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).
##
## Model formula:
## rain_tomorrow ~ rain_today + temp_3pm + temp_9am + cloud_3pm +
## cloud_9am + pressure_3pm + pressure_9am + humidity_3pm +
## humidity_9am + wind_speed_3pm + wind_speed_9am + wind_dir_3pm +
## wind_dir_9am + wind_gust_speed + wind_gust_dir + sunshine +
## evaporation + rainfall + max_temp + min_temp
##
## Fitted party:
## [1] root
## | [2] humidity_3pm <= 71
## | | [3] humidity_3pm <= 51
## | | | [4] wind_gust_speed <= 54
## | | | | [5] sunshine <= 7.7
## | | | | | [6] pressure_3pm <= 1015
## | | | | | | [7] humidity_3pm <= 27: No (n=399, err=10.8%)
## | | | | | | [8] humidity_3pm > 27
## | | | | | | | [9] pressure_3pm <= 1004.7: Yes (n=211, err=49.3%)
## | | | | | | | [10] pressure_3pm > 1004.7
## | | | | | | | | [11] sunshine <= 1.7: No (n=216, err=45.4%)
## | | | | | | | | [12] sunshine > 1.7
## | | | | | | | | | [13] wind_gust_speed <= 35: No (n=470, err=18.3%)
## | | | | | | | | | [14] wind_gust_speed > 35
## | | | | | | | | | | [15] wind_dir_9am <= E: No (n=440, err=37.7%)
## | | | | | | | | | | [16] wind_dir_9am > E
## | | | | | | | | | | | [17] wind_speed_9am <= 9: No (n=140, err=34.3%)
## | | | | | | | | | | | [18] wind_speed_9am > 9
## | | | | | | | | | | | | [19] max_temp <= 18.7: No (n=146, err=32.9%)
## | | | | | | | | | | | | [20] max_temp > 18.7: No (n=389, err=13.9%)
## | | | | | [21] pressure_3pm > 1015
## | | | | | | [22] pressure_3pm <= 1020.2
## | | | | | | | [23] sunshine <= 5.5
## | | | | | | | | [24] wind_dir_9am <= NE
## | | | | | | | | | [25] humidity_3pm <= 41: No (n=123, err=20.3%)
## | | | | | | | | | [26] humidity_3pm > 41: No (n=115, err=40.9%)
## | | | | | | | | [27] wind_dir_9am > NE: No (n=489, err=14.3%)
## | | | | | | | [28] sunshine > 5.5: No (n=841, err=10.2%)
## | | | | | | [29] pressure_3pm > 1020.2
## | | | | | | | [30] rain_today in No
## | | | | | | | | [31] cloud_3pm <= 3: No (n=246, err=0.8%)
## | | | | | | | | [32] cloud_3pm > 3: No (n=1026, err=5.8%)
## | | | | | | | [33] rain_today in Yes
## | | | | | | | | [34] min_temp <= 15.8: No (n=191, err=12.6%)
## | | | | | | | | [35] min_temp > 15.8: No (n=14, err=50.0%)
## | | | | [36] sunshine > 7.7
## | | | | | [37] pressure_3pm <= 1015.2
## | | | | | | [38] humidity_3pm <= 30
## | | | | | | | [39] humidity_3pm <= 17
## | | | | | | | | [40] wind_gust_speed <= 46
## | | | | | | | | | [41] humidity_9am <= 57: No (n=3617, err=1.0%)
## | | | | | | | | | [42] humidity_9am > 57: No (n=257, err=3.9%)
## | | | | | | | | [43] wind_gust_speed > 46
## | | | | | | | | | [44] wind_dir_3pm <= W: No (n=860, err=2.0%)
## | | | | | | | | | [45] wind_dir_3pm > W: No (n=360, err=6.9%)
## | | | | | | | [46] humidity_3pm > 17
## | | | | | | | | [47] wind_gust_speed <= 43
## | | | | | | | | | [48] sunshine <= 9.8
## | | | | | | | | | | [49] pressure_3pm <= 1003.2: No (n=58, err=20.7%)
## | | | | | | | | | | [50] pressure_3pm > 1003.2
## | | | | | | | | | | | [51] wind_dir_9am <= ENE: No (n=1521, err=5.5%)
## | | | | | | | | | | | [52] wind_dir_9am > ENE: No (n=2267, err=2.5%)
## | | | | | | | | | [53] sunshine > 9.8
## | | | | | | | | | | [54] wind_gust_dir <= WNW: No (n=1552, err=0.8%)
## | | | | | | | | | | [55] wind_gust_dir > WNW: No (n=98, err=5.1%)
## | | | | | | | | [56] wind_gust_speed > 43
## | | | | | | | | | [57] sunshine <= 10.3
## | | | | | | | | | | [58] temp_3pm <= 31.2
## | | | | | | | | | | | [59] wind_dir_9am <= ENE: No (n=377, err=12.7%)
## | | | | | | | | | | | [60] wind_dir_9am > ENE
## | | | | | | | | | | | | [61] wind_speed_9am <= 9: No (n=194, err=6.7%)
## | | | | | | | | | | | | [62] wind_speed_9am > 9: No (n=670, err=2.1%)
## | | | | | | | | | | [63] temp_3pm > 31.2: No (n=718, err=13.6%)
## | | | | | | | | | [64] sunshine > 10.3: No (n=797, err=2.1%)
## | | | | | | [65] humidity_3pm > 30
## | | | | | | | [66] pressure_3pm <= 1007.1
## | | | | | | | | [67] cloud_3pm <= 2: No (n=392, err=7.7%)
## | | | | | | | | [68] cloud_3pm > 2
## | | | | | | | | | [69] sunshine <= 10.3
## | | | | | | | | | | [70] wind_gust_speed <= 35
## | | | | | | | | | | | [71] wind_dir_9am <= SE: No (n=149, err=24.2%)
## | | | | | | | | | | | [72] wind_dir_9am > SE
## | | | | | | | | | | | | [73] rain_today in No: No (n=129, err=3.1%)
## | | | | | | | | | | | | [74] rain_today in Yes: No (n=42, err=23.8%)
## | | | | | | | | | | [75] wind_gust_speed > 35: No (n=847, err=25.3%)
## | | | | | | | | | [76] sunshine > 10.3: No (n=225, err=8.4%)
## | | | | | | | [77] pressure_3pm > 1007.1
## | | | | | | | | [78] sunshine <= 9.4
## | | | | | | | | | [79] wind_gust_speed <= 37
## | | | | | | | | | | [80] pressure_3pm <= 1011.4
## | | | | | | | | | | | [81] humidity_9am <= 65: No (n=443, err=6.3%)
## | | | | | | | | | | | [82] humidity_9am > 65: No (n=667, err=13.9%)
## | | | | | | | | | | [83] pressure_3pm > 1011.4
## | | | | | | | | | | | [84] humidity_3pm <= 45: No (n=2936, err=4.3%)
## | | | | | | | | | | | [85] humidity_3pm > 45
## | | | | | | | | | | | | [86] rain_today in No: No (n=1166, err=7.0%)
## | | | | | | | | | | | | [87] rain_today in Yes: No (n=163, err=14.7%)
## | | | | | | | | | [88] wind_gust_speed > 37
## | | | | | | | | | | [89] wind_dir_9am <= ENE
## | | | | | | | | | | | [90] pressure_3pm <= 1011.1: No (n=417, err=29.5%)
## | | | | | | | | | | | [91] pressure_3pm > 1011.1
## | | | | | | | | | | | | [92] wind_gust_speed <= 52: No (n=1416, err=14.1%)
## | | | | | | | | | | | | [93] wind_gust_speed > 52: No (n=40, err=42.5%)
## | | | | | | | | | | [94] wind_dir_9am > ENE
## | | | | | | | | | | | [95] wind_speed_9am <= 9
## | | | | | | | | | | | | [96] min_temp <= 9.4: No (n=367, err=9.8%)
## | | | | | | | | | | | | [97] min_temp > 9.4
## | | | | | | | | | | | | | [98] wind_gust_speed <= 39: No (n=206, err=13.6%)
## | | | | | | | | | | | | | [99] wind_gust_speed > 39: No (n=334, err=25.7%)
## | | | | | | | | | | | [100] wind_speed_9am > 9
## | | | | | | | | | | | | [101] wind_gust_speed <= 44: No (n=1563, err=6.1%)
## | | | | | | | | | | | | [102] wind_gust_speed > 44
## | | | | | | | | | | | | | [103] wind_speed_3pm <= 24
## | | | | | | | | | | | | | | [104] min_temp <= 21.6
## | | | | | | | | | | | | | | | [105] humidity_3pm <= 48
## | | | | | | | | | | | | | | | | [106] temp_9am <= 15.8: No (n=294, err=5.4%)
## | | | | | | | | | | | | | | | | [107] temp_9am > 15.8: No (n=278, err=14.0%)
## | | | | | | | | | | | | | | | [108] humidity_3pm > 48: No (n=80, err=27.5%)
## | | | | | | | | | | | | | | [109] min_temp > 21.6: No (n=24, err=45.8%)
## | | | | | | | | | | | | | [110] wind_speed_3pm > 24: No (n=550, err=7.3%)
## | | | | | | | | [111] sunshine > 9.4
## | | | | | | | | | [112] sunshine <= 11.7
## | | | | | | | | | | [113] cloud_3pm <= 2
## | | | | | | | | | | | [114] rain_today in No: No (n=1453, err=3.0%)
## | | | | | | | | | | | [115] rain_today in Yes: No (n=99, err=11.1%)
## | | | | | | | | | | [116] cloud_3pm > 2
## | | | | | | | | | | | [117] humidity_3pm <= 43: No (n=730, err=4.5%)
## | | | | | | | | | | | [118] humidity_3pm > 43: No (n=483, err=10.1%)
## | | | | | | | | | [119] sunshine > 11.7: No (n=1299, err=1.2%)
## | | | | | [120] pressure_3pm > 1015.2
## | | | | | | [121] humidity_3pm <= 44
## | | | | | | | [122] humidity_3pm <= 32
## | | | | | | | | [123] wind_dir_9am <= ENE
## | | | | | | | | | [124] wind_gust_speed <= 44
## | | | | | | | | | | [125] pressure_3pm <= 1018.2
## | | | | | | | | | | | [126] max_temp <= 23.5
## | | | | | | | | | | | | [127] min_temp <= 6.2: No (n=133, err=2.3%)
## | | | | | | | | | | | | [128] min_temp > 6.2: No (n=62, err=19.4%)
## | | | | | | | | | | | [129] max_temp > 23.5
## | | | | | | | | | | | | [130] wind_speed_3pm <= 28
## | | | | | | | | | | | | | [131] pressure_9am <= 1023.7: No (n=964, err=1.1%)
## | | | | | | | | | | | | | [132] pressure_9am > 1023.7: No (n=11, err=18.2%)
## | | | | | | | | | | | | [133] wind_speed_3pm > 28: No (n=16, err=25.0%)
## | | | | | | | | | | [134] pressure_3pm > 1018.2
## | | | | | | | | | | | [135] rainfall <= 0.2: No (n=1694, err=0.6%)
## | | | | | | | | | | | [136] rainfall > 0.2: No (n=22, err=9.1%)
## | | | | | | | | | [137] wind_gust_speed > 44
## | | | | | | | | | | [138] humidity_3pm <= 29: No (n=355, err=3.4%)
## | | | | | | | | | | [139] humidity_3pm > 29: No (n=57, err=15.8%)
## | | | | | | | | [140] wind_dir_9am > ENE: No (n=5824, err=0.6%)
## | | | | | | | [141] humidity_3pm > 32
## | | | | | | | | [142] pressure_3pm <= 1020
## | | | | | | | | | [143] wind_dir_9am <= ENE
## | | | | | | | | | | [144] sunshine <= 9.5: No (n=940, err=8.6%)
## | | | | | | | | | | [145] sunshine > 9.5: No (n=330, err=1.8%)
## | | | | | | | | | [146] wind_dir_9am > ENE
## | | | | | | | | | | [147] sunshine <= 10.4: No (n=2470, err=3.1%)
## | | | | | | | | | | [148] sunshine > 10.4: No (n=800, err=0.6%)
## | | | | | | | | [149] pressure_3pm > 1020
## | | | | | | | | | [150] wind_gust_speed <= 50: No (n=4671, err=1.2%)
## | | | | | | | | | [151] wind_gust_speed > 50: No (n=120, err=6.7%)
## | | | | | | [152] humidity_3pm > 44
## | | | | | | | [153] wind_gust_speed <= 37
## | | | | | | | | [154] pressure_3pm <= 1025
## | | | | | | | | | [155] wind_gust_dir <= SE
## | | | | | | | | | | [156] max_temp <= 15: No (n=99, err=15.2%)
## | | | | | | | | | | [157] max_temp > 15
## | | | | | | | | | | | [158] cloud_3pm <= 6: No (n=1402, err=3.8%)
## | | | | | | | | | | | [159] cloud_3pm > 6: No (n=122, err=10.7%)
## | | | | | | | | | [160] wind_gust_dir > SE: No (n=1907, err=2.6%)
## | | | | | | | | [161] pressure_3pm > 1025: No (n=1048, err=1.1%)
## | | | | | | | [162] wind_gust_speed > 37
## | | | | | | | | [163] humidity_9am <= 80
## | | | | | | | | | [164] rain_today in No: No (n=1769, err=4.6%)
## | | | | | | | | | [165] rain_today in Yes: No (n=286, err=11.2%)
## | | | | | | | | [166] humidity_9am > 80
## | | | | | | | | | [167] max_temp <= 18.5: No (n=190, err=6.8%)
## | | | | | | | | | [168] max_temp > 18.5: No (n=192, err=20.3%)
## | | | [169] wind_gust_speed > 54
## | | | | [170] sunshine <= 8.4
## | | | | | [171] pressure_3pm <= 1006.1
## | | | | | | [172] sunshine <= 4: Yes (n=148, err=38.5%)
## | | | | | | [173] sunshine > 4
## | | | | | | | [174] humidity_3pm <= 42: No (n=361, err=38.0%)
## | | | | | | | [175] humidity_3pm > 42: Yes (n=183, err=47.5%)
## | | | | | [176] pressure_3pm > 1006.1
## | | | | | | [177] wind_speed_9am <= 17
## | | | | | | | [178] humidity_9am <= 65: No (n=218, err=29.4%)
## | | | | | | | [179] humidity_9am > 65: No (n=151, err=47.0%)
## | | | | | | [180] wind_speed_9am > 17
## | | | | | | | [181] sunshine <= 5.6
## | | | | | | | | [182] rain_today in No: No (n=245, err=30.6%)
## | | | | | | | | [183] rain_today in Yes: Yes (n=58, err=48.3%)
## | | | | | | | [184] sunshine > 5.6: No (n=480, err=22.7%)
## | | | | [185] sunshine > 8.4
## | | | | | [186] pressure_3pm <= 1009.4
## | | | | | | [187] humidity_3pm <= 23
## | | | | | | | [188] humidity_3pm <= 13
## | | | | | | | | [189] wind_gust_speed <= 87: No (n=535, err=6.7%)
## | | | | | | | | [190] wind_gust_speed > 87: No (n=13, err=38.5%)
## | | | | | | | [191] humidity_3pm > 13
## | | | | | | | | [192] max_temp <= 32.5
## | | | | | | | | | [193] wind_gust_dir <= NNE: No (n=14, err=50.0%)
## | | | | | | | | | [194] wind_gust_dir > NNE: No (n=263, err=6.1%)
