21.70 C5.0 Summary

summary(model)
## 
## Call:
## C5.0.formula(formula = form, data = ds[tr, vars])
## 
## 
## C5.0 [Release 2.07 GPL Edition]      Mon Apr 19 09:42:33 2021
## -------------------------------
## 
## Class specified by attribute `outcome'
## 
## Read 134001 cases (21 attributes) from undefined.data
## 
## Decision tree:
## 
## humidity_3pm > 68:
## :...humidity_3pm > 82:
## :   :...temp_9am <= 6.5:
## :   :   :...pressure_9am <= 1015.9: Yes (156/18)
## :   :   :   pressure_9am > 1015.9:
## :   :   :   :...pressure_9am > 1031.3: No (28)
## :   :   :       pressure_9am <= 1031.3:
## :   :   :       :...rainfall > 3.3:
## :   :   :           :...humidity_3pm > 94: Yes (178/44)
## :   :   :           :   humidity_3pm <= 94:
## :   :   :           :   :...cloud_9am > 7: Yes (11/2)
## :   :   :           :       cloud_9am <= 7:
## :   :   :           :       :...humidity_9am <= 95:
## :   :   :           :           :...cloud_3pm > 6: No (3)
## :   :   :           :           :   cloud_3pm <= 6:
## :   :   :           :           :   :...humidity_9am <= 85: No (5/1)
## :   :   :           :           :       humidity_9am > 85: Yes (12)
## :   :   :           :           humidity_9am > 95:
## :   :   :           :           :...sunshine <= 4.7: Yes (2)
## :   :   :           :               sunshine > 4.7:
## :   :   :           :               :...wind_gust_dir in [N-NNE]: Yes (2)
## :   :   :           :                   wind_gust_dir in [NE-NNW]: No (27/2)
## :   :   :           rainfall <= 3.3:
## :   :   :           :...wind_dir_9am in [N-WSW]:
## :   :   :               :...pressure_3pm <= 1015.2: Yes (25/8)
## :   :   :               :   pressure_3pm > 1015.2: No (383/113)
## :   :   :               wind_dir_9am in [W-NNW]:
## :   :   :               :...wind_gust_speed <= 31:
## :   :   :                   :...humidity_9am <= 92: Yes (3)
## :   :   :                   :   humidity_9am > 92: No (26/2)
## :   :   :                   wind_gust_speed > 31:
## :   :   :                   :...pressure_3pm > 1019.1: Yes (9)
## :   :   :                       pressure_3pm <= 1019.1:
## :   :   :                       :...wind_dir_3pm in [WNW-NNW]: Yes (62/15)
## :   :   :                           wind_dir_3pm in [N-W]:
## :   :   :                           :...cloud_3pm > 6: No (4)
## :   :   :                               cloud_3pm <= 6:
## :   :   :                               :...humidity_9am <= 90: No (8/1)
## :   :   :                                   humidity_9am > 90:
## :   :   :                                   :...temp_3pm <= 1.1: Yes (25/4)
## :   :   :                                       temp_3pm > 1.1:
## :   :   :                                       :...rainfall > 0.3: Yes (6/1)
## :   :   :                                           rainfall <= 0.3: [S1]
## :   :   temp_9am > 6.5:
## :   :   :...temp_3pm > 29.2:
## :   :       :...rainfall <= 13.8: No (33/3)
## :   :       :   rainfall > 13.8: Yes (5)
## :   :       temp_3pm <= 29.2:
## :   :       :...rainfall > 2.3: Yes (4198/498)
## :   :           rainfall <= 2.3:
## :   :           :...pressure_3pm <= 1015.2:
## :   :               :...humidity_3pm > 86:
## :   :               :   :...humidity_9am <= 99: Yes (1400/178)
## :   :               :   :   humidity_9am > 99:
## :   :               :   :   :...wind_speed_9am <= 22: Yes (68/21)
## :   :               :   :       wind_speed_9am > 22: No (4)
## :   :               :   humidity_3pm <= 86:
## :   :               :   :...cloud_3pm > 5: Yes (429/99)
## :   :               :       cloud_3pm <= 5:
## :   :               :       :...max_temp > 20.5:
## :   :               :           :...rain_today = Yes: Yes (20/6)
## :   :               :           :   rain_today = No:
## :   :               :           :   :...wind_speed_9am <= 2:
## :   :               :           :       :...pressure_9am <= 1017: Yes (17/2)
## :   :               :           :       :   pressure_9am > 1017: No (3)
## :   :               :           :       wind_speed_9am > 2:
## :   :               :           :       :...cloud_3pm <= 2: No (12/1)
## :   :               :           :           cloud_3pm > 2:
## :   :               :           :           :...humidity_9am <= 87: Yes (101/47)
## :   :               :           :               humidity_9am > 87: No (40/6)
## :   :               :           max_temp <= 20.5:
## :   :               :           :...wind_dir_3pm in [N-ENE]: Yes (17)
## :   :               :               wind_dir_3pm in [E-NNW]:
## :   :               :               :...rain_today = No:
## :   :               :                   :...humidity_3pm <= 83: No (12/5)
