No (n=929, err=2.0%)
## | | | | | | | | [314] rain_today in Yes: No (n=24, err=12.5%)
## | | | | | | | [315] wind_gust_dir > S
## | | | | | | | | [316] wind_dir_9am <= E
## | | | | | | | | | [317] humidity_3pm <= 23: No (n=47, err=6.4%)
## | | | | | | | | | [318] humidity_3pm > 23
## | | | | | | | | | | [319] wind_dir_3pm <= SE: Yes (n=10, err=0.0%)
## | | | | | | | | | | [320] wind_dir_3pm > SE: No (n=31, err=29.0%)
## | | | | | | | | [321] wind_dir_9am > E
## | | | | | | | | | [322] cloud_3pm <= 3: No (n=255, err=2.0%)
## | | | | | | | | | [323] cloud_3pm > 3: No (n=143, err=13.3%)
## | | [324] humidity_3pm > 51
## | | | [325] wind_gust_speed <= 48
## | | | | [326] rain_today in No
## | | | | | [327] pressure_3pm <= 1014.1
## | | | | | | [328] sunshine <= 8.3
## | | | | | | | [329] wind_gust_speed <= 37
## | | | | | | | | [330] humidity_3pm <= 62
## | | | | | | | | | [331] pressure_3pm <= 1011.3: No (n=421, err=29.5%)
## | | | | | | | | | [332] pressure_3pm > 1011.3
## | | | | | | | | | | [333] min_temp <= 12.1: No (n=112, err=29.5%)
## | | | | | | | | | | [334] min_temp > 12.1: No (n=266, err=11.7%)
## | | | | | | | | [335] humidity_3pm > 62
## | | | | | | | | | [336] evaporation <= 4.6
## | | | | | | | | | | [337] wind_gust_speed <= 22: No (n=41, err=24.4%)
## | | | | | | | | | | [338] wind_gust_speed > 22: No (n=232, err=50.0%)
## | | | | | | | | | [339] evaporation > 4.6: No (n=320, err=30.3%)
## | | | | | | | [340] wind_gust_speed > 37
## | | | | | | | | [341] cloud_3pm <= 7
## | | | | | | | | | [342] humidity_3pm <= 58
## | | | | | | | | | | [343] cloud_9am <= 2: Yes (n=33, err=42.4%)
## | | | | | | | | | | [344] cloud_9am > 2: No (n=337, err=27.9%)
## | | | | | | | | | [345] humidity_3pm > 58
## | | | | | | | | | | [346] pressure_3pm <= 1008.5: Yes (n=220, err=46.4%)
## | | | | | | | | | | [347] pressure_3pm > 1008.5
## | | | | | | | | | | | [348] pressure_9am <= 1015.7: No (n=328, err=33.8%)
## | | | | | | | | | | | [349] pressure_9am > 1015.7: Yes (n=76, err=44.7%)
## | | | | | | | | [350] cloud_3pm > 7: Yes (n=134, err=46.3%)
## | | | | | | [351] sunshine > 8.3
## | | | | | | | [352] cloud_3pm <= 5
## | | | | | | | | [353] humidity_9am <= 74
## | | | | | | | | | [354] humidity_3pm <= 56
## | | | | | | | | | | [355] wind_gust_dir <= WSW
## | | | | | | | | | | | [356] humidity_3pm <= 52
## | | | | | | | | | | | | [357] rainfall <= 0.2
## | | | | | | | | | | | | | [358] max_temp <= 34.7
## | | | | | | | | | | | | | | [359] min_temp <= 23.4
## | | | | | | | | | | | | | | | [360] evaporation <= 7.8
## | | | | | | | | | | | | | | | | [361] wind_gust_dir <= SSW: No (n=1318, err=0.6%)
## | | | | | | | | | | | | | | | | [362] wind_gust_dir > SSW: No (n=59, err=5.1%)
## | | | | | | | | | | | | | | | [363] evaporation > 7.8: No (n=95, err=3.2%)
## | | | | | | | | | | | | | | [364] min_temp > 23.4
## | | | | | | | | | | | | | | | [365] temp_3pm <= 30: No (n=7, err=42.9%)
## | | | | | | | | | | | | | | | [366] temp_3pm > 30: No (n=20, err=5.0%)
## | | | | | | | | | | | | | [367] max_temp > 34.7
## | | | | | | | | | | | | | | [368] cloud_9am <= 3
## | | | | | | | | | | | | | | | [369] pressure_3pm <= 1005.2: No (n=18, err=33.3%)
## | | | | | | | | | | | | | | | [370] pressure_3pm > 1005.2: No (n=92, err=1.1%)
## | | | | | | | | | | | | | | [371] cloud_9am > 3: No (n=47, err=31.9%)
## | | | | | | | | | | | | [372] rainfall > 0.2: No (n=20, err=30.0%)
## | | | | | | | | | | | [373] humidity_3pm > 52
## | | | | | | | | | | | | [374] evaporation <= 5.8: No (n=696, err=11.5%)
## | | | | | | | | | | | | [375] evaporation > 5.8: No (n=413, err=5.3%)
## | | | | | | | | | | [376] wind_gust_dir > WSW
## | | | | | | | | | | | [377] wind_gust_dir <= W
## | | | | | | | | | | | | [378] max_temp <= 21.5
## | | | | | | | | | | | | | [379] wind_dir_3pm <= SW
## | | | | | | | | | | | | | | [380] pressure_3pm <= 1011.2: Yes (n=69, err=27.5%)
## | | | | | | | | | | | | | | [381] pressure_3pm > 1011.2: No (n=65, err=40.0%)
## | | | | | | | | | | | | | [382] wind_dir_3pm > SW: No (n=15, err=6.7%)
## | | | | | | | | | | | | [383] max_temp > 21.5
## | | | | | | | | | | | | | [384] pressure_3pm <= 1009.7: No (n=185, err=22.7%)
## | | | | | | | | | | | | | [385] pressure_3pm > 1009.7: No (n=204, err=10.3%)
## | | | | | | | | | | | [386] wind_gust_dir > W
## | | | | | | | | | | | | [387] rainfall <= 0.1
## | | | | | | | | | | | | | [388] humidity_3pm <= 52: No (n=292, err=3.1%)
## | | | | | | | | | | | | | [389] humidity_3pm > 52: No (n=156, err=14.1%)
## | | | | | | | | | | | | [390] rainfall > 0.1: No (n=34, err=29.4%)
## | | | | | | | | | [391] humidity_3pm > 56
## | | | | | | | | | | [392] pressure_3pm <= 1006.6
## | | | | | | | | | | | [393] wind_speed_3pm <= 13: No (n=105, err=36.2%)
## | | | | | | | | | | | [394] wind_speed_3pm > 13: No (n=417, err=20.4%)
## | | | | | | | | | | [395] pressure_3pm > 1006.6
## | | | | | | | | | | | [396] temp_3pm <= 21.6
## | | | | | | | | | | | | [397] temp_9am <= 16.5: No (n=179, err=35.2%)
## | | | | | | | | | | | | [398] temp_9am > 16.5: No (n=258, err=18.2%)
## | | | | | | | | | | | [399] temp_3pm > 21.6
## | | | | | | | | | | | | [400] pressure_9am <= 1013.1: No (n=963, err=14.1%)
## | | | | | | | | | | | | [401] pressure_9am > 1013.1
## | | | | | | | | | | | | | [402] rainfall <= 0.1: No (n=1322, err=7.4%)
## | | | | | | | | | | | | | [403] rainfall > 0.1: No (n=145, err=17.9%)
## | | | | | | | | [404] humidity_9am > 74
## | | | | | | | | | [405] max_temp <= 22.1
## | | | | | | | | | | [406] pressure_3pm <= 1010.9
## | | | | | | | | | | | [407] temp_3pm <= 21.1: No (n=283, err=41.0%)
## | | | | | | | | | | | [408] temp_3pm > 21.1
## | | | | | | | | | | | | [409] temp_9am <= 16.6: Yes (n=45, err=6.7%)
## | | | | | | | | | | | | [410] temp_9am > 16.6: No (n=28, err=42.9%)
## | | | | | | | | | | [411] pressure_3pm > 1010.9
## | | | | | | | | | | | [412] humidity_3pm <= 62: No (n=250, err=20.8%)
## | | | | | | | | | | | [413] humidity_3pm > 62: No (n=148, err=38.5%)
## | | | | | | | | | [414] max_temp > 22.1
## | | | | | | | | | | [415] wind_gust_speed <= 37
## | | | | | | | | | | | [416] cloud_3pm <= 2: No (n=198, err=5.6%)
## | | | | | | | | | | | [417] cloud_3pm > 2: No (n=744, err=16.8%)
## | | | | | | | | | | [418] wind_gust_speed > 37
## | | | | | | | | | | | [419] sunshine <= 9.7: No (n=483, err=26.7%)
## | | | | | | | | | | | [420] sunshine > 9.7
## | | | | | | | | | | | | [421] rainfall <= 0.1: No (n=64, err=1.6%)
## | | | | | | | | | | | | [422] rainfall > 0.1: No (n=11, err=18.2%)
## | | | | | | | [423] cloud_3pm > 5
## | | | | | | | | [424] pressure_3pm <= 1006.1: No (n=262, err=45.8%)
## | | | | | | | | [425] pressure_3pm > 1006.1
## | | | | | | | | | [426] temp_3pm <= 23.9
## | | | | | | | | | | [427] wind_dir_9am <= ESE: No (n=278, err=43.5%)
## | | | | | | | | | | [428] wind_dir_9am > ESE: No (n=432, err=23.1%)
## | | | | | | | | | [429] temp_3pm > 23.9
## | | | | | | | | | | [430] wind_gust_speed <= 43
## | | | | | | | | | | | [431] wind_speed_3pm <= 17
## | | | | | | | | | | | | [432] wind_gust_speed <= 31: No (n=208, err=16.3%)
## | | | | | | | | | | | | [433] wind_gust_speed > 31: No (n=115, err=33.9%)
## | | | | | | | | | | | [434] wind_speed_3pm > 17: No (n=422, err=12.3%)
## | | | | | | | | | | [435] wind_gust_speed > 43
## | | | | | | | | | | | [436] wind_gust_dir <= W: No (n=104, err=26.9%)
## | | | | | | | | | | | [437] wind_gust_dir > W: Yes (n=11, err=27.3%)
## | | | | | [438] pressure_3pm > 1014.1
## | | | | | | [439] humidity_3pm <= 65
## | | | | | | | [440] pressure_3pm <= 1019.2
## | | | | | | | | [441] sunshine <= 9.8
## | | | | | | | | | [442] sunshine <= 8.1
## | | | | | | | | | | [443] humidity_3pm <= 55
## | | | | | | | | | | | [444] cloud_3pm <= 7: No (n=573, err=10.8%)
## | | | | | | | | | | | [445] cloud_3pm > 7: No (n=52, err=40.4%)
## | | | | | | | | | | [446] humidity_3pm > 55: No (n=1223, err=21.8%)
## | | | | | | | | | [447] sunshine > 8.1
## | | | | | | | | | | [448] rainfall <= 0.3
## | | | | | | | | | | | [449] wind_gust_speed <= 39
## | | | | | | | | | | | | [450] humidity_9am <= 73
## | | | | | | | | | | | | | [451] cloud_3pm <= 6: No (n=4040, err=8.2%)
## | | | | | | | | | | | | | [452] cloud_3pm > 6: No (n=307, err=14.7%)
## | | | | | | | | | | | | [453] humidity_9am > 73
## | | | | | | | | | | | | | [454] wind_gust_speed <= 26: No (n=1012, err=8.3%)
## | | | | | | | | | | | | | [455] wind_gust_speed > 26
## | | | | | | | | | | | | | | [456] pressure_9am <= 1019.7
## | | | | | | | | | | | | | | | [457] min_temp <= 2.6: No (n=263, err=4.9%)
## | | | | | | | | | | | | | | | [458] min_temp > 2.6: No (n=1869, err=14.2%)
## | | | | | | | | | | | | | | [459] pressure_9am > 1019.7
## | | | | | | | | | | | | | | | [460] pressure_3pm <= 1017.6: No (n=228, err=28.9%)
## | | | | | | | | | | | | | | | [461] pressure_3pm > 1017.6
## | | | | | | | | | | | | | | | | [462] max_temp <= 22.8: No (n=195, err=20.0%)
## | | | | | | | | | | | | | | | | [463] max_temp > 22.8: No (n=87, err=2.3%)
## | | | | | | | | | | | [464] wind_gust_speed > 39
## | | | | | | | | | | | | [465] wind_speed_9am <= 9: No (n=326, err=24.8%)
## | | | | | | | | | | | | [466] wind_speed_9am > 9
## | | | | | | | | | | | | | [467] cloud_3pm <= 6
## | | | | | | | | | | | | | | [468] wind_speed_3pm <= 22
## | | | | | | | | | | | | | | | [469] sunshine <= 9.1: No (n=482, err=14.1%)
## | | | | | | | | | | | | | | | [470] sunshine > 9.1: Yes (n=8, err=37.5%)
## | | | | | | | | | | | | | | [471] wind_speed_3pm > 22
## | | | | | | | | | | | | | | | [472] rainfall <= 0
## | | | | | | | | | | | | | | | | [473] max_temp <= 22.3
## | | | | | | | | | | | | | | | | | [474] wind_dir_9am <= ENE: No (n=29, err=37.9%)
## | | | | | | | | | | | | | | | | | [475] wind_dir_9am > ENE: No (n=134, err=9.0%)
## | | | | | | | | | | | | | | | | [476] max_temp > 22.3: No (n=412, err=2.9%)
## | | | | | | | | | | | | | | | [477] rainfall > 0: No (n=62, err=24.2%)
## | | | | | | | | | | | | | [478] cloud_3pm > 6: No (n=226, err=23.0%)
## | | | | | | | | | | [479] rainfall > 0.3: No (n=1043, err=18.7%)
## | | | | | | | | [480] sunshine > 9.8: No (n=1119, err=3.2%)
## | | | | | | | [481] pressure_3pm > 1019.2
## | | | | | | | | [482] sunshine <= 7.3
## | | | | | | | | | [483] max_temp <= 18.9
## | | | | | | | | | | [484] wind_gust_speed <= 30
## | | | | | | | | | | | [485] pressure_3pm <= 1022.5: No (n=217, err=11.1%)
## | | | | | | | | | | | [486] pressure_3pm > 1022.5: No (n=647, err=3.1%)
## | | | | | | | | | | [487] wind_gust_speed > 30
## | | | | | | | | | | | [488] sunshine <= 4: No (n=371, err=17.8%)
## | | | | | | | | | | | [489] sunshine > 4: No (n=364, err=8.5%)
## | | | | | | | | | [490] max_temp > 18.9
## | | | | | | | | | | [491] cloud_9am <= 3: No (n=103, err=33.0%)
## | | | | | | | | | | [492] cloud_9am > 3: No (n=671, err=13.0%)
## | | | | | | | | [493] sunshine > 7.3
## | | | | | | | | | [494] wind_gust_speed <= 35
## | | | | | | | | | | [495] pressure_3pm <= 1024.4
## | | | | | | | | | | | [496] cloud_3pm <= 7: No (n=3221, err=5.6%)
## | | | | | | | | | | | [497] cloud_3pm > 7
## | | | | | | | | | | | | [498] pressure_9am <= 1025.3: No (n=226, err=8.8%)
## | | | | | | | | | | | | [499] pressure_9am > 1025.3: No (n=79, err=24.1%)
## | | | | | | | | | | [500] pressure_3pm > 1024.4
## | | | | | | | | | | | [501] min_temp <= 9: No (n=2104, err=2.2%)
## | | | | | | | | | | | [502] min_temp > 9: No (n=623, err=5.5%)
## | | | | | | | | | [503] wind_gust_speed > 35
## | | | | | | | | | | [504] cloud_3pm <= 2
## | | | | | | | | | | | [505] wind_dir_9am <= SSW: No (n=321, err=0.9%)
## | | | | | | | | | | | [506] wind_dir_9am > SSW: No (n=176, err=9.7%)
## | | | | | | | | | | [507] cloud_3pm > 2
## | | | | | | | | | | | [508] temp_9am <= 10.2: No (n=536, err=5.2%)
## | | | | | | | | | | | [509] temp_9am > 10.2
## | | | | | | | | | | | | [510] sunshine <= 10: No (n=2119, err=10.6%)
## | | | | | | | | | | | | [511] sunshine > 10: No (n=129, err=0.8%)
## | | | | | | [512] humidity_3pm > 65
## | | | | | | | [513] pressure_3pm <= 1023
## | | | | | | | | [514] sunshine <= 4.3: No (n=441, err=32.2%)
## | | | | | | | | [515] sunshine > 4.3
## | | | | | | | | | [516] cloud_3pm <= 5
## | | | | | | | | | | [517] sunshine <= 10.2
## | | | | | | | | | | | [518] wind_gust_speed <= 43
## | | | | | | | | | | | | [519] wind_speed_3pm <= 19
## | | | | | | | | | | | | | [520] wind_gust_speed <= 39: No (n=1605, err=17.2%)
## | | | | | | | | | | | | | [521] wind_gust_speed > 39: No (n=77, err=35.1%)
## | | | | | | | | | | | | [522] wind_speed_3pm > 19
## | | | | | | | | | | | | | [523] max_temp <= 22.6: No (n=326, err=18.7%)
## | | | | | | | | | | | | | [524] max_temp > 22.6: No (n=414, err=8.2%)
## | | | | | | | | | | | [525] wind_gust_speed > 43
## | | | | | | | | | | | | [526] wind_gust_dir <= S: No (n=201, err=18.9%)
## | | | | | | | | | | | | [527] wind_gust_dir > S: No (n=97, err=43.3%)
## | | | | | | | | | | [528] sunshine > 10.2: No (n=116, err=3.4%)
## | | | | | | | | | [529] cloud_3pm > 5: No (n=1002, err=24.3%)
## | | | | | | | [530] pressure_3pm > 1023
## | | | | | | | | [531] temp_9am <= 10.5
## | | | | | | | | | [532] pressure_3pm <= 1024.4: No (n=145, err=11.7%)
## | | | | | | | | | [533] pressure_3pm > 1024.4: No (n=570, err=3.3%)
## | | | | | | | | [534] temp_9am > 10.5: No (n=949, err=14.0%)
## | | | | [535] rain_today in Yes
## | | | | | [536] pressure_3pm <= 1014.1
## | | | | | | [537] wind_gust_speed <= 37
## | | | | | | | [538] sunshine <= 6.8
## | | | | | | | | [539] pressure_3pm <= 1007.3: Yes (n=177, err=41.8%)
## | | | | | | | | [540] pressure_3pm > 1007.3: No (n=379, err=39.6%)
## | | | | | | | [541] sunshine > 6.8
## | | | | | | | | [542] humidity_9am <= 86
## | | | | | | | | | [543] cloud_3pm <= 5: No (n=782, err=20.3%)
## | | | | | | | | | [544] cloud_3pm > 5: No (n=310, err=30.6%)
## | | | | | | | | [545] humidity_9am > 86
## | | | | | | | | | [546] humidity_3pm <= 61: No (n=221, err=24.4%)
## | | | | | | | | | [547] humidity_3pm > 61: No (n=313, err=45.4%)
## | | | | | | [548] wind_gust_speed > 37
## | | | | | | | [549] humidity_9am <= 83
