20.63 Conditional Decision Tree
We are using the newer version of the ctree() function as is provided
by (Hothorn and Zeileis 2024). One advantage of the newer version is that predict()
with type="prob" works just like other predict() method (returns a
matrix rather than a list).
##
## Model formula:
## rain_tomorrow ~ rain_today + temp_3pm + temp_9am + cloud_3pm +
## cloud_9am + pressure_3pm + pressure_9am + humidity_3pm +
## humidity_9am + wind_speed_3pm + wind_speed_9am + wind_dir_3pm +
## wind_dir_9am + wind_gust_speed + wind_gust_dir + sunshine +
## evaporation + rainfall + max_temp + min_temp
##
## Fitted party:
## [1] root
## | [2] humidity_3pm <= 71
## | | [3] humidity_3pm <= 51
## | | | [4] wind_gust_speed <= 54
## | | | | [5] sunshine <= 7.7
## | | | | | [6] pressure_3pm <= 1015
## | | | | | | [7] sunshine <= 1.5
## | | | | | | | [8] wind_dir_9am <= ENE: Yes (n=138, err=37.0%)
## | | | | | | | [9] wind_dir_9am > ENE: No (n=113, err=28.3%)
## | | | | | | [10] sunshine > 1.5
## | | | | | | | [11] humidity_3pm <= 26: No (n=349, err=11.2%)
## | | | | | | | [12] humidity_3pm > 26
## | | | | | | | | [13] pressure_3pm <= 1004.6: No (n=198, err=49.0%)
## | | | | | | | | [14] pressure_3pm > 1004.6
## | | | | | | | | | [15] wind_gust_speed <= 35: No (n=524, err=18.1%)
## | | | | | | | | | [16] wind_gust_speed > 35
## | | | | | | | | | | [17] wind_dir_9am <= ENE: No (n=408, err=40.9%)
## | | | | | | | | | | [18] wind_dir_9am > ENE
## | | | | | | | | | | | [19] wind_speed_9am <= 19: No (n=518, err=27.6%)
## | | | | | | | | | | | [20] wind_speed_9am > 19
## | | | | | | | | | | | | [21] min_temp <= 9.6: No (n=48, err=31.2%)
## | | | | | | | | | | | | [22] min_temp > 9.6: No (n=195, err=11.3%)
## | | | | | [23] pressure_3pm > 1015
## | | | | | | [24] pressure_3pm <= 1019.9
## | | | | | | | [25] sunshine <= 5.1
## | | | | | | | | [26] wind_dir_9am <= E
## | | | | | | | | | [27] wind_gust_speed <= 35: No (n=134, err=17.2%)
## | | | | | | | | | [28] wind_gust_speed > 35
## | | | | | | | | | | [29] humidity_3pm <= 41
## | | | | | | | | | | | [30] pressure_9am <= 1022.2: No (n=68, err=14.7%)
## | | | | | | | | | | | [31] pressure_9am > 1022.2: Yes (n=11, err=36.4%)
## | | | | | | | | | | [32] humidity_3pm > 41: Yes (n=58, err=43.1%)
## | | | | | | | | [33] wind_dir_9am > E
## | | | | | | | | | [34] sunshine <= 3.4: No (n=154, err=18.2%)
## | | | | | | | | | [35] sunshine > 3.4: No (n=177, err=6.2%)
## | | | | | | | [36] sunshine > 5.1: No (n=946, err=10.3%)
## | | | | | | [37] pressure_3pm > 1019.9
## | | | | | | | [38] rain_today in No
## | | | | | | | | [39] cloud_3pm <= 3: No (n=260, err=0.4%)
## | | | | | | | | [40] cloud_3pm > 3
## | | | | | | | | | [41] pressure_3pm <= 1025.2: No (n=767, err=7.7%)
## | | | | | | | | | [42] pressure_3pm > 1025.2: No (n=303, err=2.0%)
## | | | | | | | [43] rain_today in Yes
## | | | | | | | | [44] sunshine <= 4.2: No (n=44, err=36.4%)
## | | | | | | | | [45] sunshine > 4.2
## | | | | | | | | | [46] max_temp <= 23.2: No (n=149, err=6.0%)
## | | | | | | | | | [47] max_temp > 23.2: No (n=10, err=40.0%)
## | | | | [48] sunshine > 7.7
## | | | | | [49] pressure_3pm <= 1015.1
## | | | | | | [50] humidity_3pm <= 30
## | | | | | | | [51] humidity_3pm <= 21
## | | | | | | | | [52] wind_gust_speed <= 43
## | | | | | | | | | [53] cloud_3pm <= 6
## | | | | | | | | | | [54] humidity_9am <= 68: No (n=4542, err=1.0%)
## | | | | | | | | | | [55] humidity_9am > 68: No (n=194, err=5.2%)
## | | | | | | | | | [56] cloud_3pm > 6: No (n=225, err=4.9%)
## | | | | | | | | [57] wind_gust_speed > 43
## | | | | | | | | | [58] sunshine <= 10.7
## | | | | | | | | | | [59] rainfall <= 0
## | | | | | | | | | | | [60] wind_gust_dir <= SE
## | | | | | | | | | | | | [61] wind_gust_dir <= NE: No (n=297, err=4.7%)
## | | | | | | | | | | | | [62] wind_gust_dir > NE: No (n=525, err=1.0%)
## | | | | | | | | | | | [63] wind_gust_dir > SE: No (n=1140, err=5.8%)
## | | | | | | | | | | [64] rainfall > 0: No (n=95, err=13.7%)
## | | | | | | | | | [65] sunshine > 10.7
## | | | | | | | | | | [66] pressure_3pm <= 1006.2: No (n=141, err=5.0%)
## | | | | | | | | | | [67] pressure_3pm > 1006.2: No (n=673, err=0.3%)
## | | | | | | | [68] humidity_3pm > 21
## | | | | | | | | [69] wind_gust_speed <= 43
## | | | | | | | | | [70] sunshine <= 9.8
## | | | | | | | | | | [71] pressure_3pm <= 1011.4: No (n=1134, err=6.5%)
## | | | | | | | | | | [72] pressure_3pm > 1011.4
## | | | | | | | | | | | [73] wind_speed_3pm <= 11: No (n=724, err=1.9%)
## | | | | | | | | | | | [74] wind_speed_3pm > 11
## | | | | | | | | | | | | [75] wind_dir_9am <= NE: No (n=439, err=8.2%)
## | | | | | | | | | | | | [76] wind_dir_9am > NE
## | | | | | | | | | | | | | [77] min_temp <= 20.1: No (n=837, err=1.9%)
## | | | | | | | | | | | | | [78] min_temp > 20.1: No (n=39, err=12.8%)
## | | | | | | | | | [79] sunshine > 9.8
## | | | | | | | | | | [80] rainfall <= 5.6: No (n=1242, err=1.2%)
## | | | | | | | | | | [81] rainfall > 5.6: No (n=13, err=15.4%)
## | | | | | | | | [82] wind_gust_speed > 43
## | | | | | | | | | [83] wind_dir_9am <= ENE
## | | | | | | | | | | [84] sunshine <= 10.1: No (n=534, err=18.5%)
## | | | | | | | | | | [85] sunshine > 10.1: No (n=176, err=4.0%)
## | | | | | | | | | [86] wind_dir_9am > ENE
## | | | | | | | | | | [87] wind_speed_9am <= 6: No (n=106, err=12.3%)
## | | | | | | | | | | [88] wind_speed_9am > 6
## | | | | | | | | | | | [89] cloud_3pm <= 7: No (n=1223, err=2.7%)
## | | | | | | | | | | | [90] cloud_3pm > 7: No (n=35, err=22.9%)
## | | | | | | [91] humidity_3pm > 30
## | | | | | | | [92] pressure_3pm <= 1007.3
## | | | | | | | | [93] cloud_3pm <= 2: No (n=508, err=8.1%)
## | | | | | | | | [94] cloud_3pm > 2
## | | | | | | | | | [95] sunshine <= 10.7
## | | | | | | | | | | [96] wind_dir_9am <= ESE
## | | | | | | | | | | | [97] wind_gust_speed <= 44: No (n=440, err=23.4%)
## | | | | | | | | | | | [98] wind_gust_speed > 44: No (n=231, err=36.8%)
## | | | | | | | | | | [99] wind_dir_9am > ESE
## | | | | | | | | | | | [100] pressure_3pm <= 1000.3: No (n=69, err=36.2%)
## | | | | | | | | | | | [101] pressure_3pm > 1000.3: No (n=784, err=15.7%)
## | | | | | | | | | [102] sunshine > 10.7: No (n=220, err=8.6%)
## | | | | | | | [103] pressure_3pm > 1007.3
## | | | | | | | | [104] sunshine <= 10
## | | | | | | | | | [105] wind_gust_speed <= 37
## | | | | | | | | | | [106] pressure_3pm <= 1010.3
## | | | | | | | | | | | [107] temp_9am <= 19.8
## | | | | | | | | | | | | [108] wind_dir_9am <= SSE
## | | | | | | | | | | | | | [109] temp_3pm <= 23.2: No (n=81, err=37.0%)
## | | | | | | | | | | | | | [110] temp_3pm > 23.2: No (n=165, err=14.5%)
## | | | | | | | | | | | | [111] wind_dir_9am > SSE
## | | | | | | | | | | | | | [112] cloud_3pm <= 6: No (n=177, err=6.2%)
## | | | | | | | | | | | | | [113] cloud_3pm > 6: No (n=22, err=31.8%)
## | | | | | | | | | | | [114] temp_9am > 19.8
## | | | | | | | | | | | | [115] rainfall <= 12.4: No (n=424, err=5.7%)
## | | | | | | | | | | | | [116] rainfall > 12.4: No (n=9, err=33.3%)
## | | | | | | | | | | [117] pressure_3pm > 1010.3
## | | | | | | | | | | | [118] humidity_3pm <= 35: No (n=1125, err=3.0%)
## | | | | | | | | | | | [119] humidity_3pm > 35
## | | | | | | | | | | | | [120] wind_gust_speed <= 30: No (n=2085, err=5.3%)
## | | | | | | | | | | | | [121] wind_gust_speed > 30
## | | | | | | | | | | | | | [122] humidity_9am <= 66: No (n=961, err=5.1%)
## | | | | | | | | | | | | | [123] humidity_9am > 66: No (n=1118, err=10.1%)
## | | | | | | | | | [124] wind_gust_speed > 37
## | | | | | | | | | | [125] wind_dir_9am <= ENE
## | | | | | | | | | | | [126] wind_gust_speed <= 43
## | | | | | | | | | | | | [127] pressure_3pm <= 1010.9: No (n=226, err=24.3%)
## | | | | | | | | | | | | [128] pressure_3pm > 1010.9: No (n=1245, err=12.4%)
## | | | | | | | | | | | [129] wind_gust_speed > 43
## | | | | | | | | | | | | [130] wind_dir_3pm <= NE: No (n=203, err=39.4%)
## | | | | | | | | | | | | [131] wind_dir_3pm > NE
## | | | | | | | | | | | | | [132] humidity_3pm <= 44: No (n=316, err=16.8%)
## | | | | | | | | | | | | | [133] humidity_3pm > 44: No (n=138, err=32.6%)
## | | | | | | | | | | [134] wind_dir_9am > ENE
## | | | | | | | | | | | [135] wind_speed_9am <= 7
## | | | | | | | | | | | | [136] cloud_3pm <= 7
## | | | | | | | | | | | | | [137] min_temp <= 10: No (n=309, err=9.7%)
## | | | | | | | | | | | | | [138] min_temp > 10
## | | | | | | | | | | | | | | [139] wind_gust_speed <= 46: No (n=303, err=18.5%)
## | | | | | | | | | | | | | | [140] wind_gust_speed > 46: No (n=63, err=36.5%)
## | | | | | | | | | | | | [141] cloud_3pm > 7: No (n=34, err=50.0%)
## | | | | | | | | | | | [142] wind_speed_9am > 7
## | | | | | | | | | | | | [143] humidity_3pm <= 37
## | | | | | | | | | | | | | [144] wind_speed_3pm <= 7: No (n=46, err=17.4%)
## | | | | | | | | | | | | | [145] wind_speed_3pm > 7
## | | | | | | | | | | | | | | [146] min_temp <= 23.5: No (n=1176, err=3.9%)
## | | | | | | | | | | | | | | [147] min_temp > 23.5: No (n=21, err=28.6%)
## | | | | | | | | | | | | [148] humidity_3pm > 37
## | | | | | | | | | | | | | [149] wind_gust_speed <= 44: No (n=1361, err=6.8%)
## | | | | | | | | | | | | | [150] wind_gust_speed > 44
## | | | | | | | | | | | | | | [151] wind_dir_9am <= SSW: No (n=382, err=8.1%)
## | | | | | | | | | | | | | | [152] wind_dir_9am > SSW
## | | | | | | | | | | | | | | | [153] min_temp <= 21.4: No (n=578, err=14.4%)
## | | | | | | | | | | | | | | | [154] min_temp > 21.4: No (n=10, err=50.0%)
## | | | | | | | | [155] sunshine > 10
## | | | | | | | | | [156] sunshine <= 11.8
## | | | | | | | | | | [157] wind_gust_speed <= 37: No (n=1265, err=2.6%)
## | | | | | | | | | | [158] wind_gust_speed > 37
## | | | | | | | | | | | [159] wind_dir_9am <= ENE: No (n=257, err=11.3%)
## | | | | | | | | | | | [160] wind_dir_9am > ENE
## | | | | | | | | | | | | [161] humidity_3pm <= 43: No (n=526, err=1.5%)
## | | | | | | | | | | | | [162] humidity_3pm > 43: No (n=304, err=6.6%)
## | | | | | | | | | [163] sunshine > 11.8
## | | | | | | | | | | [164] wind_gust_dir <= E: No (n=314, err=2.5%)
## | | | | | | | | | | [165] wind_gust_dir > E: No (n=922, err=0.2%)
## | | | | | [166] pressure_3pm > 1015.1
## | | | | | | [167] humidity_3pm <= 44
## | | | | | | | [168] humidity_3pm <= 33
## | | | | | | | | [169] pressure_3pm <= 1018.2
## | | | | | | | | | [170] wind_dir_9am <= ENE
## | | | | | | | | | | [171] humidity_3pm <= 24
## | | | | | | | | | | | [172] wind_speed_3pm <= 26: No (n=868, err=1.2%)
## | | | | | | | | | | | [173] wind_speed_3pm > 26: No (n=58, err=8.6%)
## | | | | | | | | | | [174] humidity_3pm > 24: No (n=708, err=5.8%)
## | | | | | | | | | [175] wind_dir_9am > ENE
## | | | | | | | | | | [176] rainfall <= 3.6: No (n=2793, err=0.8%)
## | | | | | | | | | | [177] rainfall > 3.6
## | | | | | | | | | | | [178] min_temp <= 11.9: No (n=22, err=0.0%)
## | | | | | | | | | | | [179] min_temp > 11.9: No (n=7, err=28.6%)
## | | | | | | | | [180] pressure_3pm > 1018.2
## | | | | | | | | | [181] rain_today in No: No (n=5813, err=0.5%)
## | | | | | | | | | [182] rain_today in Yes: No (n=83, err=3.6%)
## | | | | | | | [183] humidity_3pm > 33
## | | | | | | | | [184] pressure_3pm <= 1020.1
## | | | | | | | | | [185] sunshine <= 9.5
## | | | | | | | | | | [186] wind_dir_9am <= ENE
## | | | | | | | | | | | [187] wind_speed_9am <= 13: No (n=755, err=6.8%)
## | | | | | | | | | | | [188] wind_speed_9am > 13: No (n=218, err=14.2%)
## | | | | | | | | | | [189] wind_dir_9am > ENE: No (n=2220, err=3.0%)
## | | | | | | | | | [190] sunshine > 9.5: No (n=1552, err=1.3%)
## | | | | | | | | [191] pressure_3pm > 1020.1
## | | | | | | | | | [192] wind_gust_speed <= 48: No (n=4459, err=1.1%)
## | | | | | | | | | [193] wind_gust_speed > 48: No (n=206, err=5.3%)
## | | | | | | [194] humidity_3pm > 44
## | | | | | | | [195] pressure_3pm <= 1017.5
## | | | | | | | | [196] pressure_9am <= 1021.4
## | | | | | | | | | [197] sunshine <= 10.7: No (n=1390, err=8.5%)
## | | | | | | | | | [198] sunshine > 10.7: No (n=260, err=1.2%)
## | | | | | | | | [199] pressure_9am > 1021.4: No (n=103, err=23.3%)
## | | | | | | | [200] pressure_3pm > 1017.5
## | | | | | | | | [201] wind_gust_speed <= 33
## | | | | | | | | | [202] cloud_3pm <= 7
## | | | | | | | | | | [203] pressure_3pm <= 1024.4: No (n=2223, err=3.0%)
## | | | | | | | | | | [204] pressure_3pm > 1024.4: No (n=1123, err=1.1%)
## | | | | | | | | | [205] cloud_3pm > 7: No (n=86, err=12.8%)
## | | | | | | | | [206] wind_gust_speed > 33
## | | | | | | | | | [207] rainfall <= 1
## | | | | | | | | | | [208] wind_gust_dir <= SE
## | | | | | | | | | | | [209] cloud_3pm <= 6: No (n=727, err=5.8%)
## | | | | | | | | | | | [210] cloud_3pm > 6: No (n=86, err=17.4%)
## | | | | | | | | | | [211] wind_gust_dir > SE: No (n=1371, err=3.1%)
## | | | | | | | | | [212] rainfall > 1: No (n=349, err=10.3%)
## | | | [213] wind_gust_speed > 54
## | | | | [214] sunshine <= 7.7
## | | | | | [215] pressure_3pm <= 1011
## | | | | | | [216] humidity_3pm <= 26: No (n=237, err=32.9%)
## | | | | | | [217] humidity_3pm > 26
## | | | | | | | [218] pressure_3pm <= 993: Yes (n=33, err=18.2%)
## | | | | | | | [219] pressure_3pm > 993
## | | | | | | | | [220] sunshine <= 4: Yes (n=194, err=37.6%)
## | | | | | | | | [221] sunshine > 4: No (n=538, err=45.0%)
## | | | | | [222] pressure_3pm > 1011
## | | | | | | [223] rainfall <= 5.8: No (n=453, err=24.7%)
## | | | | | | [224] rainfall > 5.8: Yes (n=44, err=45.5%)
## | | | | [225] sunshine > 7.7
## | | | | | [226] pressure_3pm <= 1009.5
## | | | | | | [227] humidity_9am <= 50
## | | | | | | | [228] sunshine <= 10.5
## | | | | | | | | [229] wind_dir_9am <= ENE
## | | | | | | | | | [230] humidity_3pm <= 20
## | | | | | | | | | | [231] humidity_3pm <= 13: No (n=235, err=9.8%)
## | | | | | | | | | | [232] humidity_3pm > 13: No (n=164, err=23.8%)
## | | | | | | | | | [233] humidity_3pm > 20: No (n=241, err=41.1%)
## | | | | | | | | [234] wind_dir_9am > ENE
## | | | | | | | | | [235] max_temp <= 27.7
## | | | | | | | | | | [236] pressure_3pm <= 998.2: No (n=31, err=35.5%)
## | | | | | | | | | | [237] pressure_3pm > 998.2: No (n=402, err=4.7%)
## | | | | | | | | | [238] max_temp > 27.7
## | | | | | | | | | | [239] humidity_9am <= 34
## | | | | | | | | | | | [240] wind_gust_speed <= 83: No (n=231, err=8.2%)
## | | | | | | | | | | | [241] wind_gust_speed > 83: No (n=18, err=38.9%)
## | | | | | | | | | | [242] humidity_9am > 34: No (n=198, err=26.8%)
## | | | | | | | [243] sunshine > 10.5: No (n=469, err=5.5%)
## | | | | | | [244] humidity_9am > 50
## | | | | | | | [245] humidity_3pm <= 23
## | | | | | | | | [246] wind_dir_3pm <= NNE: No (n=26, err=50.0%)
## | | | | | | | | [247] wind_dir_3pm > NNE: No (n=211, err=12.3%)
## | | | | | | | [248] humidity_3pm > 23
## | | | | | | | | [249] wind_gust_speed <= 70
## | | | | | | | | | [250] wind_dir_9am <= ENE
## | | | | | | | | | | [251] pressure_9am <= 1008.4: No (n=121, err=29.8%)
## | | | | | | | | | | [252] pressure_9am > 1008.4
## | | | | | | | | | | | [253] sunshine <= 10: Yes (n=210, err=47.1%)
## | | | | | | | | | | | [254] sunshine > 10: No (n=28, err=10.7%)
## | | | | | | | | | [255] wind_dir_9am > ENE
## | | | | | | | | | | [256] wind_speed_3pm <= 30
## | | | | | | | | | | | [257] humidity_9am <= 84: No (n=300, err=27.7%)
## | | | | | | | | | | | [258] humidity_9am > 84: Yes (n=34, err=35.3%)
## | | | | | | | | | | [259] wind_speed_3pm > 30
## | | | | | | | | | | | [260] humidity_3pm <= 41: No (n=153, err=11.1%)
## | | | | | | | | | | | [261] humidity_3pm > 41: No (n=117, err=26.5%)
## | | | | | | | | [262] wind_gust_speed > 70
## | | | | | | | | | [263] cloud_3pm <= 5: No (n=277, err=43.0%)
## | | | | | | | | | [264] cloud_3pm > 5: Yes (n=80, err=38.8%)
## | | | | | [265] pressure_3pm > 1009.5
## | | | | | | [266] sunshine <= 9.3
## | | | | | | | [267] pressure_3pm <= 1015.7
## | | | | | | | | [268] pressure_9am <= 1014.8
## | | | | | | | | | [269] wind_speed_3pm <= 15: No (n=63, err=27.0%)
## | | | | | | | | | [270] wind_speed_3pm > 15
## | | | | | | | | | | [271] humidity_3pm <= 36
## | | | | | | | | | | | [272] wind_dir_9am <= SE: No (n=120, err=10.8%)
## | | | | | | | | | | | [273] wind_dir_9am > SE
## | | | | | | | | | | | | [274] wind_gust_dir <= S: No (n=27, err=11.1%)
## | | | | | | | | | | | | [275] wind_gust_dir > S
## | | | | | | | | | | | | | [276] rainfall <= 5.2: No (n=215, err=0.0%)
## | | | | | | | | | | | | | [277] rainfall > 5.2: No (n=7, err=14.3%)
## | | | | | | | | | | [278] humidity_3pm > 36
## | | | | | | | | | | | [279] temp_3pm <= 28
## | | | | | | | | | | | | [280] rainfall <= 11.8: No (n=273, err=12.5%)
## | | | | | | | | | | | | [281] rainfall > 11.8: No (n=22, err=40.9%)
## | | | | | | | | | | | [282] temp_3pm > 28: Yes (n=20, err=35.0%)
## | | | | | | | | [283] pressure_9am > 1014.8
## | | | | | | | | | [284] wind_gust_speed <= 63
## | | | | | | | | | | [285] humidity_9am <= 63: No (n=526, err=13.7%)
## | | | | | | | | | | [286] humidity_9am > 63
## | | | | | | | | | | | [287] wind_dir_3pm <= ESE: No (n=60, err=48.3%)
## | | | | | | | | | | | [288] wind_dir_3pm > ESE: No (n=159, err=17.6%)
## | | | | | | | | | [289] wind_gust_speed > 63
## | | | | | | | | | | [290] temp_3pm <= 25.9: No (n=254, err=19.3%)
## | | | | | | | | | | [291] temp_3pm > 25.9
## | | | | | | | | | | | [292] humidity_3pm <= 19: No (n=65, err=26.2%)
## | | | | | | | | | | | [293] humidity_3pm > 19: Yes (n=92, err=45.7%)
## | | | | | | | [294] pressure_3pm > 1015.7
## | | | | | | | | [295] rainfall <= 4.2: No (n=648, err=5.4%)
## | | | | | | | | [296] rainfall > 4.2: No (n=51, err=25.5%)
## | | | | | | [297] sunshine > 9.3
## | | | | | | | [298] rain_today in No
