20.83 Conditional Regression Tree
We can also build a regression tree using (Hothorn et al. 2022).
model <- ctree(formula=form, data=ds[tr, vars])model##
## Model formula:
## risk_mm ~ 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] rainfall <= 23
## | | [3] humidity_3pm <= 82
## | | | [4] humidity_3pm <= 67
## | | | | [5] pressure_3pm <= 1008.9
## | | | | | [6] humidity_3pm <= 50
## | | | | | | [7] sunshine <= 7.9
## | | | | | | | [8] wind_dir_3pm <= NNE: 5.693 (n = 237, err = NA)
## | | | | | | | [9] wind_dir_3pm > NNE: 2.779 (n = 1167, err = NA)
## | | | | | | [10] sunshine > 7.9
## | | | | | | | [11] wind_gust_speed <= 65
## | | | | | | | | [12] humidity_3pm <= 27
## | | | | | | | | | [13] humidity_3pm <= 17
## | | | | | | | | | | [14] humidity_9am <= 75
## | | | | | | | | | | | [15] wind_gust_speed <= 46: 0.072 (n = 943, err = NA)
## | | | | | | | | | | | [16] wind_gust_speed > 46: 0.255 (n = 844, err = NA)
## | | | | | | | | | | [17] humidity_9am > 75: 2.537 (n = 19, err = 629.0)
## | | | | | | | | | [18] humidity_3pm > 17
## | | | | | | | | | | [19] wind_gust_speed <= 50: 0.374 (n = 961, err = NA)
## | | | | | | | | | | [20] wind_gust_speed > 50: 1.147 (n = 509, err = NA)
## | | | | | | | | [21] humidity_3pm > 27
## | | | | | | | | | [22] cloud_3pm <= 3
## | | | | | | | | | | [23] sunshine <= 10
## | | | | | | | | | | | [24] wind_gust_speed <= 52
## | | | | | | | | | | | | [25] rainfall <= 12.2: 0.730 (n = 361, err = NA)
## | | | | | | | | | | | | [26] rainfall > 12.2: 6.457 (n = 8, err = NA)
## | | | | | | | | | | | [27] wind_gust_speed > 52
## | | | | | | | | | | | | [28] wind_dir_3pm <= ENE: 6.409 (n = 23, err = 2168.3)
## | | | | | | | | | | | | [29] wind_dir_3pm > ENE: 1.304 (n = 95, err = NA)
## | | | | | | | | | | [30] sunshine > 10: 0.331 (n = 642, err = NA)
## | | | | | | | | | [31] cloud_3pm > 3
## | | | | | | | | | | [32] min_temp <= 22.7
## | | | | | | | | | | | [33] sunshine <= 10.3
## | | | | | | | | | | | | [34] temp_3pm <= 31.8: 1.427 (n = 1528, err = NA)
## | | | | | | | | | | | | [35] temp_3pm > 31.8: 2.928 (n = 222, err = NA)
## | | | | | | | | | | | [36] sunshine > 10.3: 0.514 (n = 307, err = NA)
## | | | | | | | | | | [37] min_temp > 22.7
## | | | | | | | | | | | [38] rain_today in No: 2.349 (n = 256, err = NA)
## | | | | | | | | | | | [39] rain_today in Yes: 8.356 (n = 37, err = NA)
## | | | | | | | [40] wind_gust_speed > 65
## | | | | | | | | [41] wind_dir_3pm <= E
## | | | | | | | | | [42] humidity_3pm <= 34: 3.479 (n = 120, err = NA)
## | | | | | | | | | [43] humidity_3pm > 34
## | | | | | | | | | | [44] min_temp <= 22: 6.345 (n = 59, err = NA)
## | | | | | | | | | | [45] min_temp > 22: 26.244 (n = 9, err = 3461.7)
## | | | | | | | | [46] wind_dir_3pm > E
## | | | | | | | | | [47] wind_speed_3pm <= 11: 6.891 (n = 33, err = 3132.7)
## | | | | | | | | | [48] wind_speed_3pm > 11
## | | | | | | | | | | [49] humidity_9am <= 55
## | | | | | | | | | | | [50] min_temp <= 26
## | | | | | | | | | | | | [51] wind_dir_3pm <= WNW: 0.453 (n = 379, err = NA)
## | | | | | | | | | | | | [52] wind_dir_3pm > WNW
## | | | | | | | | | | | | | [53] wind_gust_speed <= 89: 1.323 (n = 208, err = NA)
## | | | | | | | | | | | | | [54] wind_gust_speed > 89: 4.127 (n = 25, err = NA)
## | | | | | | | | | | | [55] min_temp > 26: 7.520 (n = 21, err = NA)
## | | | | | | | | | | [56] humidity_9am > 55
## | | | | | | | | | | | [57] wind_speed_3pm <= 26: 5.175 (n = 65, err = 4473.8)
## | | | | | | | | | | | [58] wind_speed_3pm > 26
## | | | | | | | | | | | | [59] pressure_3pm <= 994.8: 4.978 (n = 9, err = 354.6)
## | | | | | | | | | | | | [60] pressure_3pm > 994.8: 1.529 (n = 202, err = NA)
## | | | | | [61] humidity_3pm > 50
## | | | | | | [62] wind_gust_speed <= 44
## | | | | | | | [63] sunshine <= 9.2
## | | | | | | | | [64] wind_gust_speed <= 33: 2.472 (n = 837, err = NA)
## | | | | | | | | [65] wind_gust_speed > 33
## | | | | | | | | | [66] humidity_9am <= 66: 2.546 (n = 378, err = NA)
## | | | | | | | | | [67] humidity_9am > 66: 5.150 (n = 1083, err = NA)
## | | | | | | | [68] sunshine > 9.2
## | | | | | | | | [69] humidity_3pm <= 57: 0.462 (n = 339, err = NA)
## | | | | | | | | [70] humidity_3pm > 57: 1.933 (n = 463, err = NA)
## | | | | | | [71] wind_gust_speed > 44
## | | | | | | | [72] min_temp <= 23.3
## | | | | | | | | [73] humidity_9am <= 67
## | | | | | | | | | [74] wind_gust_speed <= 59