## | | | | | | | | [550] pressure_3pm <= 1006.2
## | | | | | | | | | [551] temp_9am <= 17.5
## | | | | | | | | | | [552] temp_3pm <= 20.1: Yes (n=81, err=43.2%)
## | | | | | | | | | | [553] temp_3pm > 20.1: Yes (n=42, err=11.9%)
## | | | | | | | | | [554] temp_9am > 17.5
## | | | | | | | | | | [555] wind_gust_speed <= 43: No (n=132, err=31.8%)
## | | | | | | | | | | [556] wind_gust_speed > 43: Yes (n=85, err=40.0%)
## | | | | | | | | [557] pressure_3pm > 1006.2
## | | | | | | | | | [558] wind_speed_3pm <= 20: No (n=527, err=45.4%)
## | | | | | | | | | [559] wind_speed_3pm > 20
## | | | | | | | | | | [560] cloud_3pm <= 6: No (n=351, err=23.9%)
## | | | | | | | | | | [561] cloud_3pm > 6: No (n=160, err=39.4%)
## | | | | | | | [562] humidity_9am > 83
## | | | | | | | | [563] pressure_3pm <= 1008.3
## | | | | | | | | | [564] max_temp <= 19.2
## | | | | | | | | | | [565] temp_3pm <= 13.3: Yes (n=33, err=39.4%)
## | | | | | | | | | | [566] temp_3pm > 13.3: Yes (n=95, err=9.5%)
## | | | | | | | | | [567] max_temp > 19.2: Yes (n=247, err=42.5%)
## | | | | | | | | [568] pressure_3pm > 1008.3
## | | | | | | | | | [569] wind_dir_9am <= NNE: Yes (n=124, err=33.1%)
## | | | | | | | | | [570] wind_dir_9am > NNE: No (n=478, err=46.7%)
## | | | | | [571] pressure_3pm > 1014.1
## | | | | | | [572] wind_gust_speed <= 33
## | | | | | | | [573] min_temp <= 11.4
## | | | | | | | | [574] pressure_3pm <= 1022.3
## | | | | | | | | | [575] rainfall <= 10.4
## | | | | | | | | | | [576] humidity_3pm <= 62: No (n=567, err=10.6%)
## | | | | | | | | | | [577] humidity_3pm > 62: No (n=406, err=19.5%)
## | | | | | | | | | [578] rainfall > 10.4: No (n=162, err=29.0%)
## | | | | | | | | [579] pressure_3pm > 1022.3
## | | | | | | | | | [580] humidity_3pm <= 65: No (n=572, err=5.6%)
## | | | | | | | | | [581] humidity_3pm > 65
## | | | | | | | | | | [582] wind_gust_speed <= 28: No (n=166, err=7.8%)
## | | | | | | | | | | [583] wind_gust_speed > 28: No (n=87, err=23.0%)
## | | | | | | | [584] min_temp > 11.4
## | | | | | | | | [585] cloud_3pm <= 5
## | | | | | | | | | [586] humidity_9am <= 84: No (n=515, err=14.2%)
## | | | | | | | | | [587] humidity_9am > 84: No (n=454, err=26.2%)
## | | | | | | | | [588] cloud_3pm > 5
## | | | | | | | | | [589] humidity_3pm <= 63: No (n=233, err=22.3%)
## | | | | | | | | | [590] humidity_3pm > 63: No (n=215, err=40.5%)
## | | | | | | [591] wind_gust_speed > 33
## | | | | | | | [592] rainfall <= 6.7
## | | | | | | | | [593] humidity_3pm <= 62
## | | | | | | | | | [594] humidity_9am <= 83
## | | | | | | | | | | [595] pressure_3pm <= 1018.8
## | | | | | | | | | | | [596] sunshine <= 6.7: No (n=98, err=38.8%)
## | | | | | | | | | | | [597] sunshine > 6.7: No (n=630, err=19.2%)
## | | | | | | | | | | [598] pressure_3pm > 1018.8: No (n=698, err=13.3%)
## | | | | | | | | | [599] humidity_9am > 83
## | | | | | | | | | | [600] temp_3pm <= 16.1: No (n=233, err=15.9%)
## | | | | | | | | | | [601] temp_3pm > 16.1: No (n=462, err=33.1%)
## | | | | | | | | [602] humidity_3pm > 62
## | | | | | | | | | [603] cloud_3pm <= 2: No (n=63, err=11.1%)
## | | | | | | | | | [604] cloud_3pm > 2
## | | | | | | | | | | [605] wind_gust_speed <= 37
## | | | | | | | | | | | [606] wind_speed_3pm <= 17: No (n=143, err=33.6%)
## | | | | | | | | | | | [607] wind_speed_3pm > 17: No (n=163, err=17.8%)
## | | | | | | | | | | [608] wind_gust_speed > 37: No (n=893, err=36.4%)
## | | | | | | | [609] rainfall > 6.7
## | | | | | | | | [610] sunshine <= 8.9
## | | | | | | | | | [611] temp_3pm <= 20.6
## | | | | | | | | | | [612] sunshine <= 6.8: No (n=311, err=48.2%)
## | | | | | | | | | | [613] sunshine > 6.8
## | | | | | | | | | | | [614] humidity_3pm <= 62: No (n=424, err=23.1%)
## | | | | | | | | | | | [615] humidity_3pm > 62: No (n=361, err=37.1%)
## | | | | | | | | | [616] temp_3pm > 20.6
## | | | | | | | | | | [617] humidity_9am <= 90
## | | | | | | | | | | | [618] pressure_3pm <= 1018.2: No (n=346, err=36.1%)
## | | | | | | | | | | | [619] pressure_3pm > 1018.2: Yes (n=170, err=42.9%)
## | | | | | | | | | | [620] humidity_9am > 90: Yes (n=202, err=37.6%)
## | | | | | | | | [621] sunshine > 8.9: No (n=77, err=7.8%)
## | | | [622] wind_gust_speed > 48
## | | | | [623] pressure_3pm <= 1011.3
## | | | | | [624] rain_today in No
## | | | | | | [625] sunshine <= 8.2
## | | | | | | | [626] wind_gust_speed <= 67: Yes (n=538, err=38.8%)
## | | | | | | | [627] wind_gust_speed > 67: Yes (n=211, err=24.2%)
## | | | | | | [628] sunshine > 8.2
## | | | | | | | [629] humidity_3pm <= 52
## | | | | | | | | [630] wind_gust_dir <= S
## | | | | | | | | | [631] max_temp <= 35: No (n=199, err=3.5%)
## | | | | | | | | | [632] max_temp > 35: No (n=30, err=40.0%)
## | | | | | | | | [633] wind_gust_dir > S
## | | | | | | | | | [634] wind_gust_speed <= 52: No (n=52, err=11.5%)
## | | | | | | | | | [635] wind_gust_speed > 52
## | | | | | | | | | | [636] rainfall <= 0: No (n=86, err=32.6%)
## | | | | | | | | | | [637] rainfall > 0: Yes (n=16, err=25.0%)
## | | | | | | | [638] humidity_3pm > 52
## | | | | | | | | [639] temp_9am <= 21.1
## | | | | | | | | | [640] humidity_3pm <= 64: Yes (n=505, err=49.7%)
## | | | | | | | | | [641] humidity_3pm > 64: Yes (n=243, err=35.0%)
## | | | | | | | | [642] temp_9am > 21.1
## | | | | | | | | | [643] wind_speed_3pm <= 28
## | | | | | | | | | | [644] temp_3pm <= 29.1
## | | | | | | | | | | | [645] humidity_3pm <= 58: No (n=77, err=14.3%)
## | | | | | | | | | | | [646] humidity_3pm > 58: No (n=138, err=44.9%)
## | | | | | | | | | | [647] temp_3pm > 29.1: Yes (n=77, err=36.4%)
## | | | | | | | | | [648] wind_speed_3pm > 28: No (n=342, err=26.0%)
## | | | | | [649] rain_today in Yes
## | | | | | | [650] wind_gust_speed <= 56
## | | | | | | | [651] humidity_9am <= 88: Yes (n=595, err=46.4%)
## | | | | | | | [652] humidity_9am > 88: Yes (n=205, err=32.2%)
## | | | | | | [653] wind_gust_speed > 56
## | | | | | | | [654] pressure_3pm <= 1005.8
## | | | | | | | | [655] max_temp <= 22
## | | | | | | | | | [656] evaporation <= 4.4: Yes (n=134, err=23.1%)
## | | | | | | | | | [657] evaporation > 4.4: Yes (n=292, err=10.6%)
## | | | | | | | | [658] max_temp > 22
## | | | | | | | | | [659] pressure_9am <= 1003.1: No (n=36, err=33.3%)
## | | | | | | | | | [660] pressure_9am > 1003.1: Yes (n=128, err=22.7%)
## | | | | | | | [661] pressure_3pm > 1005.8
## | | | | | | | | [662] wind_gust_dir <= SSW: No (n=193, err=49.7%)
## | | | | | | | | [663] wind_gust_dir > SSW
## | | | | | | | | | [664] wind_speed_9am <= 30: Yes (n=356, err=21.6%)
## | | | | | | | | | [665] wind_speed_9am > 30
## | | | | | | | | | | [666] humidity_3pm <= 58: No (n=40, err=32.5%)
## | | | | | | | | | | [667] humidity_3pm > 58
## | | | | | | | | | | | [668] wind_gust_speed <= 69: No (n=37, err=48.6%)
## | | | | | | | | | | | [669] wind_gust_speed > 69: Yes (n=41, err=9.8%)
## | | | | [670] pressure_3pm > 1011.3
## | | | | | [671] rain_today in No
## | | | | | | [672] wind_gust_dir <= WSW
## | | | | | | | [673] humidity_3pm <= 66
## | | | | | | | | [674] wind_gust_speed <= 56
## | | | | | | | | | [675] wind_speed_3pm <= 26
## | | | | | | | | | | [676] humidity_3pm <= 56: No (n=298, err=15.4%)
## | | | | | | | | | | [677] humidity_3pm > 56: No (n=368, err=27.4%)
## | | | | | | | | | [678] wind_speed_3pm > 26: No (n=1104, err=13.2%)
## | | | | | | | | [679] wind_gust_speed > 56
## | | | | | | | | | [680] rainfall <= 0.3
## | | | | | | | | | | [681] wind_speed_9am <= 13
## | | | | | | | | | | | [682] wind_gust_dir <= E: No (n=53, err=22.6%)
## | | | | | | | | | | | [683] wind_gust_dir > E: Yes (n=72, err=45.8%)
## | | | | | | | | | | [684] wind_speed_9am > 13: No (n=754, err=20.8%)
## | | | | | | | | | [685] rainfall > 0.3: No (n=132, err=37.9%)
## | | | | | | | [686] humidity_3pm > 66: No (n=666, err=33.9%)
## | | | | | | [687] wind_gust_dir > WSW
## | | | | | | | [688] pressure_3pm <= 1018.1
## | | | | | | | | [689] sunshine <= 6.8
## | | | | | | | | | [690] temp_3pm <= 17.1: No (n=83, err=37.3%)
## | | | | | | | | | [691] temp_3pm > 17.1: Yes (n=68, err=23.5%)
## | | | | | | | | [692] sunshine > 6.8
## | | | | | | | | | [693] wind_gust_speed <= 52: No (n=197, err=26.4%)
## | | | | | | | | | [694] wind_gust_speed > 52
## | | | | | | | | | | [695] pressure_9am <= 1015.5
## | | | | | | | | | | | [696] wind_speed_9am <= 13: Yes (n=14, err=35.7%)
## | | | | | | | | | | | [697] wind_speed_9am > 13: No (n=124, err=21.8%)
## | | | | | | | | | | [698] pressure_9am > 1015.5
## | | | | | | | | | | | [699] wind_gust_dir <= W
## | | | | | | | | | | | | [700] humidity_9am <= 67: No (n=29, err=3.4%)
## | | | | | | | | | | | | [701] humidity_9am > 67: No (n=71, err=49.3%)
## | | | | | | | | | | | [702] wind_gust_dir > W
## | | | | | | | | | | | | [703] wind_speed_3pm <= 26: Yes (n=104, err=31.7%)
## | | | | | | | | | | | | [704] wind_speed_3pm > 26: No (n=100, err=43.0%)
## | | | | | | | [705] pressure_3pm > 1018.1: No (n=150, err=16.7%)
## | | | | | [706] rain_today in Yes
## | | | | | | [707] humidity_9am <= 83
## | | | | | | | [708] wind_gust_speed <= 52
## | | | | | | | | [709] humidity_3pm <= 62
## | | | | | | | | | [710] wind_dir_3pm <= WNW: No (n=307, err=18.6%)
## | | | | | | | | | [711] wind_dir_3pm > WNW: No (n=22, err=45.5%)
## | | | | | | | | [712] humidity_3pm > 62
## | | | | | | | | | [713] wind_speed_9am <= 24: Yes (n=140, err=48.6%)
## | | | | | | | | | [714] wind_speed_9am > 24: No (n=85, err=29.4%)
## | | | | | | | [715] wind_gust_speed > 52
## | | | | | | | | [716] pressure_3pm <= 1015.6
## | | | | | | | | | [717] max_temp <= 17.5: Yes (n=389, err=44.2%)
## | | | | | | | | | [718] max_temp > 17.5
## | | | | | | | | | | [719] sunshine <= 7.4: Yes (n=62, err=38.7%)
## | | | | | | | | | | [720] sunshine > 7.4: No (n=193, err=34.7%)
## | | | | | | | | [721] pressure_3pm > 1015.6
## | | | | | | | | | [722] cloud_9am <= 1: No (n=34, err=14.7%)
## | | | | | | | | | [723] cloud_9am > 1: No (n=722, err=41.0%)
## | | | | | | [724] humidity_9am > 83
## | | | | | | | [725] sunshine <= 7.3: Yes (n=271, err=29.2%)
## | | | | | | | [726] sunshine > 7.3
## | | | | | | | | [727] humidity_3pm <= 62: No (n=268, err=39.6%)
## | | | | | | | | [728] humidity_3pm > 62
## | | | | | | | | | [729] temp_9am <= 8.5: No (n=62, err=32.3%)
## | | | | | | | | | [730] temp_9am > 8.5: Yes (n=266, err=36.8%)
## | [731] humidity_3pm > 71
## | | [732] humidity_3pm <= 82
## | | | [733] wind_gust_speed <= 41
## | | | | [734] rain_today in No
## | | | | | [735] pressure_3pm <= 1011.6
## | | | | | | [736] cloud_3pm <= 5
## | | | | | | | [737] temp_3pm <= 19.8: Yes (n=145, err=44.1%)
## | | | | | | | [738] temp_3pm > 19.8: No (n=535, err=25.6%)
## | | | | | | [739] cloud_3pm > 5
## | | | | | | | [740] humidity_3pm <= 77: Yes (n=352, err=49.7%)
## | | | | | | | [741] humidity_3pm > 77
## | | | | | | | | [742] sunshine <= 8.2: Yes (n=129, err=23.3%)
## | | | | | | | | [743] sunshine > 8.2: No (n=76, err=50.0%)
## | | | | | [744] pressure_3pm > 1011.6
## | | | | | | [745] cloud_3pm <= 6
## | | | | | | | [746] pressure_3pm <= 1021.5
## | | | | | | | | [747] humidity_3pm <= 78
## | | | | | | | | | [748] rainfall <= 0.1
## | | | | | | | | | | [749] wind_speed_3pm <= 22: No (n=1108, err=20.0%)
## | | | | | | | | | | [750] wind_speed_3pm > 22: No (n=213, err=7.0%)
## | | | | | | | | | [751] rainfall > 0.1: No (n=525, err=28.8%)
## | | | | | | | | [752] humidity_3pm > 78
## | | | | | | | | | [753] cloud_3pm <= 3
## | | | | | | | | | | [754] rainfall <= 0.1: No (n=31, err=0.0%)
## | | | | | | | | | | [755] rainfall > 0.1: No (n=16, err=18.8%)
## | | | | | | | | | [756] cloud_3pm > 3: No (n=550, err=34.7%)
## | | | | | | | [757] pressure_3pm > 1021.5
## | | | | | | | | [758] wind_gust_speed <= 30: No (n=574, err=8.7%)
## | | | | | | | | [759] wind_gust_speed > 30: No (n=380, err=19.2%)
## | | | | | | [760] cloud_3pm > 6
## | | | | | | | [761] humidity_9am <= 74
## | | | | | | | | [762] sunshine <= 5
## | | | | | | | | | [763] wind_gust_dir <= SSE: Yes (n=89, err=24.7%)
## | | | | | | | | | [764] wind_gust_dir > SSE: No (n=79, err=45.6%)
## | | | | | | | | [765] sunshine > 5: No (n=267, err=37.1%)
## | | | | | | | [766] humidity_9am > 74
## | | | | | | | | [767] pressure_3pm <= 1021.6
## | | | | | | | | | [768] wind_speed_3pm <= 17
## | | | | | | | | | | [769] humidity_3pm <= 79: No (n=503, err=36.8%)
## | | | | | | | | | | [770] humidity_3pm > 79: Yes (n=139, err=47.5%)
## | | | | | | | | | [771] wind_speed_3pm > 17: No (n=306, err=27.5%)
## | | | | | | | | [772] pressure_3pm > 1021.6
## | | | | | | | | | [773] max_temp <= 15.7
## | | | | | | | | | | [774] humidity_3pm <= 77: No (n=240, err=9.2%)
## | | | | | | | | | | [775] humidity_3pm > 77: No (n=103, err=27.2%)
## | | | | | | | | | [776] max_temp > 15.7: No (n=198, err=29.3%)
## | | | | [777] rain_today in Yes
## | | | | | [778] pressure_3pm <= 1013.8
## | | | | | | [779] sunshine <= 4.2
## | | | | | | | [780] wind_gust_speed <= 31
## | | | | | | | | [781] min_temp <= 11.4: No (n=33, err=30.3%)
## | | | | | | | | [782] min_temp > 11.4: Yes (n=151, err=30.5%)
## | | | | | | | [783] wind_gust_speed > 31: Yes (n=242, err=22.3%)
## | | | | | | [784] sunshine > 4.2
## | | | | | | | [785] humidity_3pm <= 77
## | | | | | | | | [786] humidity_9am <= 92
## | | | | | | | | | [787] cloud_9am <= 2: No (n=29, err=13.8%)
## | | | | | | | | | [788] cloud_9am > 2: No (n=466, err=46.6%)
## | | | | | | | | [789] humidity_9am > 92: Yes (n=211, err=40.8%)
## | | | | | | | [790] humidity_3pm > 77: Yes (n=412, err=37.1%)
## | | | | | [791] pressure_3pm > 1013.8
## | | | | | | [792] wind_gust_speed <= 28
## | | | | | | | [793] temp_9am <= 16.1
## | | | | | | | | [794] sunshine <= 0.2: Yes (n=22, err=40.9%)
## | | | | | | | | [795] sunshine > 0.2: No (n=526, err=25.1%)
## | | | | | | | [796] temp_9am > 16.1
## | | | | | | | | [797] cloud_3pm <= 6: No (n=154, err=37.0%)
## | | | | | | | | [798] cloud_3pm > 6: Yes (n=81, err=35.8%)
## | | | | | | [799] wind_gust_speed > 28
## | | | | | | | [800] humidity_3pm <= 78
## | | | | | | | | [801] cloud_3pm <= 5: No (n=612, err=38.4%)
## | | | | | | | | [802] cloud_3pm > 5: No (n=574, err=49.0%)
## | | | | | | | [803] humidity_3pm > 78
## | | | | | | | | [804] min_temp <= 15.1: Yes (n=366, err=48.6%)
## | | | | | | | | [805] min_temp > 15.1: Yes (n=160, err=30.0%)
## | | | [806] wind_gust_speed > 41
## | | | | [807] rain_today in No
## | | | | | [808] sunshine <= 8.3
## | | | | | | [809] pressure_3pm <= 1010.2
## | | | | | | | [810] humidity_3pm <= 72: Yes (n=42, err=40.5%)
## | | | | | | | [811] humidity_3pm > 72: Yes (n=279, err=18.3%)
## | | | | | | [812] pressure_3pm > 1010.2
## | | | | | | | [813] min_temp <= 20.1
## | | | | | | | | [814] humidity_3pm <= 79: Yes (n=400, err=41.5%)
## | | | | | | | | [815] humidity_3pm > 79: Yes (n=124, err=24.2%)
## | | | | | | | [816] min_temp > 20.1
## | | | | | | | | [817] rainfall <= 0.4: No (n=77, err=28.6%)
## | | | | | | | | [818] rainfall > 0.4: Yes (n=10, err=20.0%)
## | | | | | [819] sunshine > 8.3
## | | | | | | [820] wind_gust_dir <= SSW
## | | | | | | | [821] cloud_3pm <= 5
## | | | | | | | | [822] wind_dir_3pm <= ESE
## | | | | | | | | | [823] temp_3pm <= 18.4
## | | | | | | | | | | [824] pressure_3pm <= 1011.8: Yes (n=20, err=10.0%)
## | | | | | | | | | | [825] pressure_3pm > 1011.8: No (n=100, err=35.0%)
## | | | | | | | | | [826] temp_3pm > 18.4
## | | | | | | | | | | [827] pressure_9am <= 1017.8: No (n=403, err=27.3%)
## | | | | | | | | | | [828] pressure_9am > 1017.8: No (n=206, err=11.2%)
## | | | | | | | | [829] wind_dir_3pm > ESE
## | | | | | | | | | [830] wind_dir_3pm <= SW: No (n=445, err=37.5%)
## | | | | | | | | | [831] wind_dir_3pm > SW: Yes (n=53, err=39.6%)
## | | | | | | | [832] cloud_3pm > 5
## | | | | | | | | [833] pressure_3pm <= 1013.3
## | | | | | | | | | [834] temp_3pm <= 19.6: Yes (n=71, err=12.7%)
## | | | | | | | | | [835] temp_3pm > 19.6: Yes (n=117, err=41.0%)
## | | | | | | | | [836] pressure_3pm > 1013.3: No (n=303, err=43.2%)
## | | | | | | [837] wind_gust_dir > SSW
## | | | | | | | [838] pressure_3pm <= 1014.9
## | | | | | | | | [839] wind_dir_9am <= SSE: Yes (n=202, err=20.8%)
## | | | | | | | | [840] wind_dir_9am > SSE
## | | | | | | | | | [841] rainfall <= 0
## | | | | | | | | | | [842] wind_speed_3pm <= 22: Yes (n=98, err=31.6%)
## | | | | | | | | | | [843] wind_speed_3pm > 22: No (n=99, err=39.4%)
## | | | | | | | | | [844] rainfall > 0
## | | | | | | | | | | [845] temp_3pm <= 19.9: Yes (n=95, err=18.9%)
## | | | | | | | | | | [846] temp_3pm > 19.9: No (n=19, err=42.1%)
## | | | | | | | [847] pressure_3pm > 1014.9
## | | | | | | | | [848] rainfall <= 0.6: No (n=281, err=40.2%)
## | | | | | | | | [849] rainfall > 0.6: Yes (n=42, err=33.3%)
## | | | | [850] rain_today in Yes
## | | | | | [851] wind_gust_speed <= 57
## | | | | | | [852] pressure_3pm <= 1012.1
## | | | | | | | [853] cloud_3pm <= 6
## | | | | | | | | [854] temp_9am <= 19.2: Yes (n=287, err=21.3%)
## | | | | | | | | [855] temp_9am > 19.2
## | | | | | | | | | [856] min_temp <= 17.9: No (n=27, err=14.8%)
## | | | | | | | | | [857] min_temp > 17.9: Yes (n=153, err=44.4%)
## | | | | | | | [858] cloud_3pm > 6: Yes (n=463, err=19.7%)
## | | | | | | [859] pressure_3pm > 1012.1
## | | | | | | | [860] rainfall <= 7.2: Yes (n=855, err=46.0%)
## | | | | | | | [861] rainfall > 7.2: Yes (n=552, err=33.5%)
## | | | | | [862] wind_gust_speed > 57
## | | | | | | [863] pressure_3pm <= 1014
## | | | | | | | [864] min_temp <= 11.7: Yes (n=388, err=7.2%)
## | | | | | | | [865] min_temp > 11.7: Yes (n=324, err=19.8%)
## | | | | | | [866] pressure_3pm > 1014: Yes (n=349, err=28.9%)
## | | [867] humidity_3pm > 82
## | | | [868] pressure_3pm <= 1014.9
## | | | | [869] humidity_3pm <= 86
## | | | | | [870] pressure_3pm <= 1009.4
## | | | | | | [871] rain_today in No: Yes (n=396, err=24.7%)
## | | | | | | [872] rain_today in Yes
## | | | | | | | [873] wind_gust_speed <= 44: Yes (n=256, err=18.8%)
## | | | | | | | [874] wind_gust_speed > 44: Yes (n=336, err=7.7%)
## | | | | | [875] pressure_3pm > 1009.4
## | | | | | | [876] wind_dir_3pm <= SW
## | | | | | | | [877] rainfall <= 10.8
## | | | | | | | | [878] cloud_3pm <= 6: Yes (n=251, err=49.0%)
## | | | | | | | | [879] cloud_3pm > 6: Yes (n=275, err=33.1%)
## | | | | | | | [880] rainfall > 10.8: Yes (n=113, err=18.6%)
## | | | | | | [881] wind_dir_3pm > SW
## | | | | | | | [882] wind_gust_speed <= 41: Yes (n=102, err=30.4%)
## | | | | | | | [883] wind_gust_speed > 41: Yes (n=176, err=10.2%)
## | | | | [884] humidity_3pm > 86
## | | | | | [885] rain_today in No
## | | | | | | [886] temp_3pm <= 29
## | | | | | | | [887] humidity_9am <= 94
## | | | | | | | | [888] cloud_3pm <= 6
## | | | | | | | | | [889] temp_3pm <= 20.9
## | | | | | | | | | | [890] wind_speed_3pm <= 19: Yes (n=270, err=8.1%)
## | | | | | | | | | | [891] wind_speed_3pm > 19: Yes (n=152, err=23.0%)