## | | | | | | | | [299] cloud_3pm <= 1: No (n=531, err=1.1%)
## | | | | | | | | [300] cloud_3pm > 1: No (n=641, err=5.8%)
## | | | | | | | [301] rain_today in Yes
## | | | | | | | | [302] humidity_3pm <= 48: No (n=86, err=12.8%)
## | | | | | | | | [303] humidity_3pm > 48: No (n=14, err=50.0%)
## | | [304] humidity_3pm > 51
## | | | [305] wind_gust_speed <= 46
## | | | | [306] rain_today in No
## | | | | | [307] pressure_3pm <= 1018
## | | | | | | [308] sunshine <= 7.7
## | | | | | | | [309] pressure_3pm <= 1011.7
## | | | | | | | | [310] rainfall <= 0.4
## | | | | | | | | | [311] humidity_3pm <= 64: No (n=742, err=32.3%)
## | | | | | | | | | [312] humidity_3pm > 64: No (n=349, err=45.6%)
## | | | | | | | | [313] rainfall > 0.4: Yes (n=125, err=48.8%)
## | | | | | | | [314] pressure_3pm > 1011.7
## | | | | | | | | [315] humidity_3pm <= 66
## | | | | | | | | | [316] min_temp <= 11.7
## | | | | | | | | | | [317] wind_dir_9am <= ESE
## | | | | | | | | | | | [318] pressure_3pm <= 1013.8: Yes (n=69, err=43.5%)
## | | | | | | | | | | | [319] pressure_3pm > 1013.8: No (n=227, err=33.5%)
## | | | | | | | | | | [320] wind_dir_9am > ESE
## | | | | | | | | | | | [321] cloud_3pm <= 4: No (n=38, err=5.3%)
## | | | | | | | | | | | [322] cloud_3pm > 4: No (n=282, err=24.5%)
## | | | | | | | | | [323] min_temp > 11.7
## | | | | | | | | | | [324] cloud_3pm <= 7
## | | | | | | | | | | | [325] humidity_3pm <= 57: No (n=433, err=10.4%)
## | | | | | | | | | | | [326] humidity_3pm > 57: No (n=600, err=18.5%)
## | | | | | | | | | | [327] cloud_3pm > 7: No (n=116, err=34.5%)
## | | | | | | | | [328] humidity_3pm > 66: No (n=394, err=35.8%)
## | | | | | | [329] sunshine > 7.7
## | | | | | | | [330] cloud_3pm <= 5
## | | | | | | | | [331] rainfall <= 0
## | | | | | | | | | [332] humidity_3pm <= 61
## | | | | | | | | | | [333] wind_gust_dir <= SSW
## | | | | | | | | | | | [334] humidity_3pm <= 52: No (n=1707, err=4.3%)
## | | | | | | | | | | | [335] humidity_3pm > 52
## | | | | | | | | | | | | [336] pressure_3pm <= 1010.1
## | | | | | | | | | | | | | [337] humidity_9am <= 69: No (n=535, err=11.0%)
## | | | | | | | | | | | | | [338] humidity_9am > 69: No (n=233, err=18.9%)
## | | | | | | | | | | | | [339] pressure_3pm > 1010.1
## | | | | | | | | | | | | | [340] temp_9am <= 15.9
## | | | | | | | | | | | | | | [341] wind_gust_dir <= NE: No (n=221, err=20.8%)
## | | | | | | | | | | | | | | [342] wind_gust_dir > NE
## | | | | | | | | | | | | | | | [343] humidity_3pm <= 57: No (n=234, err=3.4%)
## | | | | | | | | | | | | | | | [344] humidity_3pm > 57: No (n=168, err=16.1%)
## | | | | | | | | | | | | | [345] temp_9am > 15.9
## | | | | | | | | | | | | | | [346] sunshine <= 9.5: No (n=1564, err=7.8%)
## | | | | | | | | | | | | | | [347] sunshine > 9.5: No (n=719, err=3.3%)
## | | | | | | | | | | [348] wind_gust_dir > SSW
## | | | | | | | | | | | [349] pressure_3pm <= 1014.3
## | | | | | | | | | | | | [350] max_temp <= 22.5
## | | | | | | | | | | | | | [351] pressure_3pm <= 1012.4
## | | | | | | | | | | | | | | [352] temp_3pm <= 19.6: No (n=106, err=28.3%)
## | | | | | | | | | | | | | | [353] temp_3pm > 19.6
## | | | | | | | | | | | | | | | [354] temp_9am <= 18: Yes (n=79, err=26.6%)
## | | | | | | | | | | | | | | | [355] temp_9am > 18: No (n=49, err=36.7%)
## | | | | | | | | | | | | | [356] pressure_3pm > 1012.4: No (n=150, err=19.3%)
## | | | | | | | | | | | | [357] max_temp > 22.5
## | | | | | | | | | | | | | [358] wind_gust_dir <= W: No (n=597, err=16.4%)
## | | | | | | | | | | | | | [359] wind_gust_dir > W
## | | | | | | | | | | | | | | [360] humidity_3pm <= 58: No (n=490, err=6.9%)
## | | | | | | | | | | | | | | [361] humidity_3pm > 58: No (n=91, err=18.7%)
## | | | | | | | | | | | [362] pressure_3pm > 1014.3
## | | | | | | | | | | | | [363] cloud_9am <= 3
## | | | | | | | | | | | | | [364] humidity_9am <= 84: No (n=634, err=6.3%)
## | | | | | | | | | | | | | [365] humidity_9am > 84: No (n=79, err=17.7%)
## | | | | | | | | | | | | [366] cloud_9am > 3
## | | | | | | | | | | | | | [367] temp_9am <= 24.4
## | | | | | | | | | | | | | | [368] temp_3pm <= 25.5: No (n=1999, err=10.6%)
## | | | | | | | | | | | | | | [369] temp_3pm > 25.5: No (n=73, err=32.9%)
## | | | | | | | | | | | | | [370] temp_9am > 24.4: No (n=77, err=26.0%)
## | | | | | | | | | [371] humidity_3pm > 61
## | | | | | | | | | | [372] humidity_9am <= 82
## | | | | | | | | | | | [373] wind_speed_3pm <= 20
## | | | | | | | | | | | | [374] wind_gust_speed <= 39: No (n=1623, err=14.5%)
## | | | | | | | | | | | | [375] wind_gust_speed > 39: No (n=197, err=31.0%)
## | | | | | | | | | | | [376] wind_speed_3pm > 20
## | | | | | | | | | | | | [377] pressure_3pm <= 1013.6
## | | | | | | | | | | | | | [378] wind_dir_3pm <= SW: No (n=528, err=11.0%)
## | | | | | | | | | | | | | [379] wind_dir_3pm > SW: No (n=84, err=29.8%)
## | | | | | | | | | | | | [380] pressure_3pm > 1013.6: No (n=523, err=5.9%)
## | | | | | | | | | | [381] humidity_9am > 82
## | | | | | | | | | | | [382] pressure_3pm <= 1014.4
## | | | | | | | | | | | | [383] temp_3pm <= 16.6: Yes (n=60, err=41.7%)
## | | | | | | | | | | | | [384] temp_3pm > 16.6: No (n=181, err=28.7%)
## | | | | | | | | | | | [385] pressure_3pm > 1014.4: No (n=552, err=17.4%)
## | | | | | | | | [386] rainfall > 0
## | | | | | | | | | [387] wind_gust_speed <= 37
## | | | | | | | | | | [388] humidity_3pm <= 67: No (n=1242, err=13.7%)
## | | | | | | | | | | [389] humidity_3pm > 67: No (n=213, err=27.2%)
## | | | | | | | | | [390] wind_gust_speed > 37
## | | | | | | | | | | [391] pressure_3pm <= 1010
## | | | | | | | | | | | [392] max_temp <= 21.5: Yes (n=61, err=19.7%)
## | | | | | | | | | | | [393] max_temp > 21.5: No (n=121, err=37.2%)
## | | | | | | | | | | [394] pressure_3pm > 1010: No (n=1001, err=23.2%)
## | | | | | | | [395] cloud_3pm > 5
## | | | | | | | | [396] pressure_3pm <= 1008.2
## | | | | | | | | | [397] temp_9am <= 