## | | | | | | | | [195] max_temp > 32.5
## | | | | | | | | | [196] wind_gust_speed <= 74
## | | | | | | | | | | [197] sunshine <= 11.1: No (n=288, err=25.0%)
## | | | | | | | | | | [198] sunshine > 11.1: No (n=86, err=4.7%)
## | | | | | | | | | [199] wind_gust_speed > 74: No (n=71, err=42.3%)
## | | | | | | [200] humidity_3pm > 23
## | | | | | | | [201] wind_dir_9am <= E
## | | | | | | | | [202] sunshine <= 9.7
## | | | | | | | | | [203] wind_dir_3pm <= SSW: Yes (n=222, err=40.5%)
## | | | | | | | | | [204] wind_dir_3pm > SSW
## | | | | | | | | | | [205] wind_dir_3pm <= NW: No (n=232, err=28.9%)
## | | | | | | | | | | [206] wind_dir_3pm > NW: Yes (n=84, err=42.9%)
## | | | | | | | | [207] sunshine > 9.7
## | | | | | | | | | [208] pressure_3pm <= 1002.9: No (n=19, err=47.4%)
## | | | | | | | | | [209] pressure_3pm > 1002.9: No (n=123, err=10.6%)
## | | | | | | | [210] wind_dir_9am > E
## | | | | | | | | [211] humidity_9am <= 55
## | | | | | | | | | [212] pressure_3pm <= 994.6: No (n=19, err=47.4%)
## | | | | | | | | | [213] pressure_3pm > 994.6: No (n=575, err=11.5%)
## | | | | | | | | [214] humidity_9am > 55
## | | | | | | | | | [215] wind_gust_speed <= 63: No (n=277, err=24.5%)
## | | | | | | | | | [216] wind_gust_speed > 63: No (n=240, err=45.0%)
## | | | | | [217] pressure_3pm > 1009.4
## | | | | | | [218] sunshine <= 10.4
## | | | | | | | [219] wind_dir_9am <= E
## | | | | | | | | [220] humidity_3pm <= 20: No (n=267, err=9.4%)
## | | | | | | | | [221] humidity_3pm > 20
## | | | | | | | | | [222] temp_3pm <= 26
## | | | | | | | | | | [223] pressure_3pm <= 1018: No (n=241, err=21.6%)
## | | | | | | | | | | [224] pressure_3pm > 1018: No (n=62, err=1.6%)
## | | | | | | | | | [225] temp_3pm > 26
## | | | | | | | | | | [226] wind_gust_speed <= 67
## | | | | | | | | | | | [227] wind_gust_dir <= SSE: No (n=113, err=18.6%)
## | | | | | | | | | | | [228] wind_gust_dir > SSE
## | | | | | | | | | | | | [229] wind_dir_3pm <= SSE: Yes (n=45, err=33.3%)
## | | | | | | | | | | | | [230] wind_dir_3pm > SSE: No (n=47, err=27.7%)
## | | | | | | | | | | [231] wind_gust_speed > 67
## | | | | | | | | | | | [232] humidity_9am <= 49: No (n=20, err=20.0%)
## | | | | | | | | | | | [233] humidity_9am > 49: Yes (n=43, err=23.3%)
## | | | | | | | [234] wind_dir_9am > E
## | | | | | | | | [235] humidity_3pm <= 36
## | | | | | | | | | [236] wind_speed_9am <= 13: No (n=212, err=13.7%)
## | | | | | | | | | [237] wind_speed_9am > 13
## | | | | | | | | | | [238] wind_dir_9am <= NW: No (n=656, err=3.4%)
## | | | | | | | | | | [239] wind_dir_9am > NW: No (n=56, err=16.1%)
## | | | | | | | | [240] humidity_3pm > 36
## | | | | | | | | | [241] wind_gust_speed <= 59
## | | | | | | | | | | [242] rainfall <= 9.2: No (n=450, err=6.0%)
## | | | | | | | | | | [243] rainfall > 9.2: No (n=27, err=33.3%)
## | | | | | | | | | [244] wind_gust_speed > 59
## | | | | | | | | | | [245] temp_3pm <= 26.9
## | | | | | | | | | | | [246] humidity_3pm <= 47: No (n=293, err=14.3%)
## | | | | | | | | | | | [247] humidity_3pm > 47: No (n=110, err=27.3%)
## | | | | | | | | | | [248] temp_3pm > 26.9: Yes (n=31, err=41.9%)
## | | | | | | [249] sunshine > 10.4: No (n=897, err=2.8%)
## | | [250] humidity_3pm > 51
## | | | [251] wind_gust_speed <= 48
## | | | | [252] rain_today in No
## | | | | | [253] pressure_3pm <= 1011.8
## | | | | | | [254] sunshine <= 8.3
## | | | | | | | [255] wind_gust_speed <= 37
## | | | | | | | | [256] humidity_3pm <= 64: No (n=502, err=28.7%)
## | | | | | | | | [257] humidity_3pm > 64: No (n=257, err=42.0%)
## | | | | | | | [258] wind_gust_speed > 37
## | | | | | | | | [259] humidity_9am <= 53: Yes (n=36, err=27.8%)
## | | | | | | | | [260] humidity_9am > 53: No (n=638, err=40.4%)
## | | | | | | [261] sunshine > 8.3
## | | | | | | | [262] cloud_3pm <= 7
## | | | | | | | | [263] rainfall <= 0.1
## | | | | | | | | | [264] cloud_3pm <= 2
## | | | | | | | | | | [265] pressure_3pm <= 1008.6
## | | | | | | | | | | | [266] wind_speed_9am <= 11: No (n=219, err=17.8%)
## | | | | | | | | | | | [267] wind_speed_9am > 11: No (n=141, err=5.0%)
## | | | | | | | | | | [268] pressure_3pm > 1008.6: No (n=550, err=4.9%)
## | | | | | | | | | [269] cloud_3pm > 2
## | | | | | | | | | | [270] humidity_3pm <= 60
## | | | | | | | | | | | [271] wind_gust_speed <= 37
## | | | | | | | | | | | | [272] humidity_3pm <= 52
## | | | | | | | | | | | | | [273] max_temp <= 25.6
## | | | | | | | | | | | | | | [274] max_temp <= 19.9: No (n=7, err=14.3%)
## | | | | | | | | | | | | | | [275] max_temp > 19.9: No (n=313, err=0.0%)
## | | | | | | | | | | | | | [276] max_temp > 25.6
## | | | | | | | | | | | | | | [277] cloud_9am <= 5: No (n=145, err=4.8%)
## | | | | | | | | | | | | | | [278] cloud_9am > 5: No (n=82, err=19.5%)
## | | | | | | | | | | | | [279] humidity_3pm > 52
## | | | | | | | | | | | | | [280] temp_9am <= 21.2: No (n=209, err=22.5%)
## | | | | | | | | | | | | | [281] temp_9am > 21.2: No (n=492, err=10.4%)
## | | | | | | | | | | | [282] wind_gust_speed > 37
## | | | | | | | | | | | | [283] wind_gust_dir <= SW
## | | | | | | | | | | | | | [284] humidity_3pm <= 52
## | | | | | | | | | | | | | | [285] max_temp <= 32.1
## | | | | | | | | | | | | | | | [286] evaporation <= 6.4: No (n=246, err=0.0%)
## | | | | | | | | | | | | | | | [287] evaporation > 6.4: No (n=23, err=8.7%)
## | | | | | | | | | | | | | | [288] max_temp > 32.1
## | | | | | | | | | | | | | | | [289] wind_speed_3pm <= 11: Yes (n=17, err=47.1%)
## | | | | | | | | | | | | | | | [290] wind_speed_3pm > 11: No (n=75, err=8.0%)
## | | | | | | | | | | | | | [291] humidity_3pm > 52
## | | | | | | | | | | | | | | [292] wind_gust_speed <= 41