## | | | | | | | | | | [75] wind_speed_3pm <= 24: 3.387 (n = 204, err = NA)
## | | | | | | | | | | [76] wind_speed_3pm > 24: 1.549 (n = 160, err = NA)
## | | | | | | | | | [77] wind_gust_speed > 59: 4.845 (n = 278, err = NA)
## | | | | | | | | [78] humidity_9am > 67
## | | | | | | | | | [79] wind_gust_speed <= 59
## | | | | | | | | | | [80] wind_speed_3pm <= 11: 9.344 (n = 57, err = NA)
## | | | | | | | | | | [81] wind_speed_3pm > 11: 4.664 (n = 631, err = NA)
## | | | | | | | | | [82] wind_gust_speed > 59
## | | | | | | | | | | [83] temp_3pm <= 18
## | | | | | | | | | | | [84] pressure_3pm <= 995.9: 10.300 (n = 28, err = 3871.2)
## | | | | | | | | | | | [85] pressure_3pm > 995.9: 5.208 (n = 212, err = NA)
## | | | | | | | | | | [86] temp_3pm > 18
## | | | | | | | | | | | [87] cloud_3pm <= 3: 2.964 (n = 33, err = 823.2)
## | | | | | | | | | | | [88] cloud_3pm > 3: 10.510 (n = 178, err = NA)
## | | | | | | | [89] min_temp > 23.3
## | | | | | | | | [90] rain_today in No
## | | | | | | | | | [91] wind_speed_3pm <= 26: 9.310 (n = 116, err = NA)
## | | | | | | | | | [92] wind_speed_3pm > 26: 3.233 (n = 77, err = NA)
## | | | | | | | | [93] rain_today in Yes: 15.223 (n = 99, err = NA)
## | | | | [94] pressure_3pm > 1008.9
## | | | | | [95] humidity_3pm <= 50
## | | | | | | [96] sunshine <= 7.5
## | | | | | | | [97] pressure_3pm <= 1015
## | | | | | | | | [98] wind_dir_9am <= NE: 2.897 (n = 554, err = NA)
## | | | | | | | | [99] wind_dir_9am > NE
## | | | | | | | | | [100] humidity_9am <= 56: 0.692 (n = 392, err = NA)
## | | | | | | | | | [101] humidity_9am > 56
## | | | | | | | | | | [102] wind_dir_9am <= SSE
## | | | | | | | | | | | [103] wind_gust_speed <= 56: 2.551 (n = 193, err = NA)
## | | | | | | | | | | | [104] wind_gust_speed > 56: 16.160 (n = 11, err = NA)
## | | | | | | | | | | [105] wind_dir_9am > SSE
## | | | | | | | | | | | [106] rainfall <= 10.2: 1.332 (n = 458, err = NA)
## | | | | | | | | | | | [107] rainfall > 10.2: 5.032 (n = 19, err = 529.6)
## | | | | | | | [108] pressure_3pm > 1015
## | | | | | | | | [109] wind_gust_speed <= 57
## | | | | | | | | | [110] wind_gust_speed <= 31
## | | | | | | | | | | [111] sunshine <= 2.9: 0.724 (n = 150, err = NA)
## | | | | | | | | | | [112] sunshine > 2.9: 0.184 (n = 766, err = NA)
## | | | | | | | | | [113] wind_gust_speed > 31
## | | | | | | | | | | [114] wind_dir_9am <= ESE
## | | | | | | | | | | | [115] pressure_3pm <= 1019.7: 1.667 (n = 376, err = NA)
## | | | | | | | | | | | [116] pressure_3pm > 1019.7: 0.503 (n = 287, err = NA)
## | | | | | | | | | | [117] wind_dir_9am > ESE: 0.395 (n = 879, err = NA)
## | | | | | | | | [118] wind_gust_speed > 57: 2.466 (n = 123, err = NA)
## | | | | | | [119] sunshine > 7.5
## | | | | | | | [120] wind_gust_speed <= 57
## | | | | | | | | [121] humidity_3pm <= 31
## | | | | | | | | | [122] humidity_3pm <= 20
## | | | | | | | | | | [123] sunshine <= 10.1
## | | | | | | | | | | | [124] sunshine <= 9.5
## | | | | | | | | | | | | [125] wind_gust_speed <= 46: 0.044 (n = 3351, err = NA)
## | | | | | | | | | | | | [126] wind_gust_speed > 46
## | | | | | | | | | | | | | [127] humidity_3pm <= 16: 0.060 (n = 508, err = NA)
## | | | | | | | | | | | | | [128] humidity_3pm > 16: 0.270 (n = 269, err = NA)
## | | | | | | | | | | | [129] sunshine > 9.5: 0.256 (n = 212, err = 524.1)
## | | | | | | | | | | [130] sunshine > 10.1
## | | | | | | | | | | | [131] sunshine <= 10.8: 0.034 (n = 482, err = 29.3)
## | | | | | | | | | | | [132] sunshine > 10.8: 0.007 (n = 2177, err = NA)
## | | | | | | | | | [133] humidity_3pm > 20
## | | | | | | | | | | [134] wind_gust_speed <= 48
## | | | | | | | | | | | [135] pressure_3pm <= 1016.1
## | | | | | | | | | | | | [136] wind_dir_9am <= NE
## | | | | | | | | | | | | | [137] wind_gust_speed <= 37
## | | | | | | | | | | | | | | [138] temp_3pm <= 26.4: 0.482 (n = 259, err = NA)
## | | | | | | | | | | | | | | [139] temp_3pm > 26.4
## | | | | | | | | | | | | | | | [140] rain_today in No: 0.033 (n = 388, err = NA)
## | | | | | | | | | | | | | | | [141] rain_today in Yes: 0.311 (n = 9, err = 5.0)
## | | | | | | | | | | | | | [142] wind_gust_speed > 37: 0.686 (n = 689, err = NA)
## | | | | | | | | | | | | [143] wind_dir_9am > NE
## | | | | | | | | | | | | | [144] sunshine <= 9.4: 0.194 (n = 2222, err = NA)
## | | | | | | | | | | | | | [145] sunshine > 9.4: 0.035 (n = 1287, err = NA)
## | | | | | | | | | | | [146] pressure_3pm > 1016.1
## | | | | | | | | | | | | [147] pressure_3pm <= 1018.7: 0.111 (n = 1472, err = NA)
## | | | | | | | | | | | | [148] pressure_3pm > 1018.7: 0.032 (n = 2531, err = NA)
## | | | | | | | | | | [149] wind_gust_speed > 48
## | | | | | | | | | | | [150] pressure_3pm <= 1012.9: 0.834 (n = 454, err = NA)
## | | | | | | | | | | | [151] pressure_3pm > 1012.9: 0.237 (n = 826, err = NA)
## | | | | | | | | [152] humidity_3pm > 31
## | | | | | | | | | [153] pressure_3pm <= 1015.3
## | | | | | | | | | | [154] sunshine <= 9.3
## | | | | | | | | | | | [155] wind_gust_speed <= 46
## | | | | | | | | | | | | [156] pressure_3pm <= 1011.1
## | | | | | | | | | | | | | [157] pressure_9am <= 1015
## | | | | | | | | | | | | | | [158] wind_dir_3pm <= NNE: 2.269 (n = 76, err = NA)
## | | | | | | | | | | | | | | [159] wind_dir_3pm > NNE
## | | | | | | | | | | | | | | | [160] humidity_3pm <= 42: 0.384 (n = 391, err = NA)
## | | | | | | | | | | | | | | | [161] humidity_3pm > 42: 0.955 (n = 324, err = NA)
## | | | | | | | | | | | | | [162] pressure_9am > 1015: 2.630 (n = 125, err = NA)
## | | | | | | | | | | | | [163] pressure_3pm > 1011.1
## | | | | | | | | | | | | | [164] min_temp <= 19.8
## | | | | | | | | | | | | | | [165] wind_gust_speed <= 28: 0.210 (n = 1214, err = NA)
## | | | | | | | | | | | | | | [166] wind_gust_speed > 28
## | | | | | | | | | | | | | | | [167] humidity_3pm <= 42
## | | | | | | | | | | | | | | | | [168] temp_3pm <= 26.7
## | | | | | | | | | | | | | | | | | [169] evaporation <= 4: 1.280 (n = 112, err = 1235.0)
## | | | | | | | | | | | | | | | | | [170] evaporation > 4: 0.205 (n = 1699, err = NA)
## | | | | | | | | | | | | | | | | [171] temp_3pm > 26.7: 0.747 (n = 637, err = NA)
## | | | | | | | | | | | | | | | [172] humidity_3pm > 42: 0.705 (n = 1836, err = NA)
## | | | | | | | | | | | | | [173] min_temp > 19.8: 1.148 (n = 232, err = NA)
## | | | | | | | | | | | [174] wind_gust_speed > 46
## | | | | | | | | | | | | [175] max_temp <= 30.4
## | | | | | | | | | | | | | [176] wind_speed_3pm <= 19: 1.714 (n = 255, err = NA)
## | | | | | | | | | | | | | [177] wind_speed_3pm > 19
## | | | | | | | | | | | | | | [178] wind_dir_3pm <= NNE: 3.033 (n = 52, err = NA)
## | | | | | | | | | | | | | | [179] wind_dir_3pm > NNE: 0.505 (n = 734, err = NA)
## | | | | | | | | | | | | [180] max_temp > 30.4: 3.538 (n = 177, err = NA)
## | | | | | | | | | | [181] sunshine > 9.3
## | | | | | | | | | | | [182] sunshine <= 10.9: 0.288 (n = 1476, err = NA)
## | | | | | | | | | | | [183] sunshine > 10.9: 0.084 (n = 1538, err = NA)
## | | | | | | | | | [184] pressure_3pm > 1015.3
## | | | | | | | | | | [185] wind_gust_speed <= 52
## | | | | | | | | | | | [186] pressure_3pm <= 1019.6
## | | | | | | | | | | | | [187] pressure_9am <= 1024.2
## | | | | | | | | | | | | | [188] sunshine <= 10.1
## | | | | | | | | | | | | | | [189] wind_dir_3pm <= ENE: 0.679 (n = 965, err = NA)
## | | | | | | | | | | | | | | [190] wind_dir_3pm > ENE
## | | | | | | | | | | | | | | | [191] wind_dir_3pm <= WNW
## | | | | | | | | | | | | | | | | [192] humidity_9am <= 75: 0.141 (n = 2170, err = NA)
## | | | | | | | | | | | | | | | | [193] humidity_9am > 75: 0.308 (n = 762, err = NA)
## | | | | | | | | | | | | | | | [194] wind_dir_3pm > WNW: 0.478 (n = 491, err = NA)
## | | | | | | | | | | | | | [195] sunshine > 10.1: 0.071 (n = 1506, err = NA)
## | | | | | | | | | | | | [196] pressure_9am > 1024.2: 1.461 (n = 70, err = NA)
## | | | | | | | | | | | [197] pressure_3pm > 1019.6
## | | | | | | | | | | | | [198] humidity_3pm <= 47
## | | | | | | | | | | | | | [199] wind_gust_speed <= 43: 0.088 (n = 5535, err = NA)
## | | | | | | | | | | | | | [200] wind_gust_speed > 43
## | | | | | | | | | | | | | | [201] humidity_9am <= 82: 0.169 (n = 625, err = NA)
## | | | | | | | | | | | | | | [202] humidity_9am > 82: 1.090 (n = 61, err = NA)
## | | | | | | | | | | | | [203] humidity_3pm > 47
## | | | | | | | | | | | | | [204] rainfall <= 6.6: 0.215 (n = 1467, err = NA)
## | | | | | | | | | | | | | [205] rainfall > 6.6: 1.457 (n = 28, err = 381.7)
## | | | | | | | | | | [206] wind_gust_speed > 52: 0.577 (n = 477, err = NA)
## | | | | | | | [207] wind_gust_speed > 57
## | | | | | | | | [208] humidity_3pm <= 34
## | | | | | | | | | [209] max_temp <= 32.2
## | | | | | | | | | | [210] wind_speed_9am <= 13: 0.818 (n = 137, err = NA)
## | | | | | | | | | | [211] wind_speed_9am > 13: 