26.7: No (n=200, err=49.5%)
## | | | | | | | | | [398] temp_9am > 26.7: No (n=273, err=27.5%)
## | | | | | | | | [399] pressure_3pm > 1008.2
## | | | | | | | | | [400] humidity_3pm <= 66
## | | | | | | | | | | [401] temp_3pm <= 15.9: No (n=300, err=27.7%)
## | | | | | | | | | | [402] temp_3pm > 15.9
## | | | | | | | | | | | [403] wind_dir_9am <= E: No (n=515, err=23.5%)
## | | | | | | | | | | | [404] wind_dir_9am > E: No (n=1029, err=14.1%)
## | | | | | | | | | [405] humidity_3pm > 66
## | | | | | | | | | | [406] wind_dir_9am <= NE: No (n=140, err=43.6%)
## | | | | | | | | | | [407] wind_dir_9am > NE: No (n=374, err=25.1%)
## | | | | | [408] pressure_3pm > 1018
## | | | | | | [409] sunshine <= 4.2
## | | | | | | | [410] pressure_3pm <= 1022.7
## | | | | | | | | [411] humidity_3pm <= 64: No (n=483, err=19.0%)
## | | | | | | | | [412] humidity_3pm > 64
## | | | | | | | | | [413] humidity_9am <= 74: No (n=80, err=47.5%)
## | | | | | | | | | [414] humidity_9am > 74: No (n=150, err=24.0%)
## | | | | | | | [415] pressure_3pm > 1022.7
## | | | | | | | | [416] wind_gust_speed <= 30
## | | | | | | | | | [417] temp_3pm <= 19.5: No (n=432, err=4.9%)
## | | | | | | | | | [418] temp_3pm > 19.5: No (n=19, err=42.1%)
## | | | | | | | | [419] wind_gust_speed > 30: No (n=391, err=17.1%)
## | | | | | | [420] sunshine > 4.2
## | | | | | | | [421] humidity_3pm <= 65
## | | | | | | | | [422] wind_gust_speed <= 26
## | | | | | | | | | [423] pressure_3pm <= 1022.9
## | | | | | | | | | | [424] sunshine <= 8.6
## | | | | | | | | | | | [425] min_temp <= 16.2: No (n=991, err=7.1%)
## | | | | | | | | | | | [426] min_temp > 16.2: No (n=53, err=24.5%)
## | | | | | | | | | | [427] sunshine > 8.6: No (n=205, err=1.5%)
## | | | | | | | | | [428] pressure_3pm > 1022.9: No (n=1832, err=2.7%)
## | | | | | | | | [429] wind_gust_speed > 26
## | | | | | | | | | [430] cloud_3pm <= 2: No (n=1110, err=3.6%)
## | | | | | | | | | [431] cloud_3pm > 2
## | | | | | | | | | | [432] sunshine <= 7.8
## | | | | | | | | | | | [433] temp_3pm <= 20.1: No (n=702, err=9.7%)
## | | | | | | | | | | | [434] temp_3pm > 20.1: No (n=202, err=19.3%)
## | | | | | | | | | | [435] sunshine > 7.8
## | | | | | | | | | | | [436] cloud_3pm <= 7
## | | | | | | | | | | | | [437] temp_3pm <= 26.9: No (n=4283, err=7.3%)
## | | | | | | | | | | | | [438] temp_3pm > 26.9
## | | | | | | | | | | | | | [439] cloud_9am <= 5: Yes (n=10, err=30.0%)
## | | | | | | | | | | | | | [440] cloud_9am > 5
## | | | | | | | | | | | | | | [441] wind_dir_3pm <= ESE: No (n=30, err=3.3%)
## | | | | | | | | | | | | | | [442] wind_dir_3pm > ESE: No (n=13, err=30.8%)
## | | | | | | | | | | | [443] cloud_3pm > 7: No (n=456, err=12.7%)
## | | | | | | | [444] humidity_3pm > 65
## | | | | | | | | [445] wind_gust_speed <= 30
## | | | | | | | | | [446] pressure_3pm <= 1024.3
## | | | | | | | | | | [447] cloud_3pm <= 7: No (n=500, err=11.0%)
## | | | | | | | | | | [448] cloud_3pm > 7: No (n=77, err=23.4%)
## | | | | | | | | | [449] pressure_3pm > 1024.3
## | | | | | | | | | | [450] max_temp <= 18.7: No (n=381, err=3.1%)
## | | | | | | | | | | [451] max_temp > 18.7: No (n=90, err=16.7%)
## | | | | | | | | [452] wind_gust_speed > 30: No (n=1202, err=16.9%)
## | | | | [453] rain_today in Yes
## | | | | | [454] pressure_3pm <= 1014.3
## | | | | | | [455] sunshine <= 6.8
## | | | | | | | [456] wind_gust_speed <= 30: No (n=195, err=35.9%)
## | | | | | | | [457] wind_gust_speed > 30
## | | | | | | | | [458] humidity_3pm <= 64: No (n=415, err=48.4%)
## | | | | | | | | [459] humidity_3pm > 64: Yes (n=369, err=39.0%)
## | | | | | | [460] sunshine > 6.8
## | | | | | | | [461] wind_gust_speed <= 37
## | | | | | | | | [462] humidity_9am <= 76: No (n=530, err=19.2%)
## | | | | | | | | [463] humidity_9am > 76
## | | | | | | | | | [464] pressure_3pm <= 1006.9: No (n=232, err=42.2%)
## | | | | | | | | | [465] pressure_3pm > 1006.9
## | | | | | | | | | | [466] humidity_3pm <= 60: No (n=238, err=19.3%)
## | | | | | | | | | | [467] humidity_3pm > 60: No (n=383, err=34.5%)
## | | | | | | | [468] wind_gust_speed > 37
## | | | | | | | | [469] humidity_9am <= 81
## | | | | | | | | | [470] wind_speed_3pm <= 19
## | | | | | | | | | | [471] cloud_3pm <= 3: No (n=33, err=18.2%)
## | | | | | | | | | | [472] cloud_3pm > 3: Yes (n=279, err=48.0%)
## | | | | | | | | | [473] wind_speed_3pm > 19: No (n=408, err=26.7%)
## | | | | | | | | [474] humidity_9am > 81
## | | | | | | | | | [475] pressure_3pm <= 1009.2: Yes (n=285, err=42.5%)
## | | | | | | | | | [476] pressure_3pm > 1009.2: No (n=295, err=42.7%)
## | | | | | [477] pressure_3pm > 1014.3
## | | | | | | [478] wind_gust_speed <= 31
## | | | | | | | [479] min_temp <= 12.8
## | | | | | | | | [480] humidity_3pm <= 65: No (n=1119, err=10.4%)
## | | | | | | | | [481] humidity_3pm > 65
## | | | | | | | | | [482] min_temp <= 5.3: No (n=101, err=5.0%)
## | | | | | | | | | [483] min_temp > 5.3: No (n=377, err=23.1%)
## | | | | | | | [484] min_temp > 12.8
## | | | | | | | | [485] humidity_3pm <= 64: No (n=471, err=17.2%)
## | | | | | | | | [486] humidity_3pm > 64: No (n=274, err=31.4%)
## | | | | | | [487] wind_gust_speed > 31
## | | | | | | | [488] humidity_9am <= 77
## | | | | | | | | [489] pressure_3pm <= 1017.6
## | | | | | | | | | [490] cloud_3pm <= 4: No (n=110, err=10.9%)
## | | | | | | | | | [491] cloud_3pm > 4
## | | | | | | | | | | [492] sunshine <= 6.8: No (n=106, err=42.5%)
## | | | | | | | | | | [493] sunshine > 6.8: No (n=625, err=28.6%)
## | | | | | | | | [494] pressure_3pm > 1017.6
## | | | | | | | | | [495] rainfall <= 12.4
## | | | | | | | | | | [496] humidity_3pm <= 64: No (n=746, err=12.6%)
## | | | | | | | | | | [497] humidity_3pm > 64: No (n=191, err=25.1%)
## | | | | | | | | | [498] rainfall > 12.4: No (n=118, err=35.6%)
## | | | | | | | [499] humidity_9am > 77
## | | | | | | | | [500] min_temp <= 7.4
## | | | | | | | | | [501] humidity_3pm <= 69