## | | | | | | | | | | | | | | | [293] pressure_3pm <= 1003.3: Yes (n=7, err=42.9%)
## | | | | | | | | | | | | | | | [294] pressure_3pm > 1003.3: No (n=141, err=9.2%)
## | | | | | | | | | | | | | | [295] wind_gust_speed > 41: No (n=139, err=27.3%)
## | | | | | | | | | | | | [296] wind_gust_dir > SW
## | | | | | | | | | | | | | [297] max_temp <= 22.1
## | | | | | | | | | | | | | | [298] temp_3pm <= 20.3
## | | | | | | | | | | | | | | | [299] wind_dir_9am <= SE: Yes (n=20, err=35.0%)
## | | | | | | | | | | | | | | | [300] wind_dir_9am > SE: No (n=40, err=15.0%)
## | | | | | | | | | | | | | | [301] temp_3pm > 20.3: Yes (n=76, err=27.6%)
## | | | | | | | | | | | | | [302] max_temp > 22.1: No (n=299, err=20.1%)
## | | | | | | | | | | [303] humidity_3pm > 60
## | | | | | | | | | | | [304] wind_dir_3pm <= SW
## | | | | | | | | | | | | [305] wind_speed_3pm <= 20
## | | | | | | | | | | | | | [306] wind_gust_speed <= 35
## | | | | | | | | | | | | | | [307] wind_speed_3pm <= 11: No (n=71, err=33.8%)
## | | | | | | | | | | | | | | [308] wind_speed_3pm > 11: No (n=291, err=15.1%)
## | | | | | | | | | | | | | [309] wind_gust_speed > 35: No (n=165, err=29.7%)
## | | | | | | | | | | | | [310] wind_speed_3pm > 20: No (n=372, err=13.7%)
## | | | | | | | | | | | [311] wind_dir_3pm > SW
## | | | | | | | | | | | | [312] evaporation <= 5.6: No (n=164, err=45.1%)
## | | | | | | | | | | | | [313] evaporation > 5.6: No (n=76, err=21.1%)
## | | | | | | | | [314] rainfall > 0.1
## | | | | | | | | | [315] sunshine <= 10.5
## | | | | | | | | | | [316] wind_gust_speed <= 37: No (n=316, err=23.4%)
## | | | | | | | | | | [317] wind_gust_speed > 37
## | | | | | | | | | | | [318] max_temp <= 21.1: Yes (n=80, err=40.0%)
## | | | | | | | | | | | [319] max_temp > 21.1: No (n=173, err=32.9%)
## | | | | | | | | | [320] sunshine > 10.5: No (n=102, err=9.8%)
## | | | | | | | [321] cloud_3pm > 7: No (n=292, err=37.0%)
## | | | | | [322] pressure_3pm > 1011.8
## | | | | | | [323] sunshine <= 4.6
## | | | | | | | [324] pressure_3pm <= 1022
## | | | | | | | | [325] humidity_3pm <= 63
## | | | | | | | | | [326] wind_dir_9am <= NE
## | | | | | | | | | | [327] wind_gust_speed <= 37
## | | | | | | | | | | | [328] cloud_3pm <= 7: No (n=145, err=19.3%)
## | | | | | | | | | | | [329] cloud_3pm > 7: Yes (n=29, err=44.8%)
## | | | | | | | | | | [330] wind_gust_speed > 37: Yes (n=107, err=48.6%)
## | | | | | | | | | [331] wind_dir_9am > NE
## | | | | | | | | | | [332] cloud_3pm <= 7: No (n=674, err=15.7%)
## | | | | | | | | | | [333] cloud_3pm > 7: No (n=122, err=30.3%)
## | | | | | | | | [334] humidity_3pm > 63
## | | | | | | | | | [335] wind_gust_speed <= 43: No (n=567, err=31.0%)
## | | | | | | | | | [336] wind_gust_speed > 43: Yes (n=89, err=43.8%)
## | | | | | | | [337] pressure_3pm > 1022
## | | | | | | | | [338] wind_gust_speed <= 26
## | | | | | | | | | [339] pressure_3pm <= 1024.3: No (n=130, err=9.2%)
## | | | | | | | | | [340] pressure_3pm > 1024.3: No (n=251, err=1.6%)
## | | | | | | | | [341] wind_gust_speed > 26: No (n=637, err=15.9%)
## | | | | | | [342] sunshine > 4.6
## | | | | | | | [343] pressure_3pm <= 1019
## | | | | | | | | [344] sunshine <= 9
## | | | | | | | | | [345] humidity_3pm <= 62
## | | | | | | | | | | [346] rainfall <= 0.3
## | | | | | | | | | | | [347] cloud_3pm <= 5
## | | | | | | | | | | | | [348] humidity_9am <= 72
## | | | | | | | | | | | | | [349] wind_gust_dir <= WSW
## | | | | | | | | | | | | | | [350] max_temp <= 22.6
## | | | | | | | | | | | | | | | [351] wind_gust_speed <= 31: No (n=278, err=7.2%)
## | | | | | | | | | | | | | | | [352] wind_gust_speed > 31: No (n=370, err=16.2%)
## | | | | | | | | | | | | | | [353] max_temp > 22.6
## | | | | | | | | | | | | | | | [354] rainfall <= 0: No (n=1563, err=4.5%)
## | | | | | | | | | | | | | | | [355] rainfall > 0: No (n=85, err=12.9%)
## | | | | | | | | | | | | | [356] wind_gust_dir > WSW
## | | | | | | | | | | | | | | [357] cloud_9am <= 1: No (n=328, err=5.5%)
## | | | | | | | | | | | | | | [358] cloud_9am > 1: No (n=1425, err=12.4%)
## | | | | | | | | | | | | [359] humidity_9am > 72
## | | | | | | | | | | | | | [360] wind_gust_speed <= 35: No (n=1246, err=10.0%)
## | | | | | | | | | | | | | [361] wind_gust_speed > 35: No (n=1450, err=15.9%)
## | | | | | | | | | | | [362] cloud_3pm > 5: No (n=1139, err=18.3%)
## | | | | | | | | | | [363] rainfall > 0.3
## | | | | | | | | | | | [364] wind_gust_speed <= 33: No (n=273, err=12.8%)
## | | | | | | | | | | | [365] wind_gust_speed > 33: No (n=531, err=22.4%)
## | | | | | | | | | [366] humidity_3pm > 62
## | | | | | | | | | | [367] rainfall <= 0
## | | | | | | | | | | | [368] wind_dir_3pm <= S
## | | | | | | | | | | | | [369] wind_speed_3pm <= 17
## | | | | | | | | | | | | | [370] wind_gust_speed <= 39: No (n=828, err=17.9%)
## | | | | | | | | | | | | | [371] wind_gust_speed > 39
## | | | | | | | | | | | | | | [372] wind_gust_dir <= SW: No (n=64, err=26.6%)
## | | | | | | | | | | | | | | [373] wind_gust_dir > SW: Yes (n=13, err=7.7%)
## | | | | | | | | | | | | [374] wind_speed_3pm > 17
## | | | | | | | | | | | | | [375] temp_9am <= 17
## | | | | | | | | | | | | | | [376] evaporation <= 1.8: Yes (n=10, err=30.0%)
## | | | | | | | | | | | | | | [377] evaporation > 1.8: No (n=213, err=19.7%)
## | | | | | | | | | | | | | [378] temp_9am > 17
## | | | | | | | | | | | | | | [379] wind_gust_dir <= ENE: No (n=380, err=6.1%)
## | | | | | | | | | | | | | | [380] wind_gust_dir > ENE: No (n=524, err=14.3%)
## | | | | | | | | | | | [381] wind_dir_3pm > S
## | | | | | | | | | | | | [382] min_temp <= 3.5: No (n=135, err=8.9%)
## | | | | | | | | | | | | [383] min_temp > 3.5