0.226 (n = 687, err = NA)
## | | | | | | | | | [212] max_temp > 32.2
## | | | | | | | | | | [213] humidity_3pm <= 28
## | | | | | | | | | | | [214] wind_gust_dir <= SSW
## | | | | | | | | | | | | [215] wind_speed_9am <= 11: 1.279 (n = 33, err = 276.2)
## | | | | | | | | | | | | [216] wind_speed_9am > 11: 0.157 (n = 256, err = NA)
## | | | | | | | | | | | [217] wind_gust_dir > SSW
## | | | | | | | | | | | | [218] wind_gust_speed <= 80: 1.474 (n = 108, err = 1318.7)
## | | | | | | | | | | | | [219] wind_gust_speed > 80: 6.969 (n = 13, err = 763.6)
## | | | | | | | | | | [220] humidity_3pm > 28: 5.100 (n = 46, err = NA)
## | | | | | | | | [221] humidity_3pm > 34
## | | | | | | | | | [222] temp_3pm <= 31.7
## | | | | | | | | | | [223] temp_3pm <= 28
## | | | | | | | | | | | [224] pressure_3pm <= 1015.4: 1.671 (n = 522, err = NA)
## | | | | | | | | | | | [225] pressure_3pm > 1015.4
## | | | | | | | | | | | | [226] rainfall <= 8.4: 0.291 (n = 234, err = NA)
## | | | | | | | | | | | | [227] rainfall > 8.4: 1.671 (n = 17, err = 176.0)
## | | | | | | | | | | [228] temp_3pm > 28
## | | | | | | | | | | | [229] wind_gust_speed <= 74: 3.018 (n = 59, err = NA)
## | | | | | | | | | | | [230] wind_gust_speed > 74: 18.289 (n = 10, err = NA)
## | | | | | | | | | [231] temp_3pm > 31.7: 20.063 (n = 19, err = 16303.8)
## | | | | | [232] humidity_3pm > 50
## | | | | | | [233] wind_gust_speed <= 46
## | | | | | | | [234] pressure_3pm <= 1016
## | | | | | | | | [235] rainfall <= 3.8
## | | | | | | | | | [236] cloud_3pm <= 5
## | | | | | | | | | | [237] sunshine <= 10.1
## | | | | | | | | | | | [238] wind_gust_speed <= 35
## | | | | | | | | | | | | [239] rain_today in No: 0.770 (n = 3064, err = NA)
## | | | | | | | | | | | | [240] rain_today in Yes: 1.385 (n = 348, err = NA)
## | | | | | | | | | | | [241] wind_gust_speed > 35
## | | | | | | | | | | | | [242] cloud_9am <= 2
## | | | | | | | | | | | | | [243] wind_dir_3pm <= WSW: 0.562 (n = 852, err = NA)
## | | | | | | | | | | | | | [244] wind_dir_3pm > WSW: 2.564 (n = 59, err = 1957.9)
## | | | | | | | | | | | | [245] cloud_9am > 2
## | | | | | | | | | | | | | [246] wind_speed_3pm <= 20
## | | | | | | | | | | | | | | [247] min_temp <= 5.6: 0.793 (n = 354, err = NA)
## | | | | | | | | | | | | | | [248] min_temp > 5.6: 2.194 (n = 2447, err = NA)
## | | | | | | | | | | | | | [249] wind_speed_3pm > 20
## | | | | | | | | | | | | | | [250] rain_today in No: 0.909 (n = 1022, err = NA)
## | | | | | | | | | | | | | | [251] rain_today in Yes: 2.415 (n = 84, err = NA)
## | | | | | | | | | | [252] sunshine > 10.1
## | | | | | | | | | | | [253] evaporation <= 4.4: 0.656 (n = 205, err = NA)
## | | | | | | | | | | | [254] evaporation > 4.4
## | | | | | | | | | | | | [255] cloud_3pm <= 3: 0.136 (n = 896, err = NA)
## | | | | | | | | | | | | [256] cloud_3pm > 3
## | | | | | | | | | | | | | [257] wind_dir_9am <= WSW: 0.189 (n = 190, err = NA)
## | | | | | | | | | | | | | [258] wind_dir_9am > WSW: 1.955 (n = 37, err = NA)
## | | | | | | | | | [259] cloud_3pm > 5: 2.173 (n = 2373, err = NA)
## | | | | | | | | [260] rainfall > 3.8
## | | | | | | | | | [261] cloud_9am <= 7: 2.381 (n = 990, err = NA)
## | | | | | | | | | [262] cloud_9am > 7: 5.970 (n = 233, err = NA)
## | | | | | | | [263] pressure_3pm > 1016
## | | | | | | | | [264] rainfall <= 6.6
## | | | | | | | | | [265] cloud_3pm <= 5
## | | | | | | | | | | [266] wind_gust_speed <= 28
## | | | | | | | | | | | [267] pressure_3pm <= 1023.3
## | | | | | | | | | | | | [268] humidity_3pm <= 66
## | | | | | | | | | | | | | [269] sunshine <= 2.2: 2.122 (n = 25, err = NA)
## | | | | | | | | | | | | | [270] sunshine > 2.2
## | | | | | | | | | | | | | | [271] humidity_3pm <= 54: 0.213 (n = 610, err = NA)
## | | | | | | | | | | | | | | [272] humidity_3pm > 54: 0.484 (n = 1324, err = NA)
## | | | | | | | | | | | | [273] humidity_3pm > 66: 1.368 (n = 80, err = NA)
## | | | | | | | | | | | [274] pressure_3pm > 1023.3: 0.199 (n = 1727, err = NA)
## | | | | | | | | | | [275] wind_gust_speed > 28
## | | | | | | | | | | | [276] sunshine <= 10.3
## | | | | | | | | | | | | [277] rain_today in No: 0.585 (n = 5081, err = NA)
## | | | | | | | | | | | | [278] rain_today in Yes
## | | | | | | | | | | | | | [279] wind_gust_speed <= 43: 0.935 (n = 943, err = NA)
## | | | | | | | | | | | | | [280] wind_gust_speed > 43: 1.989 (n = 109, err = NA)
## | | | | | | | | | | | [281] sunshine > 10.3: 0.103 (n = 776, err = NA)
## | | | | | | | | | [282] cloud_3pm > 5
## | | | | | | | | | | [283] temp_3pm <= 16.6
## | | | | | | | | | | | [284] pressure_3pm <= 1019.1: 0.952 (n = 372, err = NA)
## | | | | | | | | | | | [285] pressure_3pm > 1019.1
## | | | | | | | | | | | | [286] wind_gust_speed <= 35
## | | | | | | | | | | | | | [287] pressure_3pm <= 1022.5: 0.553 (n = 314, err = 832.6)
## | | | | | | | | | | | | | [288] pressure_3pm > 1022.5: 0.229 (n = 825, err = NA)
## | | | | | | | | | | | | [289] wind_gust_speed > 35: 0.715 (n = 574, err = NA)
## | | | | | | | | | | [290] temp_3pm > 16.6
## | | | | | | | | | | | [291] humidity_3pm <= 66: 1.219 (n = 1930, err = NA)
## | | | | | | | | | | | [292] humidity_3pm > 66: 3.273 (n = 97, err = NA)
## | | | | | | | | [293] rainfall > 6.6
## | | | | | | | | | [294] wind_gust_speed <= 33: 1.049 (n = 309, err = NA)
## | | | | | | | | | [295] wind_gust_speed > 33: 1.938 (n = 460, err = NA)
## | | | | | | [296] wind_gust_speed > 46
## | | | | | | | [297] sunshine <= 8.7
## | | | | | | | | [298] pressure_3pm <= 1011.1
## | | | | | | | | | [299] wind_speed_9am <= 17: 6.896 (n = 254, err = NA)
## | | | | | | | | | [300] wind_speed_9am > 17
## | | | | | | | | | | [301] sunshine <= 6.8
## | | | | | | | | | | | [302] humidity_9am <= 71: 2.471 (n = 60, err = NA)
## | | | | | | | | | | | [303] humidity_9am > 71: 6.956 (n = 63, err = NA)
## | | | | | | | | | | [304] sunshine > 6.8
## | | | | | | | | | | | [305] wind_gust_dir <= SSW: 1.318 (n = 108, err = NA)
## | | | | | | | | | | | [306] wind_gust_dir > SSW: 3.164 (n = 144, err = NA)
## | | | | | | | | [307] pressure_3pm > 1011.1
## | | | | | | | | | [308] humidity_9am <= 68
## | | | | | | | | | | [309] sunshine <= 4.9: 3.105 (n = 272, err = NA)
## | | | | | | | | | | [310] sunshine > 4.9: 1.527 (n = 1601, err = NA)
## | | | | | | | | | [311] humidity_9am > 68
## | | | | | | | | | | [312] temp_3pm <= 18.1
## | | | | | | | | | | | [313] pressure_3pm <= 1015: 2.874 (n = 418, err = NA)
## | | | | | | | | | | | [314] pressure_3pm > 1015
## | | | | | | | | | | | | [315] sunshine <= 5.4: 2.786 (n = 210, err = NA)
## | | | | | | | | | | | | [316] sunshine > 5.4
## | | | | | | | | | | | | | [317] wind_gust_speed <= 81
## | | | | | | | | | | | | | | [318] rain_today in No: 0.963 (n = 375, err = NA)
## | | | | | | | | | | | | | | [319] rain_today in Yes: 1.711 (n = 387, err = NA)
## | | | | | | | | | | | | | [320] wind_gust_speed > 81: 6.822 (n = 9, err = 508.8)
## | | | | | | | | | | [321] temp_3pm > 18.1
## | | | | | | | | | | | [322] rain_today in No
## | | | | | | | | | | | | [323] wind_speed_3pm <= 9: 13.635 (n = 18, err = NA)
## | | | | | | | | | | | | [324] wind_speed_3pm > 9
## | | | | | | | | | | | | | [325] wind_speed_3pm <= 22: 3.926 (n = 189, err = NA)
## | | | | | | | | | | | | | [326] wind_speed_3pm > 22
## | | | | | | | | | | | | | | [327] max_temp <= 18.8: 13.700 (n = 10, err = 2580.1)
## | | | | | | | | | | | | | | [328] max_temp > 18.8: 1.553 (n = 431, err = NA)
## | | | | | | | | | | | [329] rain_today in Yes
## | | | | | | | | | | | | [330] min_temp <= 8
## | | | | | | | | | | | | | [331] wind_speed_3pm <= 22: 8.175 (n = 16, err = 2043.3)
## | | | | | | | | | | | | | [332] wind_speed_3pm > 22: 33.733 (n = 9, err = 11774.7)
## | | | | | | | | | | | | [333] min_temp > 8
## | | | | | | | | | | | | | [334] wind_speed_3pm <= 19: 10.324 (n = 46, err = NA)
## | | | | | | | | | | | | | [335] wind_speed_3pm > 19
## | | | | | | | | | | | | | | [336] pressure_9am <= 1025: 3.209 (n = 269, err = NA)
## | | | | | | | | | | | | | | [337] pressure_9am > 1025: 12.637 (n = 28, err = NA)
## | | | | | | | [338] sunshine > 8.7: 0.949 (n = 757, err = NA)
## | | | [339] humidity_3pm > 67
## | | | | [340] pressure_3pm <= 1008.9
## | | | | | [341] sunshine <= 4.3
## | | | | | | [342] temp_3pm <= 25
## | | | | | | | [343] cloud_3pm <= 7
## | | | | | | | | [344] rainfall <= 13.6: 5.871 (n = 322, err = NA)
## | | | | | | | | [345] rainfall > 13.6: 13.107 (n = 28, err = 3957.5)
## | | | | | | | [346] cloud_3pm > 7: 11.947 (n = 144, err = NA)
## | | | | | | [347] temp_3pm > 25
## | | | | | | | [348] humidity_3pm <= 76: 11.974 (n = 136, err = 55327.0)
## | | | | | | | [349] humidity_3pm > 76: 24.106 (n = 67, err = NA)
## | | | | | [350] sunshine > 4.3
## | | | | | | [351] wind_gust_speed <= 46
## | | | | | | | [352] cloud_3pm <= 6: 4.083 (n = 772, err = NA)
## | | | | | | | [353] cloud_3pm > 6: 6.847 (n = 366, err = NA)
## | | | | | | [354] wind_gust_speed > 46
## | | | | | | | [355] humidity_9am <= 70: 4.992 (n = 287, err = NA)
## | | | | | | | [356] humidity_9am > 70: 8.372 (n = 583, err = NA)
## | | | | [357] pressure_3pm > 1008.9
## | | | | | [358] wind_gust_speed <= 41
## | | | | | | [359] pressure_3pm <= 1019.3
## | | | | | | | [360] cloud_3pm <= 6
## | | | | | | | | [361] rain_today in No
## | | | | | | | | | [362] sunshine <= 1.6
## | | | | | | | | | | [363] temp_3pm <= 21.9: 3.505 (n = 47, err = NA)
## | | | | | | | | | | [364] temp_3pm > 21.9: 13.314 (n = 7, err = 1217.8)
## | | | | | | | | | [365] sunshine > 1.6
## | | | | | | | | | | [366] wind_speed_3pm <= 20: 1.871 (n = 1960, err = NA)
## | | | | | | | | | | [367] wind_speed_3pm > 20: 0.903 (n = 621, err = NA)
## | | | | | | | | [368] rain_today in Yes
## | | | | | | | | | [369] humidity_3pm <= 79
## | | | | | | | | | | [370] wind_gust_speed <= 31: 1.938 (n = 314, err = NA)
## | | | | | | | | | | [371] wind_gust_speed > 31: 3.415 (n = 472, err = NA)
## | | | | | | | | | [372] humidity_3pm > 79: 5.208 (n = 128, err = NA)
## | | | | | | | [373] cloud_3pm > 6
## | | | | | | | | [374] humidity_3pm <= 78: 3.476 (n = 1461, err = NA)
## | | | | | | | | [375] humidity_3pm > 78
## | | | | | | | | | [376] temp_9am <= 24.8
## | | | | | | | | | | [377] rainfall <= 20: 4.858 (n = 356, err = NA)
## | | | | | | | | | | [378] rainfall > 20: 15.375 (n = 8, err = 2380.0)
## | | | | | | | | | [379] temp_9am > 24.8: 21.800 (n = 20, err = 7281.4)
## | | | | | | [380] pressure_3pm > 1019.3
## | | | | | | | [381] rainfall <= 2.6
## | | | | | | | | [382] wind_gust_speed <= 28
## | | | | | | | | | [383] min_temp <= 10.5
## | | | | | | | | | | [384] pressure_3pm <= 1023.6: 0.761 (n = 322, err = NA)
## | | | | | | | | | | [385] pressure_3pm > 1023.6
## | | | | | | | | | | | [386] humidity_3pm <= 75: 0.260 (n = 462, err = NA)
## | | | | | | | | | | | [387] humidity_3pm > 75: 0.496 (n = 210, err = NA)
## | | | | | | | | | [388] min_temp > 10.5: 1.281 (n = 291, err = NA)
## | | | | | | | | [389] wind_gust_speed > 28
## | | | | | | | | | [390] cloud_3pm <= 4
## | | | | | | | | | | [391] rainfall <= 0: 0.235 (n = 111, err = NA)
## | | | | | | | | | | [392] rainfall > 0: 1.096 (n = 59, err = NA)
## | | | | | | | | | [393] cloud_3pm > 4: 1.544 (n = 1319, err = NA)
## | | | | | | | [394] rainfall > 2.6
## | | | | | | | | [395] humidity_3pm <= 80
## | | | | | | | | | [396] min_temp <= 16.9
## | | | | | | | | | | [397] humidity_3pm <= 74
## | | | | | | | | | | | [398] wind_gust_speed <= 35: 1.139 (n = 212, err = 1047.7)
## | | | | | | | | | | | [399] wind_gust_speed > 35: 2.477 (n = 108, err = NA)
## | | | | | | | | | | [400] humidity_3pm > 74: 2.916 (n = 192, err = NA)
## | | | | | | | | | [401] min_temp > 16.9: 4.890 (n = 40, err = 3165.8)
## | | | | | | | | [402] humidity_3pm > 80
## | | | | | | | | | [403] wind_speed_9am <= 7: 2.109 (n = 23, err = NA)
## | | | | | | | | | [404] wind_speed_9am > 7: 6.989 (n = 37, err = NA)
## | | | | | [405] wind_gust_speed > 41
## | | | | | | [406] sunshine <= 1.5
## | | | | | | | [407] rainfall <= 10.8: 6.611 (n = 312, err = NA)
## | | | | | | | [408] rainfall > 10.8: 15.072 (n = 47, err = 11862.7)
## | | | | | | [409] sunshine > 1.5
## | | | | | | | [410] wind_gust_speed <= 56
## | | | | | | | | [411] wind_speed_3pm <= 19
## | | | | | | | | | [412] temp_3pm <= 16.8
## | | | | | | | | | | [413] rainfall <= 16.6
## | | | | | | | | | | | [414] temp_3pm <= 10.5: 1.315 (n = 94, err = 483.2)
## | | | | | | | | | | | [415] temp_3pm > 10.5
## | | | | | | | | | | | | [416] pressure_3pm <= 1013.8
## | | | | | | | | | | | | | [417] pressure_9am <= 1012.2: 3.600 (n = 33, err = 548.3)
## | | | | | | | | | | | | | [418] pressure_9am > 1012.2: 7.966 (n = 29, err = 1142.6)
## | | | | | | | | | | | | [419] pressure_3pm > 1013.8: 3.026 (n = 242, err = NA)
## | | | | | | | | | | [420] rainfall > 16.6: 9.114 (n = 14, err = 514.9)
## | | | | | | | | | [421] temp_3pm > 16.8: 5.926 (n = 410, err = NA)
## | | | | | | | | [422] wind_speed_3pm > 19
## | | | | | | | | | [423] wind_gust_speed <= 46
## | | | | | | | | | | [424] rainfall <= 7.8: 2.247 (n = 828, err = NA)
## | | | | | | | | | | [425] rainfall > 7.8: 4.598 (n = 101, err = NA)
## | | | | | | | | | [426] wind_gust_speed > 46