## | | | | | | | | | | [502] temp_9am <= 12.5: No (n=527, err=18.0%)
## | | | | | | | | | | [503] temp_9am > 12.5: Yes (n=10, err=40.0%)
## | | | | | | | | | [504] humidity_3pm > 69: No (n=71, err=47.9%)
## | | | | | | | | [505] min_temp > 7.4
## | | | | | | | | | [506] rainfall <= 5.4: No (n=1043, err=31.2%)
## | | | | | | | | | [507] rainfall > 5.4
## | | | | | | | | | | [508] cloud_3pm <= 3: No (n=85, err=23.5%)
## | | | | | | | | | | [509] cloud_3pm > 3
## | | | | | | | | | | | [510] humidity_9am <= 89: No (n=418, err=41.9%)
## | | | | | | | | | | | [511] humidity_9am > 89: Yes (n=376, err=44.9%)
## | | | [512] wind_gust_speed > 46
## | | | | [513] pressure_3pm <= 1011.2
## | | | | | [514] sunshine <= 6.8
## | | | | | | [515] wind_gust_speed <= 65
## | | | | | | | [516] rain_today in No
## | | | | | | | | [517] rainfall <= 0.2: Yes (n=345, err=43.8%)
## | | | | | | | | [518] rainfall > 0.2: Yes (n=83, err=25.3%)
## | | | | | | | [519] rain_today in Yes: Yes (n=462, err=29.2%)
## | | | | | | [520] wind_gust_speed > 65: Yes (n=362, err=21.3%)
## | | | | | [521] sunshine > 6.8
## | | | | | | [522] humidity_9am <= 70
## | | | | | | | [523] wind_gust_dir <= S
## | | | | | | | | [524] humidity_3pm <= 52
## | | | | | | | | | [525] min_temp <= 17
## | | | | | | | | | | [526] max_temp <= 35.3: No (n=161, err=1.2%)
## | | | | | | | | | | [527] max_temp > 35.3: No (n=11, err=45.5%)
## | | | | | | | | | [528] min_temp > 17: No (n=70, err=34.3%)
## | | | | | | | | [529] humidity_3pm > 52
## | | | | | | | | | [530] wind_speed_3pm <= 26: No (n=154, err=50.0%)
## | | | | | | | | | [531] wind_speed_3pm > 26
## | | | | | | | | | | [532] wind_gust_speed <= 48: No (n=34, err=0.0%)
## | | | | | | | | | | [533] wind_gust_speed > 48: No (n=297, err=26.9%)
## | | | | | | | [534] wind_gust_dir > S
## | | | | | | | | [535] rain_today in No
## | | | | | | | | | [536] cloud_3pm <= 2: No (n=38, err=18.4%)
## | | | | | | | | | [537] cloud_3pm > 2
## | | | | | | | | | | [538] humidity_3pm <= 57: No (n=214, err=34.6%)
## | | | | | | | | | | [539] humidity_3pm > 57: Yes (n=247, err=49.4%)
## | | | | | | | | [540] rain_today in Yes
## | | | | | | | | | [541] wind_gust_speed <= 59: No (n=103, err=45.6%)
## | | | | | | | | | [542] wind_gust_speed > 59: Yes (n=131, err=31.3%)
## | | | | | | [543] humidity_9am > 70
## | | | | | | | [544] wind_gust_speed <= 56
## | | | | | | | | [545] sunshine <= 10.6
## | | | | | | | | | [546] humidity_9am <= 76: No (n=230, err=43.9%)
## | | | | | | | | | [547] humidity_9am > 76: Yes (n=496, err=43.8%)
## | | | | | | | | [548] sunshine > 10.6: No (n=23, err=0.0%)
## | | | | | | | [549] wind_gust_speed > 56
## | | | | | | | | [550] wind_gust_dir <= SSW
## | | | | | | | | | [551] cloud_3pm <= 3
## | | | | | | | | | | [552] pressure_3pm <= 1002.1: Yes (n=7, err=28.6%)
## | | | | | | | | | | [553] pressure_3pm > 1002.1: No (n=38, err=23.7%)
## | | | | | | | | | [554] cloud_3pm > 3: Yes (n=199, err=42.7%)
## | | | | | | | | [555] wind_gust_dir > SSW
## | | | | | | | | | [556] humidity_9am <= 87: Yes (n=348, err=29.3%)
## | | | | | | | | | [557] humidity_9am > 87: Yes (n=186, err=12.4%)
## | | | | [558] pressure_3pm > 1011.2
## | | | | | [559] rain_today in No
## | | | | | | [560] sunshine <= 6.8
## | | | | | | | [561] humidity_3pm <= 65
## | | | | | | | | [562] pressure_3pm <= 1014.8: No (n=210, err=48.6%)
## | | | | | | | | [563] pressure_3pm > 1014.8
## | | | | | | | | | [564] humidity_3pm <= 53
## | | | | | | | | | | [565] rainfall <= 0
## | | | | | | | | | | | [566] humidity_9am <= 55: No (n=9, err=44.4%)
## | | | | | | | | | | | [567] humidity_9am > 55: No (n=117, err=5.1%)
## | | | | | | | | | | [568] rainfall > 0: No (n=20, err=35.0%)
## | | | | | | | | | [569] humidity_3pm > 53: No (n=348, err=28.7%)
## | | | | | | | [570] humidity_3pm > 65: No (n=211, err=47.9%)
## | | | | | | [571] sunshine > 6.8
## | | | | | | | [572] humidity_3pm <= 65
## | | | | | | | | [573] wind_gust_speed <= 56
## | | | | | | | | | [574] wind_speed_3pm <= 17
## | | | | | | | | | | [575] pressure_3pm <= 1017.3: No (n=155, err=33.5%)
## | | | | | | | | | | [576] pressure_3pm > 1017.3: No (n=78, err=10.3%)
## | | | | | | | | | [577] wind_speed_3pm > 17
## | | | | | | | | | | [578] max_temp <= 20.7
## | | | | | | | | | | | [579] pressure_3pm <= 1017.2: No (n=318, err=31.1%)
## | | | | | | | | | | | [580] pressure_3pm > 1017.2: No (n=345, err=10.4%)
## | | | | | | | | | | [581] max_temp > 20.7
## | | | | | | | | | | | [582] rainfall <= 0: No (n=869, err=9.3%)
## | | | | | | | | | | | [583] rainfall > 0: No (n=170, err=18.2%)
## | | | | | | | | [584] wind_gust_speed > 56
## | | | | | | | | | [585] wind_gust_dir <= WNW
## | | | | | | | | | | [586] humidity_9am <= 77: No (n=605, err=20.8%)
## | | | | | | | | | | [587] humidity_9am > 77
## | | | | | | | | | | | [588] temp_3pm <= 16.3: No (n=76, err=25.0%)
## | | | | | | | | | | | [589] temp_3pm > 16.3: Yes (n=47, err=38.3%)
## | | | | | | | | | [590] wind_gust_dir > WNW: No (n=92, err=45.7%)
## | | | | | | | [591] humidity_3pm > 65
## | | | | | | | | [592] wind_dir_3pm <= SSE
## | | | | | | | | | [593] wind_speed_3pm <= 28: No (n=185, err=37.8%)
## | | | | | | | | | [594] wind_speed_3pm > 28
## | | | | | | | | | | [595] wind_dir_3pm <= NE: No (n=139, err=10.1%)
## | | | | | | | | | | [596] wind_dir_3pm > NE: No (n=141, err=27.7%)
## | | | | | | | | [597] wind_dir_3pm > SSE: No (n=346, err=39.9%)
## | | | | | [598] rain_today in Yes
## | | | | | | [599] humidity_9am <= 69
## | | | | | | | [600] humidity_3pm <= 66
## | | | | | | | | [601] wind_dir_3pm <= SSW
## | | | | | | | | | [602] wind_gust_speed <= 70: No (n=357, err=17.6%)
## | | | | | | | | | [603] wind_gust_speed > 70: Yes (n=22, err=45.5%)
## | | | | | | | | [604] wind_dir_3pm > SSW
## | | | | | | | | | [605] rainfall <= 3.2: No (n=81, err=19.8%)
## | | | | | | | | | [606] rainfall > 3.2