## | | | | | | | | | | | | | [384] humidity_3pm <= 66: No (n=301, err=20.6%)
## | | | | | | | | | | | | | [385] humidity_3pm > 66: No (n=232, err=36.6%)
## | | | | | | | | | | [386] rainfall > 0: No (n=873, err=24.3%)
## | | | | | | | | [387] sunshine > 9
## | | | | | | | | | [388] sunshine <= 10.1: No (n=629, err=9.2%)
## | | | | | | | | | [389] sunshine > 10.1: No (n=1369, err=3.7%)
## | | | | | | | [390] pressure_3pm > 1019
## | | | | | | | | [391] wind_gust_speed <= 28
## | | | | | | | | | [392] pressure_3pm <= 1024.4
## | | | | | | | | | | [393] humidity_3pm <= 68: No (n=1861, err=6.4%)
## | | | | | | | | | | [394] humidity_3pm > 68: No (n=164, err=17.7%)
## | | | | | | | | | [395] pressure_3pm > 1024.4
## | | | | | | | | | | [396] min_temp <= 9.2: No (n=1607, err=1.6%)
## | | | | | | | | | | [397] min_temp > 9.2
## | | | | | | | | | | | [398] sunshine <= 7.9
## | | | | | | | | | | | | [399] cloud_9am <= 4: No (n=18, err=50.0%)
## | | | | | | | | | | | | [400] cloud_9am > 4: No (n=30, err=3.3%)
## | | | | | | | | | | | [401] sunshine > 7.9
## | | | | | | | | | | | | [402] humidity_9am <= 81: No (n=206, err=1.5%)
## | | | | | | | | | | | | [403] humidity_9am > 81: No (n=79, err=12.7%)
## | | | | | | | | [404] wind_gust_speed > 28
## | | | | | | | | | [405] sunshine <= 8.5
## | | | | | | | | | | [406] humidity_3pm <= 65
## | | | | | | | | | | | [407] sunshine <= 7.6
## | | | | | | | | | | | | [408] max_temp <= 21.5: No (n=514, err=10.9%)
## | | | | | | | | | | | | [409] max_temp > 21.5: No (n=136, err=23.5%)
## | | | | | | | | | | | [410] sunshine > 7.6
## | | | | | | | | | | | | [411] cloud_3pm <= 6
## | | | | | | | | | | | | | [412] wind_dir_3pm <= SE: No (n=1560, err=5.8%)
## | | | | | | | | | | | | | [413] wind_dir_3pm > SE
## | | | | | | | | | | | | | | [414] temp_9am <= 10.1: No (n=386, err=3.6%)
## | | | | | | | | | | | | | | [415] temp_9am > 10.1: No (n=875, err=13.0%)
## | | | | | | | | | | | | [416] cloud_3pm > 6: No (n=473, err=11.8%)
## | | | | | | | | | | [417] humidity_3pm > 65
## | | | | | | | | | | | [418] min_temp <= 6.7: No (n=248, err=8.9%)
## | | | | | | | | | | | [419] min_temp > 6.7
## | | | | | | | | | | | | [420] wind_dir_3pm <= E: No (n=206, err=11.2%)
## | | | | | | | | | | | | [421] wind_dir_3pm > E: No (n=517, err=21.7%)
## | | | | | | | | | [422] sunshine > 8.5
## | | | | | | | | | | [423] cloud_9am <= 4
## | | | | | | | | | | | [424] sunshine <= 10.4
## | | | | | | | | | | | | [425] temp_9am <= 20.4: No (n=341, err=7.9%)
## | | | | | | | | | | | | [426] temp_9am > 20.4: No (n=37, err=29.7%)
## | | | | | | | | | | | [427] sunshine > 10.4: No (n=257, err=0.8%)
## | | | | | | | | | | [428] cloud_9am > 4: No (n=447, err=1.1%)
## | | | | [429] rain_today in Yes
## | | | | | [430] pressure_3pm <= 1015.4
## | | | | | | [431] wind_gust_speed <= 37
## | | | | | | | [432] humidity_3pm <= 64
## | | | | | | | | [433] sunshine <= 7.1: No (n=287, err=36.9%)
## | | | | | | | | [434] sunshine > 7.1
## | | | | | | | | | [435] cloud_9am <= 4: No (n=220, err=12.7%)
## | | | | | | | | | [436] cloud_9am > 4
## | | | | | | | | | | [437] min_temp <= 15.1: No (n=417, err=18.7%)
## | | | | | | | | | | [438] min_temp > 15.1: No (n=516, err=27.9%)
## | | | | | | | [439] humidity_3pm > 64
## | | | | | | | | [440] pressure_3pm <= 1006.9
## | | | | | | | | | [441] humidity_9am <= 75: No (n=48, err=31.2%)
## | | | | | | | | | [442] humidity_9am > 75: Yes (n=142, err=34.5%)
## | | | | | | | | [443] pressure_3pm > 1006.9: No (n=683, err=36.5%)
## | | | | | | [444] wind_gust_speed > 37
## | | | | | | | [445] humidity_9am <= 82
## | | | | | | | | [446] cloud_3pm <= 4
## | | | | | | | | | [447] wind_dir_3pm <= W: No (n=181, err=14.4%)
## | | | | | | | | | [448] wind_dir_3pm > W: No (n=40, err=47.5%)
## | | | | | | | | [449] cloud_3pm > 4
## | | | | | | | | | [450] pressure_3pm <= 1010.7
## | | | | | | | | | | [451] max_temp <= 21.9
## | | | | | | | | | | | [452] wind_gust_speed <= 39: Yes (n=83, err=22.9%)
## | | | | | | | | | | | [453] wind_gust_speed > 39: No (n=113, err=48.7%)
## | | | | | | | | | | [454] max_temp > 21.9
## | | | | | | | | | | | [455] sunshine <= 8.4
## | | | | | | | | | | | | [456] wind_gust_dir <= E: Yes (n=45, err=28.9%)
## | | | | | | | | | | | | [457] wind_gust_dir > E: No (n=82, err=42.7%)
## | | | | | | | | | | | [458] sunshine > 8.4: No (n=199, err=29.6%)
## | | | | | | | | | [459] pressure_3pm > 1010.7: No (n=796, err=32.9%)
## | | | | | | | [460] humidity_9am > 82
## | | | | | | | | [461] pressure_3pm <= 1007.5: Yes (n=279, err=34.1%)
## | | | | | | | | [462] pressure_3pm > 1007.5
## | | | | | | | | | [463] cloud_9am <= 6
## | | | | | | | | | | [464] rainfall <= 24.5
## | | | | | | | | | | | [465] min_temp <= 6.5
## | | | | | | | | | | | | [466] wind_gust_speed <= 46
## | | | | | | | | | | | | | [467] pressure_3pm <= 1013.2: No (n=16, err=43.8%)
## | | | | | | | | | | | | | [468] pressure_3pm > 1013.2: No (n=67, err=7.5%)
## | | | | | | | | | | | | [469] wind_gust_speed > 46: Yes (n=8, err=37.5%)
## | | | | | | | | | | | [470] min_temp > 6.5: No (n=347, err=41.2%)
## | | | | | | | | | | [471] rainfall > 24.5: Yes (n=49, err=32.7%)
## | | | | | | | | | [472] cloud_9am > 6: Yes (n=568, err=47.4%)
## | | | | | [473] pressure_3pm > 1015.4
## | | | | | | [474] wind_gust_speed <= 33
## | | | | | | | [475] humidity_3pm <= 65
## | | | | | | | | [476] min_temp <= 15.4
## | | | | | | | | | [477] wind_gust_speed <= 26: No (n=493, err=6.7%)
## | | | | | | | | | [478] wind_gust_speed > 26: No (n=748, err=12.0%)
## | | | | | | | | [479] min_temp > 15.4
## | | | | | | | | | [480] sunshine <= 4.7: No (n=34, err=47.1%)