## | | | | | | | | | | [427] wind_speed_3pm <= 33
## | | | | | | | | | | | [428] max_temp <= 14.6: 2.171 (n = 199, err = NA)
## | | | | | | | | | | | [429] max_temp > 14.6: 4.544 (n = 830, err = NA)
## | | | | | | | | | | [430] wind_speed_3pm > 33: 1.788 (n = 229, err = NA)
## | | | | | | | [431] wind_gust_speed > 56
## | | | | | | | | [432] wind_speed_9am <= 15
## | | | | | | | | | [433] wind_gust_speed <= 78: 7.160 (n = 212, err = NA)
## | | | | | | | | | [434] wind_gust_speed > 78: 30.756 (n = 9, err = 11171.0)
## | | | | | | | | [435] wind_speed_9am > 15: 4.681 (n = 922, err = NA)
## | | [436] humidity_3pm > 82
## | | | [437] min_temp <= 12.2
## | | | | [438] pressure_3pm <= 1009.4
## | | | | | [439] humidity_3pm <= 89
## | | | | | | [440] pressure_3pm <= 1003.7
## | | | | | | | [441] min_temp <= 7.8: 9.193 (n = 60, err = NA)
## | | | | | | | [442] min_temp > 7.8: 14.518 (n = 85, err = NA)
## | | | | | | [443] pressure_3pm > 1003.7: 7.726 (n = 215, err = NA)
## | | | | | [444] humidity_3pm > 89
## | | | | | | [445] temp_9am <= 11.9
## | | | | | | | [446] rainfall <= 5: 10.068 (n = 178, err = NA)
## | | | | | | | [447] rainfall > 5
## | | | | | | | | [448] sunshine <= 0: 30.471 (n = 17, err = 5564.2)
## | | | | | | | | [449] sunshine > 0: 14.072 (n = 90, err = NA)
## | | | | | | [450] temp_9am > 11.9: 17.744 (n = 188, err = NA)
## | | | | [451] pressure_3pm > 1009.4
## | | | | | [452] min_temp <= 7.4
## | | | | | | [453] pressure_3pm <= 1014.1
## | | | | | | | [454] wind_gust_dir <= ENE: 11.168 (n = 62, err = 5643.3)
## | | | | | | | [455] wind_gust_dir > ENE: 6.710 (n = 194, err = NA)
## | | | | | | [456] pressure_3pm > 1014.1
## | | | | | | | [457] rainfall <= 19
## | | | | | | | | [458] humidity_3pm <= 90
## | | | | | | | | | [459] temp_9am <= 11.4
## | | | | | | | | | | [460] rainfall <= 2
## | | | | | | | | | | | [461] max_temp <= 12.3: 1.215 (n = 223, err = NA)
## | | | | | | | | | | | [462] max_temp > 12.3
## | | | | | | | | | | | | [463] wind_gust_speed <= 37: 1.713 (n = 123, err = NA)
## | | | | | | | | | | | | [464] wind_gust_speed > 37: 3.746 (n = 68, err = 1538.7)
## | | | | | | | | | | [465] rainfall > 2: 3.928 (n = 136, err = 2830.9)
## | | | | | | | | | [466] temp_9am > 11.4: 5.462 (n = 71, err = 4934.0)
## | | | | | | | | [467] humidity_3pm > 90
## | | | | | | | | | [468] wind_gust_speed <= 56
## | | | | | | | | | | [469] temp_9am <= 0
## | | | | | | | | | | | [470] rainfall <= 8.6: 1.577 (n = 79, err = NA)
## | | | | | | | | | | | [471] rainfall > 8.6: 4.129 (n = 14, err = 256.4)
## | | | | | | | | | | [472] temp_9am > 0
## | | | | | | | | | | | [473] pressure_3pm <= 1024.8: 5.282 (n = 441, err = NA)
## | | | | | | | | | | | [474] pressure_3pm > 1024.8: 1.962 (n = 81, err = NA)
## | | | | | | | | | [475] wind_gust_speed > 56: 7.079 (n = 209, err = NA)
## | | | | | | | [476] rainfall > 19: 13.543 (n = 21, err = 3818.4)
## | | | | | [477] min_temp > 7.4
## | | | | | | [478] humidity_3pm <= 90
## | | | | | | | [479] wind_gust_speed <= 28
## | | | | | | | | [480] temp_3pm <= 18.3: 3.096 (n = 165, err = NA)
## | | | | | | | | [481] temp_3pm > 18.3: 10.600 (n = 7, err = 2024.1)
## | | | | | | | [482] wind_gust_speed > 28
## | | | | | | | | [483] rainfall <= 12.2: 6.234 (n = 659, err = NA)
## | | | | | | | | [484] rainfall > 12.2: 10.428 (n = 65, err = NA)
## | | | | | | [485] humidity_3pm > 90
## | | | | | | | [486] wind_gust_speed <= 57
## | | | | | | | | [487] evaporation <= 3.2
## | | | | | | | | | [488] pressure_3pm <= 1016.7: 8.261 (n = 89, err = 4388.7)
## | | | | | | | | | [489] pressure_3pm > 1016.7
## | | | | | | | | | | [490] cloud_3pm <= 7: 3.089 (n = 78, err = NA)
## | | | | | | | | | | [491] cloud_3pm > 7: 6.602 (n = 56, err = 3138.8)
## | | | | | | | | [492] evaporation > 3.2: 11.119 (n = 432, err = NA)
## | | | | | | | [493] wind_gust_speed > 57: 17.589 (n = 76, err = NA)
## | | | [494] min_temp > 12.2
## | | | | [495] humidity_3pm <= 88
## | | | | | [496] min_temp <= 22.2
## | | | | | | [497] wind_gust_speed <= 52
## | | | | | | | [498] cloud_3pm <= 7
## | | | | | | | | [499] rainfall <= 0.1
## | | | | | | | | | [500] humidity_3pm <= 86
## | | | | | | | | | | [501] wind_speed_9am <= 9: 4.562 (n = 67, err = NA)
## | | | | | | | | | | [502] wind_speed_9am > 9
## | | | | | | | | | | | [503] pressure_3pm <= 1006.4: 6.150 (n = 12, err = 452.9)
## | | | | | | | | | | | [504] pressure_3pm > 1006.4: 1.644 (n = 114, err = NA)
## | | | | | | | | | [505] humidity_3pm > 86: 6.237 (n = 65, err = NA)
## | | | | | | | | [506] rainfall > 0.1: 7.577 (n = 401, err = NA)
## | | | | | | | [507] cloud_3pm > 7: 9.506 (n = 421, err = NA)
## | | | | | | [508] wind_gust_speed > 52
## | | | | | | | [509] cloud_9am <= 7: 10.974 (n = 248, err = NA)
## | | | | | | | [510] cloud_9am > 7: 20.022 (n = 73, err = NA)
## | | | | | [511] min_temp > 22.2: 19.890 (n = 185, err = NA)
## | | | | [512] humidity_3pm > 88
## | | | | | [513] wind_gust_speed <= 48
## | | | | | | [514] min_temp <= 23.7
## | | | | | | | [515] cloud_9am <= 7
## | | | | | | | | [516] humidity_3pm <= 94
## | | | | | | | | | [517] rainfall <= 4
## | | | | | | | | | | [518] wind_dir_9am <= E: 12.751 (n = 117, err = NA)
## | | | | | | | | | | [519] wind_dir_9am > E: 7.690 (n = 212, err = NA)
## | | | | | | | | | [520] rainfall > 4: 15.281 (n = 140, err = NA)
## | | | | | | | | [521] humidity_3pm > 94: 15.458 (n = 387, err = NA)
## | | | | | | | [522] cloud_9am > 7
## | | | | | | | | [523] temp_3pm <= 21.6: 16.307 (n = 393, err = NA)
## | | | | | | | | [524] temp_3pm > 21.6: 28.031 (n = 69, err = NA)
## | | | | | | [525] min_temp > 23.7
## | | | | | | | [526] max_temp <= 30.5: 49.239 (n = 33, err = NA)
## | | | | | | | [527] max_temp > 30.5
## | | | | | | | | [528] pressure_9am <= 1007.3: 30.094 (n = 17, err = 8365.0)
## | | | | | | | | [529] pressure_9am > 1007.3: 13.663 (n = 41, err = 10034.4)
## | | | | | [530] wind_gust_speed > 48
## | | | | | | [531] min_temp <= 20.3
## | | | | | | | [532] wind_gust_dir <= SSE: 28.305 (n = 218, err = NA)
## | | | | | | | [533] wind_gust_dir > SSE: 16.585 (n = 247, err = NA)
## | | | | | | [534] min_temp > 20.3
## | | | | | | | [535] cloud_9am <= 6: 24.213 (n = 62, err = NA)
## | | | | | | | [536] cloud_9am > 6: 44.836 (n = 89, err = NA)
## | [537] rainfall > 23
## | | [538] humidity_3pm <= 86
## | | | [539] humidity_3pm <= 73
## | | | | [540] min_temp <= 22.2
## | | | | | [541] rainfall <= 56.4
## | | | | | | [542] wind_gust_speed <= 59
## | | | | | | | [543] humidity_9am <= 91
## | | | | | | | | [544] sunshine <= 3
## | | | | | | | | | [545] pressure_3pm <= 1008.4: 19.300 (n = 8, err = 3883.6)
## | | | | | | | | | [546] pressure_3pm > 1008.4: 3.738 (n = 48, err = 1190.3)
## | | | | | | | | [547] sunshine > 3: 2.249 (n = 507, err = NA)
## | | | | | | | [548] humidity_9am > 91: 4.707 (n = 212, err = NA)
## | | | | | | [549] wind_gust_speed > 59: 6.597 (n = 152, err = NA)
## | | | | | [550] rainfall > 56.4: 9.586 (n = 116, err = NA)
## | | | | [551] min_temp > 22.2: 12.498 (n = 198, err = NA)
## | | | [552] humidity_3pm > 73
## | | | | [553] min_temp <= 22.6
## | | | | | [554] wind_gust_speed <= 46: 7.949 (n = 250, err = NA)
## | | | | | [555] wind_gust_speed > 46
## | | | | | | [556] rainfall <= 72: 11.979 (n = 208, err = NA)
## | | | | | | [557] rainfall > 72: 32.127 (n = 31, err = NA)
## | | | | [558] min_temp > 22.6
## | | | | | [559] humidity_9am <= 90
## | | | | | | [560] wind_gust_speed <= 59: 14.574 (n = 69, err = 30894.1)
## | | | | | | [561] wind_gust_speed > 59: 44.455 (n = 11, err = 16601.7)
## | | | | | [562] humidity_9am > 90: 37.950 (n = 65, err = NA)
## | | [563] humidity_3pm > 86
## | | | [564] min_temp <= 20.9
## | | | | [565] wind_speed_3pm <= 28
## | | | | | [566] rainfall <= 54.8
## | | | | | | [567] humidity_3pm <= 92: 16.245 (n = 161, err = NA)
## | | | | | | [568] humidity_3pm > 92
## | | | | | | | [569] min_temp <= 7.9: 9.842 (n = 24, err = 3608.2)
## | | | | | | | [570] min_temp > 7.9
## | | | | | | | | [571] pressure_9am <= 1017.7: 22.542 (n = 112, err = NA)
## | | | | | | | | [572] pressure_9am > 1017.7: 43.276 (n = 42, err = NA)
## | | | | | [573] rainfall > 54.8: 37.325 (n = 88, err = 227762.3)
## | | | | [574] wind_speed_3pm > 28
## | | | | | [575] wind_gust_speed <= 87: 42.893 (n = 84, err = NA)
## | | | | | [576] wind_gust_speed > 87: 84.415 (n = 13, err = 31173.7)
## | | | [577] min_temp > 20.9
## | | | | [578] humidity_3pm <= 96: 51.680 (n = 143, err = NA)
## | | | | [579] humidity_3pm > 96: 113.320 (n = 25, err = 148937.2)
##
## Number of inner nodes: 289
## Number of terminal nodes: 290References
Hothorn, Torsten, Kurt Hornik, Carolin Strobl, and Achim Zeileis. 2022. Party: A Laboratory for Recursive Partytioning. http://party.R-forge.R-project.org.
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