## | | | | | | | | | | [607] pressure_9am <= 1018.4: Yes (n=144, err=48.6%)
## | | | | | | | | | | [608] pressure_9am > 1018.4: No (n=27, err=18.5%)
## | | | | | | | [609] humidity_3pm > 66: Yes (n=118, err=44.9%)
## | | | | | | [610] humidity_9am > 69
## | | | | | | | [611] sunshine <= 9
## | | | | | | | | [612] wind_gust_speed <= 54
## | | | | | | | | | [613] wind_speed_9am <= 26: No (n=858, err=49.3%)
## | | | | | | | | | [614] wind_speed_9am > 26: No (n=168, err=29.2%)
## | | | | | | | | [615] wind_gust_speed > 54
## | | | | | | | | | [616] sunshine <= 7.1
## | | | | | | | | | | [617] humidity_9am <= 82: Yes (n=130, err=43.8%)
## | | | | | | | | | | [618] humidity_9am > 82: Yes (n=139, err=23.7%)
## | | | | | | | | | [619] sunshine > 7.1: Yes (n=684, err=47.8%)
## | | | | | | | [620] sunshine > 9: No (n=64, err=15.6%)
## | [621] humidity_3pm > 71
## | | [622] humidity_3pm <= 82
## | | | [623] wind_gust_speed <= 41
## | | | | [624] rain_today in No
## | | | | | [625] pressure_3pm <= 1013.9
## | | | | | | [626] cloud_3pm <= 5
## | | | | | | | [627] temp_3pm <= 18.3: Yes (n=160, err=49.4%)
## | | | | | | | [628] temp_3pm > 18.3
## | | | | | | | | [629] sunshine <= 8.5
## | | | | | | | | | [630] wind_dir_3pm <= E: No (n=369, err=19.8%)
## | | | | | | | | | [631] wind_dir_3pm > E: No (n=236, err=29.7%)
## | | | | | | | | [632] sunshine > 8.5: No (n=79, err=7.6%)
## | | | | | | [633] cloud_3pm > 5
## | | | | | | | [634] wind_speed_3pm <= 13
## | | | | | | | | [635] humidity_3pm <= 79
## | | | | | | | | | [636] wind_gust_speed <= 30: No (n=111, err=45.0%)
## | | | | | | | | | [637] wind_gust_speed > 30: Yes (n=94, err=28.7%)
## | | | | | | | | [638] humidity_3pm > 79: Yes (n=74, err=16.2%)
## | | | | | | | [639] wind_speed_3pm > 13
## | | | | | | | | [640] pressure_3pm <= 1009.3: Yes (n=193, err=46.1%)
## | | | | | | | | [641] pressure_3pm > 1009.3
## | | | | | | | | | [642] sunshine <= 4.6: Yes (n=82, err=46.3%)
## | | | | | | | | | [643] sunshine > 4.6: No (n=156, err=30.8%)
## | | | | | [644] pressure_3pm > 1013.9
## | | | | | | [645] cloud_3pm <= 6
## | | | | | | | [646] pressure_3pm <= 1022.3
## | | | | | | | | [647] humidity_3pm <= 77
## | | | | | | | | | [648] cloud_9am <= 5
## | | | | | | | | | | [649] max_temp <= 16.5: No (n=24, err=25.0%)
## | | | | | | | | | | [650] max_temp > 16.5: No (n=129, err=2.3%)
## | | | | | | | | | [651] cloud_9am > 5
## | | | | | | | | | | [652] rainfall <= 0.1: No (n=738, err=16.8%)
## | | | | | | | | | | [653] rainfall > 0.1: No (n=315, err=27.0%)
## | | | | | | | | [654] humidity_3pm > 77
## | | | | | | | | | [655] rainfall <= 0.3: No (n=470, err=27.2%)
## | | | | | | | | | [656] rainfall > 0.3: No (n=82, err=45.1%)
## | | | | | | | [657] pressure_3pm > 1022.3
## | | | | | | | | [658] wind_gust_speed <= 26: No (n=311, err=6.4%)
## | | | | | | | | [659] wind_gust_speed > 26: No (n=376, err=17.0%)
## | | | | | | [660] cloud_3pm > 6
## | | | | | | | [661] pressure_3pm <= 1019.3: No (n=644, err=40.8%)
## | | | | | | | [662] pressure_3pm > 1019.3
## | | | | | | | | [663] max_temp <= 14.7: No (n=325, err=15.4%)
## | | | | | | | | [664] max_temp > 14.7: No (n=420, err=29.8%)
## | | | | [665] rain_today in Yes
## | | | | | [666] pressure_3pm <= 1013.8
## | | | | | | [667] cloud_3pm <= 6
## | | | | | | | [668] humidity_3pm <= 76
## | | | | | | | | [669] sunshine <= 4.2: Yes (n=39, err=30.8%)
## | | | | | | | | [670] sunshine > 4.2: No (n=311, err=42.1%)
## | | | | | | | [671] humidity_3pm > 76: Yes (n=263, err=41.1%)
## | | | | | | [672] cloud_3pm > 6: Yes (n=654, err=31.3%)
## | | | | | [673] pressure_3pm > 1013.8
## | | | | | | [674] wind_gust_speed <= 28
## | | | | | | | [675] min_temp <= 13.9: No (n=445, err=25.4%)
## | | | | | | | [676] min_temp > 13.9
## | | | | | | | | [677] wind_speed_3pm <= 11: Yes (n=101, err=43.6%)
## | | | | | | | | [678] wind_speed_3pm > 11: No (n=59, err=33.9%)
## | | | | | | [679] wind_gust_speed > 28
## | | | | | | | [680] min_temp <= 10.8: No (n=582, err=40.2%)
## | | | | | | | [681] min_temp > 10.8
## | | | | | | | | [682] cloud_3pm <= 4
## | | | | | | | | | [683] wind_speed_9am <= 6: Yes (n=12, err=25.0%)
## | | | | | | | | | [684] wind_speed_9am > 6: No (n=45, err=17.8%)
## | | | | | | | | [685] cloud_3pm > 4
## | | | | | | | | | [686] wind_speed_3pm <= 17: Yes (n=466, err=38.0%)
## | | | | | | | | | [687] wind_speed_3pm > 17: No (n=269, err=45.4%)
## | | | [688] wind_gust_speed > 41
## | | | | [689] rain_today in No
## | | | | | [690] sunshine <= 7.9
## | | | | | | [691] pressure_3pm <= 1010.2
## | | | | | | | [692] wind_speed_3pm <= 22: Yes (n=123, err=9.8%)
## | | | | | | | [693] wind_speed_3pm > 22: Yes (n=131, err=29.0%)
## | | | | | | [694] pressure_3pm > 1010.2
## | | | | | | | [695] rainfall <= 0: Yes (n=331, err=45.3%)
## | | | | | | | [696] rainfall > 0: Yes (n=199, err=30.7%)
## | | | | | [697] sunshine > 7.9
## | | | | | | [698] wind_dir_3pm <= S
## | | | | | | | [699] cloud_3pm <= 5
## | | | | | | | | [700] wind_gust_dir <= SSW
## | | | | | | | | | [701] rainfall <= 0
## | | | | | | | | | | [702] wind_dir_3pm <= ESE: No (n=479, err=20.0%)
## | | | | | | | | | | [703] wind_dir_3pm > ESE: No (n=238, err=33.2%)
## | | | | | | | | | [704] rainfall > 0: No (n=200, err=37.0%)
## | | | | | | | | [705] wind_gust_dir > SSW: Yes (n=91, err=47.3%)
## | | | | | | | [706] cloud_3pm > 5
## | | | | | | | | [707] pressure_3pm <= 1013.3: Yes (n=162, err=33.3%)
## | | | | | | | | [708] pressure_3pm > 1013.3: No (n=213, err=37.6%)
## | | | | | | [709] wind_dir_3pm > S
## | | | | | | | [710] pressure_3pm <= 1014.1
## | | | | | | | | [711] temp_3pm <= 14.2: Yes (n=110, err=15.5%)
## | | | | | | | | [712] temp_3pm > 14.2: Yes (n=204, err=37.7%)
## | | | | | | | [713] pressure_3pm > 1014.1
## | | | | | | | | [714] wind_gust_speed <= 61: No (n=250, err=43.6%)
## | | | | | | | | [715] wind_gust_speed > 61: Yes (n=64, err=31.2%)