## | | | | | | | | | [892] temp_3pm > 20.9: Yes (n=123, err=41.5%)
## | | | | | | | | [893] cloud_3pm > 6
## | | | | | | | | | [894] humidity_3pm <= 90: Yes (n=440, err=13.6%)
## | | | | | | | | | [895] humidity_3pm > 90: Yes (n=633, err=6.6%)
## | | | | | | | [896] humidity_9am > 94
## | | | | | | | | [897] humidity_3pm <= 90: Yes (n=77, err=41.6%)
## | | | | | | | | [898] humidity_3pm > 90: Yes (n=231, err=23.4%)
## | | | | | | [899] temp_3pm > 29: No (n=25, err=8.0%)
## | | | | | [900] rain_today in Yes
## | | | | | | [901] pressure_3pm <= 1010.3
## | | | | | | | [902] humidity_3pm <= 92
## | | | | | | | | [903] sunshine <= 7.4: Yes (n=455, err=4.2%)
## | | | | | | | | [904] sunshine > 7.4
## | | | | | | | | | [905] temp_3pm <= 13.9: Yes (n=223, err=2.7%)
## | | | | | | | | | [906] temp_3pm > 13.9
## | | | | | | | | | | [907] wind_speed_3pm <= 37: Yes (n=319, err=12.9%)
## | | | | | | | | | | [908] wind_speed_3pm > 37: Yes (n=20, err=40.0%)
## | | | | | | | [909] humidity_3pm > 92: Yes (n=1004, err=2.7%)
## | | | | | | [910] pressure_3pm > 1010.3
## | | | | | | | [911] humidity_3pm <= 88: Yes (n=189, err=20.1%)
## | | | | | | | [912] humidity_3pm > 88
## | | | | | | | | [913] wind_gust_speed <= 43: Yes (n=508, err=11.8%)
## | | | | | | | | [914] wind_gust_speed > 43: Yes (n=447, err=5.4%)
## | | | [915] pressure_3pm > 1014.9
## | | | | [916] min_temp <= 5.6
## | | | | | [917] rain_today in No
## | | | | | | [918] humidity_3pm <= 88
## | | | | | | | [919] max_temp <= 14.3
## | | | | | | | | [920] cloud_3pm <= 7: No (n=199, err=16.6%)
## | | | | | | | | [921] cloud_3pm > 7: No (n=83, err=34.9%)
## | | | | | | | [922] max_temp > 14.3: Yes (n=63, err=47.6%)
## | | | | | | [923] humidity_3pm > 88
## | | | | | | | [924] temp_9am <= 6.4
## | | | | | | | | [925] rainfall <= 0.4: No (n=442, err=35.7%)
## | | | | | | | | [926] rainfall > 0.4: Yes (n=56, err=37.5%)
## | | | | | | | [927] temp_9am > 6.4: Yes (n=209, err=33.5%)
## | | | | | [928] rain_today in Yes
## | | | | | | [929] humidity_3pm <= 89
## | | | | | | | [930] humidity_9am <= 95: Yes (n=82, err=31.7%)
## | | | | | | | [931] humidity_9am > 95
## | | | | | | | | [932] sunshine <= 6.8: Yes (n=17, err=29.4%)
## | | | | | | | | [933] sunshine > 6.8: No (n=83, err=25.3%)
## | | | | | | [934] humidity_3pm > 89: Yes (n=483, err=36.2%)
## | | | | [935] min_temp > 5.6
## | | | | | [936] rain_today in No
## | | | | | | [937] humidity_9am <= 82
## | | | | | | | [938] humidity_3pm <= 85: Yes (n=259, err=37.5%)
## | | | | | | | [939] humidity_3pm > 85
## | | | | | | | | [940] cloud_3pm <= 4: No (n=8, err=12.5%)
## | | | | | | | | [941] cloud_3pm > 4
## | | | | | | | | | [942] wind_gust_dir <= ESE
## | | | | | | | | | | [943] wind_speed_3pm <= 17: Yes (n=157, err=5.1%)
## | | | | | | | | | | [944] wind_speed_3pm > 17: Yes (n=70, err=20.0%)
## | | | | | | | | | [945] wind_gust_dir > ESE: Yes (n=563, err=24.3%)
## | | | | | | [946] humidity_9am > 82
## | | | | | | | [947] humidity_3pm <= 87
## | | | | | | | | [948] rainfall <= 0.2
## | | | | | | | | | [949] wind_gust_speed <= 54: No (n=306, err=39.2%)
## | | | | | | | | | [950] wind_gust_speed > 54: Yes (n=33, err=30.3%)
## | | | | | | | | [951] rainfall > 0.2
## | | | | | | | | | [952] pressure_3pm <= 1023.1: Yes (n=123, err=33.3%)
## | | | | | | | | | [953] pressure_3pm > 1023.1
## | | | | | | | | | | [954] temp_9am <= 11.9: No (n=34, err=17.6%)
## | | | | | | | | | | [955] temp_9am > 11.9: Yes (n=22, err=22.7%)
## | | | | | | | [956] humidity_3pm > 87
## | | | | | | | | [957] rainfall <= 0.6
## | | | | | | | | | [958] cloud_3pm <= 7
## | | | | | | | | | | [959] humidity_3pm <= 94: Yes (n=252, err=49.6%)
## | | | | | | | | | | [960] humidity_3pm > 94: Yes (n=245, err=32.2%)
## | | | | | | | | | [961] cloud_3pm > 7: Yes (n=235, err=28.1%)
## | | | | | | | | [962] rainfall > 0.6: Yes (n=125, err=18.4%)
## | | | | | [963] rain_today in Yes
## | | | | | | [964] humidity_3pm <= 86
## | | | | | | | [965] wind_gust_speed <= 39: Yes (n=484, err=35.1%)
## | | | | | | | [966] wind_gust_speed > 39: Yes (n=384, err=16.4%)
## | | | | | | [967] humidity_3pm > 86
## | | | | | | | [968] min_temp <= 11.5
## | | | | | | | | [969] rainfall <= 18: Yes (n=825, err=22.2%)
## | | | | | | | | [970] rainfall > 18: Yes (n=154, err=8.4%)
## | | | | | | | [971] min_temp > 11.5
## | | | | | | | | [972] cloud_9am <= 7: Yes (n=834, err=12.2%)
## | | | | | | | | [973] cloud_9am > 7: Yes (n=549, err=6.2%)
##
## Number of inner nodes: 486
## Number of terminal nodes: 487References
Hothorn, Torsten, and Achim Zeileis. 2026. Partykit: A Toolkit for Recursive Partytioning. https://codeberg.org/thothorn/partykit.
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