## | | | | | | | | | [481] sunshine > 4.7: No (n=166, err=16.3%)
## | | | | | | | [482] humidity_3pm > 65
## | | | | | | | | [483] rainfall <= 10.8: No (n=527, err=20.1%)
## | | | | | | | | [484] rainfall > 10.8: No (n=82, err=37.8%)
## | | | | | | [485] wind_gust_speed > 33
## | | | | | | | [486] humidity_9am <= 77
## | | | | | | | | [487] humidity_3pm <= 65
## | | | | | | | | | [488] rainfall <= 9.4: No (n=874, err=15.9%)
## | | | | | | | | | [489] rainfall > 9.4: No (n=201, err=32.3%)
## | | | | | | | | [490] humidity_3pm > 65: No (n=209, err=34.0%)
## | | | | | | | [491] humidity_9am > 77
## | | | | | | | | [492] rainfall <= 2.4: No (n=446, err=22.9%)
## | | | | | | | | [493] rainfall > 2.4
## | | | | | | | | | [494] min_temp <= 6.4: No (n=188, err=23.9%)
## | | | | | | | | | [495] min_temp > 6.4: No (n=848, err=43.0%)
## | | | [496] wind_gust_speed > 48
## | | | | [497] pressure_3pm <= 1011.1
## | | | | | [498] rain_today in No
## | | | | | | [499] sunshine <= 8
## | | | | | | | [500] humidity_3pm <= 58
## | | | | | | | | [501] temp_9am <= 12.4: No (n=72, err=36.1%)
## | | | | | | | | [502] temp_9am > 12.4: Yes (n=181, err=38.7%)
## | | | | | | | [503] humidity_3pm > 58
## | | | | | | | | [504] wind_gust_speed <= 69
## | | | | | | | | | [505] sunshine <= 2.8: Yes (n=86, err=18.6%)
## | | | | | | | | | [506] sunshine > 2.8: Yes (n=176, err=42.0%)
## | | | | | | | | [507] wind_gust_speed > 69: Yes (n=99, err=15.2%)
## | | | | | | [508] sunshine > 8
## | | | | | | | [509] cloud_3pm <= 5
## | | | | | | | | [510] wind_gust_dir <= S
## | | | | | | | | | [511] humidity_3pm <= 52
## | | | | | | | | | | [512] max_temp <= 36: No (n=123, err=4.1%)
## | | | | | | | | | | [513] max_temp > 36: No (n=27, err=40.7%)
## | | | | | | | | | [514] humidity_3pm > 52: No (n=349, err=28.4%)
## | | | | | | | | [515] wind_gust_dir > S
## | | | | | | | | | [516] cloud_9am <= 4
## | | | | | | | | | | [517] max_temp <= 19.6: Yes (n=16, err=43.8%)
## | | | | | | | | | | [518] max_temp > 19.6: No (n=35, err=8.6%)
## | | | | | | | | | [519] cloud_9am > 4: Yes (n=382, err=49.7%)
## | | | | | | | [520] cloud_3pm > 5
## | | | | | | | | [521] humidity_9am <= 74: No (n=227, err=49.3%)
## | | | | | | | | [522] humidity_9am > 74: Yes (n=84, err=23.8%)
## | | | | | [523] rain_today in Yes
## | | | | | | [524] wind_gust_speed <= 65
## | | | | | | | [525] humidity_9am <= 78
## | | | | | | | | [526] wind_speed_9am <= 26: Yes (n=335, err=41.5%)
## | | | | | | | | [527] wind_speed_9am > 26: No (n=121, err=37.2%)
## | | | | | | | [528] humidity_9am > 78
## | | | | | | | | [529] wind_gust_speed <= 56: Yes (n=325, err=37.5%)
## | | | | | | | | [530] wind_gust_speed > 56: Yes (n=255, err=22.7%)
## | | | | | | [531] wind_gust_speed > 65: Yes (n=489, err=20.7%)
## | | | | [532] pressure_3pm > 1011.1
## | | | | | [533] rain_today in No
## | | | | | | [534] humidity_3pm <= 66
## | | | | | | | [535] sunshine <= 6.6
## | | | | | | | | [536] pressure_3pm <= 1014.8: No (n=197, err=49.7%)
## | | | | | | | | [537] pressure_3pm > 1014.8
## | | | | | | | | | [538] rainfall <= 0.2
## | | | | | | | | | | [539] humidity_3pm <= 53
## | | | | | | | | | | | [540] temp_3pm <= 15.4: No (n=18, err=33.3%)
## | | | | | | | | | | | [541] temp_3pm > 15.4
## | | | | | | | | | | | | [542] max_temp <= 22.7: No (n=79, err=0.0%)
## | | | | | | | | | | | | [543] max_temp > 22.7: No (n=7, err=14.3%)
## | | | | | | | | | | [544] humidity_3pm > 53: No (n=216, err=26.9%)
## | | | | | | | | | [545] rainfall > 0.2: No (n=57, err=43.9%)
## | | | | | | | [546] sunshine > 6.6
## | | | | | | | | [547] wind_gust_dir <= SSE
## | | | | | | | | | [548] cloud_3pm <= 5
## | | | | | | | | | | [549] sunshine <= 9.8
## | | | | | | | | | | | [550] rainfall <= 0
## | | | | | | | | | | | | [551] wind_speed_3pm <= 15: No (n=32, err=37.5%)
## | | | | | | | | | | | | [552] wind_speed_3pm > 15: No (n=571, err=9.5%)
## | | | | | | | | | | | [553] rainfall > 0: No (n=135, err=24.4%)
## | | | | | | | | | | [554] sunshine > 9.8: No (n=137, err=2.2%)
## | | | | | | | | | [555] cloud_3pm > 5: No (n=197, err=24.4%)
## | | | | | | | | [556] wind_gust_dir > SSE
## | | | | | | | | | [557] wind_gust_speed <= 56
## | | | | | | | | | | [558] pressure_3pm <= 1017.4: No (n=390, err=26.2%)
## | | | | | | | | | | [559] pressure_3pm > 1017.4: No (n=263, err=12.2%)
## | | | | | | | | | [560] wind_gust_speed > 56
## | | | | | | | | | | [561] wind_speed_9am <= 24: No (n=256, err=39.1%)
## | | | | | | | | | | [562] wind_speed_9am > 24: No (n=217, err=25.3%)
## | | | | | | [563] humidity_3pm > 66
## | | | | | | | [564] wind_dir_3pm <= S
## | | | | | | | | [565] rainfall <= 0.2: No (n=381, err=28.1%)
## | | | | | | | | [566] rainfall > 0.2: Yes (n=69, err=47.8%)
## | | | | | | | [567] wind_dir_3pm > S: No (n=214, err=49.5%)
## | | | | | [568] rain_today in Yes
## | | | | | | [569] humidity_9am <= 83
## | | | | | | | [570] wind_gust_speed <= 52
## | | | | | | | | [571] rainfall <= 10.6
## | | | | | | | | | [572] humidity_9am <= 65: No (n=89, err=11.2%)
## | | | | | | | | | [573] humidity_9am > 65
## | | | | | | | | | | [574] temp_9am <= 12.8
## | | | | | | | | | | | [575] humidity_3pm <= 62: No (n=71, err=11.3%)
## | | | | | | | | | | | [576] humidity_3pm > 62: No (n=39, err=38.5%)
## | | | | | | | | | | [577] temp_9am > 12.8: No (n=153, err=39.9%)
## | | | | | | | | [578] rainfall > 10.6: No (n=85, err=48.2%)
## | | | | | | | [579] wind_gust_speed > 52
## | | | | | | | | [580] cloud_9am <= 4
## | | | | | | | | | [581] sunshine <= 8.2: Yes (n=73, err=45.2%)
## | | | | | | | | | [582] sunshine > 8.2: No (n=124, err=20.2%)
## | | | | | | | | [583] cloud_9am > 4