## | | | | [716] rain_today in Yes
## | | | | | [717] wind_gust_speed <= 57
## | | | | | | [718] sunshine <= 6.4
## | | | | | | | [719] pressure_3pm <= 1008.4: Yes (n=171, err=10.5%)
## | | | | | | | [720] pressure_3pm > 1008.4: Yes (n=476, err=30.5%)
## | | | | | | [721] sunshine > 6.4
## | | | | | | | [722] pressure_3pm <= 1012.9
## | | | | | | | | [723] max_temp <= 20.5: Yes (n=271, err=21.4%)
## | | | | | | | | [724] max_temp > 20.5
## | | | | | | | | | [725] cloud_3pm <= 6: Yes (n=163, err=48.5%)
## | | | | | | | | | [726] cloud_3pm > 6: Yes (n=106, err=22.6%)
## | | | | | | | [727] pressure_3pm > 1012.9: Yes (n=714, err=44.1%)
## | | | | | [728] wind_gust_speed > 57
## | | | | | | [729] pressure_3pm <= 1015: Yes (n=652, err=12.1%)
## | | | | | | [730] pressure_3pm > 1015: Yes (n=253, err=28.5%)
## | | [731] humidity_3pm > 82
## | | | [732] rain_today in No
## | | | | [733] cloud_3pm <= 6
## | | | | | [734] min_temp <= 2: No (n=426, err=30.0%)
## | | | | | [735] min_temp > 2
## | | | | | | [736] pressure_3pm <= 1021.6
## | | | | | | | [737] humidity_3pm <= 88
## | | | | | | | | [738] humidity_9am <= 81
## | | | | | | | | | [739] sunshine <= 8.5: Yes (n=317, err=30.9%)
## | | | | | | | | | [740] sunshine > 8.5: No (n=12, err=16.7%)
## | | | | | | | | [741] humidity_9am > 81
## | | | | | | | | | [742] rainfall <= 0.1: No (n=274, err=41.6%)
## | | | | | | | | | [743] rainfall > 0.1: Yes (n=181, err=41.4%)
## | | | | | | | [744] humidity_3pm > 88
## | | | | | | | | [745] rainfall <= 0
## | | | | | | | | | [746] cloud_3pm <= 4: No (n=27, err=18.5%)
## | | | | | | | | | [747] cloud_3pm > 4
## | | | | | | | | | | [748] humidity_9am <= 83: Yes (n=310, err=22.9%)
## | | | | | | | | | | [749] humidity_9am > 83: Yes (n=342, err=37.7%)
## | | | | | | | | [750] rainfall > 0: Yes (n=364, err=21.7%)
## | | | | | | [751] pressure_3pm > 1021.6
## | | | | | | | [752] wind_gust_speed <= 46
## | | | | | | | | [753] humidity_3pm <= 91: No (n=153, err=30.1%)
## | | | | | | | | [754] humidity_3pm > 91: Yes (n=74, err=47.3%)
## | | | | | | | [755] wind_gust_speed > 46
## | | | | | | | | [756] wind_dir_3pm <= E: No (n=9, err=33.3%)
## | | | | | | | | [757] wind_dir_3pm > E: Yes (n=23, err=4.3%)
## | | | | [758] cloud_3pm > 6
## | | | | | [759] pressure_3pm <= 1017.6
## | | | | | | [760] humidity_3pm <= 84
## | | | | | | | [761] humidity_9am <= 79: Yes (n=123, err=17.9%)
## | | | | | | | [762] humidity_9am > 79: Yes (n=166, err=43.4%)
## | | | | | | [763] humidity_3pm > 84
## | | | | | | | [764] humidity_9am <= 98
## | | | | | | | | [765] humidity_3pm <= 89: Yes (n=618, err=18.1%)
## | | | | | | | | [766] humidity_3pm > 89
## | | | | | | | | | [767] temp_3pm <= 15.8: Yes (n=415, err=5.1%)
## | | | | | | | | | [768] temp_3pm > 15.8: Yes (n=409, err=13.0%)
## | | | | | | | [769] humidity_9am > 98
## | | | | | | | | [770] rainfall <= 0.4: Yes (n=82, err=48.8%)
## | | | | | | | | [771] rainfall > 0.4: Yes (n=30, err=13.3%)
## | | | | | [772] pressure_3pm > 1017.6
## | | | | | | [773] humidity_9am <= 92
## | | | | | | | [774] humidity_3pm <= 88
## | | | | | | | | [775] cloud_3pm <= 7
## | | | | | | | | | [776] wind_speed_3pm <= 13: Yes (n=23, err=17.4%)
## | | | | | | | | | [777] wind_speed_3pm > 13: No (n=66, err=31.8%)
## | | | | | | | | [778] cloud_3pm > 7: Yes (n=156, err=34.0%)
## | | | | | | | [779] humidity_3pm > 88: Yes (n=220, err=17.3%)
## | | | | | | [780] humidity_9am > 92
## | | | | | | | [781] pressure_3pm <= 1024.9
## | | | | | | | | [782] humidity_3pm <= 93: No (n=116, err=44.0%)
## | | | | | | | | [783] humidity_3pm > 93: Yes (n=46, err=26.1%)
## | | | | | | | [784] pressure_3pm > 1024.9: No (n=93, err=22.6%)
## | | | [785] rain_today in Yes
## | | | | [786] pressure_3pm <= 1013.8
## | | | | | [787] humidity_3pm <= 88
## | | | | | | [788] pressure_3pm <= 1005.2: Yes (n=383, err=6.0%)
## | | | | | | [789] pressure_3pm > 1005.2
## | | | | | | | [790] wind_gust_speed <= 50
## | | | | | | | | [791] wind_speed_3pm <= 22: Yes (n=474, err=17.7%)
## | | | | | | | | [792] wind_speed_3pm > 22: Yes (n=97, err=33.0%)
## | | | | | | | [793] wind_gust_speed > 50: Yes (n=281, err=10.7%)
## | | | | | [794] humidity_3pm > 88
## | | | | | | [795] pressure_3pm <= 1007.4: Yes (n=912, err=3.3%)
## | | | | | | [796] pressure_3pm > 1007.4: Yes (n=1119, err=6.9%)
## | | | | [797] pressure_3pm > 1013.8
## | | | | | [798] min_temp <= 6.7
## | | | | | | [799] rainfall <= 8
## | | | | | | | [800] temp_9am <= 7.4
## | | | | | | | | [801] wind_speed_3pm <= 19: No (n=149, err=41.6%)
## | | | | | | | | [802] wind_speed_3pm > 19
## | | | | | | | | | [803] wind_dir_3pm <= WSW: Yes (n=62, err=45.2%)
## | | | | | | | | | [804] wind_dir_3pm > WSW: Yes (n=54, err=18.5%)
## | | | | | | | [805] temp_9am > 7.4: Yes (n=196, err=29.6%)
## | | | | | | [806] rainfall > 8: Yes (n=240, err=26.7%)
## | | | | | [807] min_temp > 6.7
## | | | | | | [808] humidity_3pm <= 88
## | | | | | | | [809] wind_gust_speed <= 37: Yes (n=419, err=33.2%)
## | | | | | | | [810] wind_gust_speed > 37
## | | | | | | | | [811] rainfall <= 12.4
## | | | | | | | | | [812] humidity_9am <= 96: Yes (n=386, err=19.4%)
## | | | | | | | | | [813] humidity_9am > 96: Yes (n=61, err=41.0%)
## | | | | | | | | [814] rainfall > 12.4: Yes (n=189, err=6.3%)
## | | | | | | [815] humidity_3pm > 88
## | | | | | | | [816] min_temp <= 9.8: Yes (n=391, err=19.9%)
## | | | | | | | [817] min_temp > 9.8
## | | | | | | | | [818] cloud_9am <= 7
## | | | | | | | | | [819] wind_gust_speed <= 39
## | | | | | | | | | | [820] humidity_3pm <= 95: Yes (n=241, err=20.7%)
## | | | | | | | | | | [821] humidity_3pm > 95: Yes (n=223, err=10.8%)
## | | | | | | | | | [822] wind_gust_speed > 39: Yes (n=353, err=7.4%)
## | | | | | | | | [823] cloud_9am > 7: Yes (n=513, err=6.0%)
##
## Number of inner nodes: 411
## Number of terminal nodes: 412References
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