## | | | | | | | | | [584] wind_gust_dir <= SW: No (n=548, err=41.4%)
## | | | | | | | | | [585] wind_gust_dir > SW: Yes (n=340, err=43.5%)
## | | | | | | [586] humidity_9am > 83
## | | | | | | | [587] sunshine <= 7.4: Yes (n=224, err=33.5%)
## | | | | | | | [588] sunshine > 7.4
## | | | | | | | | [589] temp_9am <= 6.5: No (n=46, err=19.6%)
## | | | | | | | | [590] temp_9am > 6.5
## | | | | | | | | | [591] humidity_3pm <= 67: No (n=280, err=49.3%)
## | | | | | | | | | [592] humidity_3pm > 67: Yes (n=95, err=31.6%)
## | [593] humidity_3pm > 71
## | | [594] humidity_3pm <= 82
## | | | [595] wind_gust_speed <= 41
## | | | | [596] rain_today in No
## | | | | | [597] pressure_3pm <= 1014.7
## | | | | | | [598] cloud_3pm <= 6
## | | | | | | | [599] sunshine <= 7.2: No (n=122, err=45.1%)
## | | | | | | | [600] sunshine > 7.2
## | | | | | | | | [601] temp_3pm <= 18.3: No (n=135, err=46.7%)
## | | | | | | | | [602] temp_3pm > 18.3
## | | | | | | | | | [603] wind_speed_3pm <= 17: No (n=343, err=27.1%)
## | | | | | | | | | [604] wind_speed_3pm > 17: No (n=353, err=15.9%)
## | | | | | | [605] cloud_3pm > 6
## | | | | | | | [606] humidity_3pm <= 79
## | | | | | | | | [607] wind_dir_9am <= ESE: Yes (n=222, err=38.7%)
## | | | | | | | | [608] wind_dir_9am > ESE: No (n=264, err=42.4%)
## | | | | | | | [609] humidity_3pm > 79: Yes (n=137, err=26.3%)
## | | | | | [610] pressure_3pm > 1014.7
## | | | | | | [611] cloud_3pm <= 6
## | | | | | | | [612] pressure_3pm <= 1025.9
## | | | | | | | | [613] humidity_3pm <= 78
## | | | | | | | | | [614] rainfall <= 0.3: No (n=1135, err=16.2%)
## | | | | | | | | | [615] rainfall > 0.3: No (n=223, err=26.9%)
## | | | | | | | | [616] humidity_3pm > 78: No (n=419, err=28.4%)
## | | | | | | | [617] pressure_3pm > 1025.9
## | | | | | | | | [618] wind_speed_9am <= 19: No (n=304, err=6.6%)
## | | | | | | | | [619] wind_speed_9am > 19: No (n=11, err=45.5%)
## | | | | | | [620] cloud_3pm > 6
## | | | | | | | [621] pressure_3pm <= 1020.4
## | | | | | | | | [622] humidity_3pm <= 79: No (n=516, err=35.9%)
## | | | | | | | | [623] humidity_3pm > 79: Yes (n=120, err=45.0%)
## | | | | | | | [624] pressure_3pm > 1020.4
## | | | | | | | | [625] humidity_3pm <= 76
## | | | | | | | | | [626] max_temp <= 14.4: No (n=161, err=8.1%)
## | | | | | | | | | [627] max_temp > 14.4: No (n=196, err=21.4%)
## | | | | | | | | [628] humidity_3pm > 76: No (n=249, err=31.3%)
## | | | | [629] rain_today in Yes
## | | | | | [630] pressure_3pm <= 1013.8
## | | | | | | [631] cloud_9am <= 6
## | | | | | | | [632] temp_3pm <= 16.4: Yes (n=122, err=30.3%)
## | | | | | | | [633] temp_3pm > 16.4: No (n=380, err=47.4%)
## | | | | | | [634] cloud_9am > 6
## | | | | | | | [635] wind_gust_speed <= 28: Yes (n=121, err=47.9%)
## | | | | | | | [636] wind_gust_speed > 28: Yes (n=468, err=28.0%)
## | | | | | [637] pressure_3pm > 1013.8
## | | | | | | [638] min_temp <= 12.1
## | | | | | | | [639] wind_gust_speed <= 28: No (n=342, err=26.6%)
## | | | | | | | [640] wind_gust_speed > 28: No (n=659, err=42.0%)
## | | | | | | [641] min_temp > 12.1
## | | | | | | | [642] cloud_3pm <= 2: No (n=27, err=14.8%)
## | | | | | | | [643] cloud_3pm > 2
## | | | | | | | | [644] sunshine <= 3.9: Yes (n=173, err=31.8%)
## | | | | | | | | [645] sunshine > 3.9: Yes (n=604, err=49.2%)
## | | | [646] wind_gust_speed > 41
## | | | | [647] rain_today in No
## | | | | | [648] sunshine <= 7.9
## | | | | | | [649] pressure_3pm <= 1013.6
## | | | | | | | [650] wind_speed_3pm <= 26
## | | | | | | | | [651] wind_gust_speed <= 52: Yes (n=142, err=22.5%)
## | | | | | | | | [652] wind_gust_speed > 52: Yes (n=83, err=6.0%)
## | | | | | | | [653] wind_speed_3pm > 26: Yes (n=165, err=31.5%)
## | | | | | | [654] pressure_3pm > 1013.6
## | | | | | | | [655] humidity_3pm <= 75: No (n=148, err=43.9%)
## | | | | | | | [656] humidity_3pm > 75: Yes (n=178, err=40.4%)
## | | | | | [657] sunshine > 7.9
## | | | | | | [658] wind_dir_3pm <= WSW
## | | | | | | | [659] cloud_3pm <= 5
## | | | | | | | | [660] wind_gust_speed <= 56
## | | | | | | | | | [661] wind_gust_dir <= SSW: No (n=709, err=23.6%)
## | | | | | | | | | [662] wind_gust_dir > SSW
## | | | | | | | | | | [663] pressure_3pm <= 1013.1: Yes (n=27, err=29.6%)
## | | | | | | | | | | [664] pressure_3pm > 1013.1: No (n=51, err=33.3%)
## | | | | | | | | [665] wind_gust_speed > 56: No (n=254, err=44.1%)
## | | | | | | | [666] cloud_3pm > 5
## | | | | | | | | [667] pressure_3pm <= 1018.5: Yes (n=335, err=42.4%)
## | | | | | | | | [668] pressure_3pm > 1018.5: No (n=117, err=35.0%)
## | | | | | | [669] wind_dir_3pm > WSW
## | | | | | | | [670] pressure_3pm <= 1014.9: Yes (n=234, err=29.1%)
## | | | | | | | [671] pressure_3pm > 1014.9
## | | | | | | | | [672] temp_9am <= 17.3: No (n=136, err=41.9%)
## | | | | | | | | [673] temp_9am > 17.3: Yes (n=17, err=11.8%)
## | | | | [674] rain_today in Yes
## | | | | | [675] wind_gust_speed <= 57
## | | | | | | [676] sunshine <= 2.8: Yes (n=297, err=21.9%)
## | | | | | | [677] sunshine > 2.8
## | | | | | | | [678] wind_speed_3pm <= 24
## | | | | | | | | [679] pressure_3pm <= 1010.5
## | | | | | | | | | [680] temp_3pm <= 20.2: Yes (n=135, err=12.6%)
## | | | | | | | | | [681] temp_3pm > 20.2: Yes (n=101, err=33.7%)
## | | | | | | | | [682] pressure_3pm > 1010.5: Yes (n=609, err=37.1%)
## | | | | | | | [683] wind_speed_3pm > 24
## | | | | | | | | [684] sunshine <= 4.5: Yes (n=54, err=22.2%)
## | | | | | | | | [685] sunshine > 4.5: Yes (n=517, err=46.2%)
## | | | | | [686] wind_gust_speed > 57
## | | | | | | [687] pressure_3pm <= 1015.1: Yes (n=569, err=13.4%)
## | | | | | | [688] pressure_3pm > 1015.1: Yes (n=236, err=27.5%)
## | | [689] humidity_3pm > 82
## | | | [690] rain_today in No
## | | | | [691] pressure_3pm <= 1015.1
## | | | | | [692] temp_3pm <= 19
## | | | | | | [693] humidity_9am <= 98
## | | | | | | | [694] humidity_3pm <= 88: Yes (n=504, err=18.8%)
## | | | | | | | [695] humidity_3pm > 88
## | | | | | | | | [696] cloud_3pm <= 6: Yes (n=248, err=14.9%)
## | | | | | | | | [697] cloud_3pm > 6: Yes (n=446, err=4.7%)
## | | | | | | [698] humidity_9am > 98
## | | | | | | | [699] rainfall <= 0
## | | | | | | | | [700] wind_speed_3pm <= 7: Yes (n=14, err=7.1%)
## | | | | | | | | [701] wind_speed_3pm > 7: No (n=51, err=43.1%)
## | | | | | | | [702] rainfall > 0: Yes (n=77, err=16.9%)
## | | | | | [703] temp_3pm > 19
## | | | | | | [704] cloud_3pm <= 6
## | | | | | | | [705] sunshine <= 8.5
## | | | | | | | | [706] humidity_3pm <= 84: No (n=104, err=35.6%)
## | | | | | | | | [707] humidity_3pm > 84
## | | | | | | | | | [708] temp_3pm <= 28.2
## | | | | | | | | | | [709] humidity_9am <= 74: Yes (n=54, err=9.3%)
## | | | | | | | | | | [710] humidity_9am > 74: Yes (n=176, err=38.1%)
## | | | | | | | | | [711] temp_3pm > 28.2: No (n=21, err=9.5%)
## | | | | | | | [712] sunshine > 8.5: No (n=16, err=0.0%)
## | | | | | | [713] cloud_3pm > 6
## | | | | | | | [714] sunshine <= 5.2
## | | | | | | | | [715] humidity_3pm <= 86: Yes (n=69, err=29.0%)
## | | | | | | | | [716] humidity_3pm > 86: Yes (n=163, err=8.6%)
## | | | | | | | [717] sunshine > 5.2
## | | | | | | | | [718] humidity_9am <= 68: Yes (n=56, err=12.5%)
## | | | | | | | | [719] humidity_9am > 68: Yes (n=167, err=36.5%)
## | | | | [720] pressure_3pm > 1015.1
## | | | | | [721] temp_9am <= 6.8
## | | | | | | [722] wind_gust_speed <= 48
## | | | | | | | [723] temp_9am <= 3.7: No (n=167, err=16.8%)
## | | | | | | | [724] temp_9am > 3.7: No (n=170, err=40.0%)
## | | | | | | [725] wind_gust_speed > 48: No (n=201, err=42.8%)
## | | | | | [726] temp_9am > 6.8
## | | | | | | [727] humidity_3pm <= 88
## | | | | | | | [728] humidity_9am <= 69: Yes (n=137, err=26.3%)
## | | | | | | | [729] humidity_9am > 69
## | | | | | | | | [730] wind_gust_speed <= 50
## | | | | | | | | | [731] wind_speed_3pm <= 13
## | | | | | | | | | | [732] pressure_3pm <= 1019.6: Yes (n=180, err=37.2%)
## | | | | | | | | | | [733] pressure_3pm > 1019.6
## | | | | | | | | | | | [734] humidity_9am <= 82: Yes (n=43, err=27.9%)
## | | | | | | | | | | | [735] humidity_9am > 82: No (n=119, err=30.3%)
## | | | | | | | | | [736] wind_speed_3pm > 13
## | | | | | | | | | | [737] sunshine <= 6.7: Yes (n=114, err=47.4%)
## | | | | | | | | | | [738] sunshine > 6.7: No (n=238, err=34.0%)
## | | | | | | | | [739] wind_gust_speed > 50: Yes (n=92, err=33.7%)
## | | | | | | [740] humidity_3pm > 88
## | | | | | | | [741] cloud_3pm <= 7: Yes (n=701, err=31.7%)
## | | | | | | | [742] cloud_3pm > 7
## | | | | | | | | [743] humidity_9am <= 99
## | | | | | | | | | [744] humidity_3pm <= 93
## | | | | | | | | | | [745] humidity_9am <= 82: Yes (n=107, err=14.0%)
## | | | | | | | | | | [746] humidity_9am > 82
## | | | | | | | | | | | [747] min_temp <= 9.4: Yes (n=52, err=11.5%)
## | | | | | | | | | | | [748] min_temp > 9.4
## | | | | | | | | | | | | [749] rainfall <= 0.2: No (n=44, err=36.4%)
## | | | | | | | | | | | | [750] rainfall > 0.2: Yes (n=22, err=18.2%)
## | | | | | | | | | [751] humidity_3pm > 93
## | | | | | | | | | | [752] pressure_3pm <= 1021.3: Yes (n=110, err=3.6%)
## | | | | | | | | | | [753] pressure_3pm > 1021.3: Yes (n=32, err=25.0%)
## | | | | | | | | [754] humidity_9am > 99: No (n=26, err=50.0%)
## | | | [755] rain_today in Yes
## | | | | [756] pressure_3pm <= 1012.2
## | | | | | [757] humidity_3pm <= 87
## | | | | | | [758] pressure_9am <= 1005.7: Yes (n=210, err=5.2%)
## | | | | | | [759] pressure_9am > 1005.7
## | | | | | | | [760] sunshine <= 4.9: Yes (n=231, err=10.0%)
## | | | | | | | [761] sunshine > 4.9: Yes (n=361, err=21.9%)
## | | | | | [762] humidity_3pm > 87
## | | | | | | [763] cloud_3pm <= 7: Yes (n=818, err=7.5%)
## | | | | | | [764] cloud_3pm > 7: Yes (n=889, err=3.0%)
## | | | | [765] pressure_3pm > 1012.2
## | | | | | [766] min_temp <= 5.6
## | | | | | | [767] humidity_3pm <= 95
## | | | | | | | [768] temp_9am <= 6.4: No (n=140, err=40.7%)
## | | | | | | | [769] temp_9am > 6.4
## | | | | | | | | [770] wind_gust_speed <= 43: Yes (n=90, err=42.2%)
## | | | | | | | | [771] wind_gust_speed > 43: Yes (n=62, err=9.7%)
## | | | | | | [772] humidity_3pm > 95: Yes (n=269, err=27.9%)
## | | | | | [773] min_temp > 5.6
## | | | | | | [774] humidity_3pm <= 90
## | | | | | | | [775] wind_gust_speed <= 37: Yes (n=573, err=30.4%)
## | | | | | | | [776] wind_gust_speed > 37
## | | | | | | | | [777] rainfall <= 5.8: Yes (n=437, err=21.1%)
## | | | | | | | | [778] rainfall > 5.8: Yes (n=479, err=10.4%)
## | | | | | | [779] humidity_3pm > 90
## | | | | | | | [780] min_temp <= 9.4: Yes (n=338, err=20.1%)
## | | | | | | | [781] min_temp > 9.4: Yes (n=1120, err=8.7%)
##
## Number of inner nodes: 390
## Number of terminal nodes: 391References
Hothorn, Torsten, and Achim Zeileis. 2024. Partykit: A Toolkit for Recursive Partytioning. http://partykit.r-forge.r-project.org/partykit/.
Your donation will support ongoing availability and give you access to the PDF version of this book. Desktop Survival Guides include Data Science, GNU/Linux, and MLHub. Books available on Amazon include Data Mining with Rattle and Essentials of Data Science. Popular open source software includes rattle, wajig, and mlhub. Hosted by Togaware, a pioneer of free and open source software since 1984. Copyright © 1995-2022 Graham.Williams@togaware.com Creative Commons Attribution-ShareAlike 4.0