## :   :               :                   :   humidity_3pm > 83: Yes (50/8)
## :   :               :                   rain_today = Yes:
## :   :               :                   :...wind_dir_9am in [NW-NNW]: Yes (8)
## :   :               :                       wind_dir_9am in [N-WNW]:
## :   :               :                       :...temp_9am > 15.2: Yes (5)
## :   :               :                           temp_9am <= 15.2: [S2]
## :   :               pressure_3pm > 1015.2:
## :   :               :...humidity_3pm > 88:
## :   :                   :...humidity_9am > 96:
## :   :                   :   :...pressure_3pm <= 1025: Yes (276/92)
## :   :                   :   :   pressure_3pm > 1025:
## :   :                   :   :   :...wind_gust_dir in [N-ESE]: No (8)
## :   :                   :   :       wind_gust_dir in [SE-NNW]:
## :   :                   :   :       :...rain_today = No:
## :   :                   :   :           :...wind_speed_9am <= 17: No (44/15)
## :   :                   :   :           :   wind_speed_9am > 17: Yes (3)
## :   :                   :   :           rain_today = Yes:
## :   :                   :   :           :...min_temp <= 6.5: No (6)
## :   :                   :   :               min_temp > 6.5:
## :   :                   :   :               :...sunshine <= 0.4: No (2)
## :   :                   :   :                   sunshine > 0.4: Yes (8/1)
## :   :                   :   humidity_9am <= 96:
## :   :                   :   :...wind_gust_dir in [N-NNE]: Yes (88/5)
## :   :                   :       wind_gust_dir in [NE-NNW]:
## :   :                   :       :...humidity_9am <= 87:
## :   :                   :           :...temp_3pm <= 7.1:
## :   :                   :           :   :...wind_dir_9am in [N-SW]: No (24/8)
## :   :                   :           :   :   wind_dir_9am in [WSW-NNW]:
## :   :                   :           :   :   :...humidity_3pm <= 94: No (4/1)
## :   :                   :           :   :       humidity_3pm > 94: Yes (10)
## :   :                   :           :   temp_3pm > 7.1:
## :   :                   :           :   :...cloud_3pm > 5: Yes (258/42)
## :   :                   :           :       cloud_3pm <= 5:
## :   :                   :           :       :...cloud_3pm <= 4: No (10/1)
## :   :                   :           :           cloud_3pm > 4: Yes (200/48)
## :   :                   :           humidity_9am > 87:
## :   :                   :           :...rainfall > 0.5: Yes (105/12)
## :   :                   :               rainfall <= 0.5:
## :   :                   :               :...rainfall > 0.1: Yes (53/16)
## :   :                   :                   rainfall <= 0.1: [S3]
## :   :                   humidity_3pm <= 88:
## :   :                   :...evaporation <= 1.1:
## :   :                       :...evaporation > 0.9: No (18)
## :   :                       :   evaporation <= 0.9:
## :   :                       :   :...wind_dir_3pm in [W-NNW]:
## :   :                       :       :...wind_gust_dir in [N-NW]: Yes (13/1)
## :   :                       :       :   wind_gust_dir = NNW: No (2)
## :   :                       :       wind_dir_3pm in [N-WSW]:
## :   :                       :       :...humidity_3pm <= 83: No (16/1)
## :   :                       :           humidity_3pm > 83:
## :   :                       :           :...sunshine <= 5.2: No (36/10)
## :   :                       :               sunshine > 5.2: Yes (5)
## :   :                       evaporation > 1.1:
## :   :                       :...max_temp <= 13.1:
## :   :                           :...pressure_9am <= 1024.5:
## :   :                           :   :...temp_9am <= 14.6: Yes (60/24)
## :   :                           :   :   temp_9am > 14.6: No (15/2)
## :   :                           :   pressure_9am > 1024.5:
## :   :                           :   :...humidity_9am <= 71: Yes (3)
## :   :                           :       humidity_9am > 71: No (42/2)
## :   :                           max_temp > 13.1:
## :   :                           :...humidity_9am <= 78: Yes (254/73)
## :   :                               humidity_9am > 78:
## :   :                               :...rainfall <= 0.3:
## :   :                                   :...wind_dir_3pm in [W-NNW]: Yes (57/18)
## :   :                                   :   wind_dir_3pm in [N-WSW]:
## :   :                                   :   :...wind_speed_3pm <= 33: No (217/82)
## :   :                                   :       wind_speed_3pm > 33: Yes (13/3)
## :   :                                   rainfall > 0.3:
## :   :                                   :...humidity_9am > 97:
## :   :                                       :...wind_gust_speed <= 46: No (57/21)
## :   :                                       :   wind_gust_speed > 46: Yes (6)
## :   :                                       humidity_9am <= 97:
## :   :                                       :...wind_gust_dir = NNW: [S4]
## :   :                                           wind_gust_dir in [N-NW]:
## :   :                                           :...max_temp <= 15.1: Yes (28)
## :   :                                               max_temp > 15.1:
## :   :                                               :...rain_today = No: [S5]
## :   :                                                   rain_today = Yes: [S6]
## :   humidity_3pm <= 82:
## :   :...rainfall > 2:
## :       :...temp_9am <= 4.4: No (43/8)
## :       :   temp_9am > 4.4:
## :       :   :...wind_gust_speed > 43:
## :       :       :...pressure_3pm <= 1006:
## :       :       :   :...rainfall <= 6.1:
## :       :       :   :   :...wind_gust_speed > 76: Yes (14)
## :       :       :   :   :   wind_gust_speed <= 76:
## :       :       :   :   :   :...cloud_3pm <= 3:
## :       :       :   :   :       :...cloud_9am <= 7: No (6)
## :       :       :   :   :       :   cloud_9am > 7: Yes (3)
## :       :       :   :   :       cloud_3pm > 3:
## :       :       :   :   :       :...sunshine > 8.7: No (6/1)
## :       :       :   :   :           sunshine <= 8.7:
## :       :       :   :   :           :...cloud_3pm > 7: Yes (32/3)
## :       :       :   :   :               cloud_3pm <= 7:
## :       :       :   :   :               :...wind_gust_dir = N: No (3)
## :       :       :   :   :                   wind_gust_dir in [NNE-NNW]:
## :       :       :   :   :                   :...pressure_3pm <= 1005.3: Yes (69/12)
## :       :       :   :   :                       pressure_3pm > 1005.3: No (8/2)
## :       :       :   :   rainfall > 6.1:
## :       :       :   :   :...temp_9am <= 18.5: Yes (220/11)
## :       :       :   :       temp_9am > 18.5:
## :       :       :   :       :...min_temp > 22.6:
## :       :       :   :           :...wind_dir_9am in [N-NW]: Yes (79/7)
## :       :       :   :           :   wind_dir_9am = NNW: No (4/1)
## :       :       :   :           min_temp <= 22.6:
## :       :       :   :           :...wind_dir_9am in [N-SE]:
## :       :       :   :               :...wind_dir_9am in [NE-SE]: Yes (14/1)
## :       :       :   :               :   wind_dir_9am in [N-NNE]:
## :       :       :   :               :   :...rainfall <= 24.4: Yes (9/1)
## :       :       :   :               :       rainfall > 24.4: No (3)
## :       :       :   :               wind_dir_9am in [SSE-NNW]:
## :       :       :   :               :...evaporation > 8.1: Yes (4)
## :       :       :   :                   evaporation <= 8.1:
## :       :       :   :                   :...wind_dir_9am in [SSE-W]: No (9)
## :       :       :   :                       wind_dir_9am in [WNW-NNW]:
## :       :       :   :                       :...evaporation <= 2.1: No (3)
## :       :       :   :                           evaporation > 2.1: Yes (18/7)
## :       :       :   pressure_3pm > 1006:
## :       :       :   :...wind_gust_speed > 57:
## :       :       :       :...humidity_3pm > 71: Yes (423/82)
## :       :       :       :   humidity_3pm <= 71:
## :       :       :       :   :...temp_3pm > 22.7:
## :       :       :       :       :...cloud_9am > 6: No (5)
## :       :       :       :       :   cloud_9am <= 6:
## :       :       :       :       :   :...wind_speed_3pm <= 26: Yes (4)
## :       :       :       :       :       wind_speed_3pm > 26: No (11/1)
## :       :       :       :       temp_3pm <= 22.7:
## :       :       :       :       :...wind_speed_9am <= 24: Yes (58/9)
## :       :       :       :           wind_speed_9am > 24:
## :       :       :       :           :...humidity_3pm <= 69: No (24/10)
## :       :       :       :               humidity_3pm > 69:
## :       :       :       :               :...cloud_9am <= 7: Yes (31/7)
## :       :       :       :                   cloud_9am > 7:
## :       :       :       :                   :...wind_speed_3pm <= 39: No (9/1)
## :       :       :       :                       wind_speed_3pm > 39: Yes (4)
## :       :       :       wind_gust_speed <= 57:
## :       :       :       :...cloud_9am <= 4:
## :       :       :           :...wind_dir_9am in [WSW-NNW]: No (56/20)
## :       :       :           :   wind_dir_9am in [N-SW]:
## :       :       :           :   :...temp_9am <= 8.2: No (5)
## :       :       :           :       temp_9am > 8.2: Yes (59/18)
## :       :       :           cloud_9am > 4:
## :       :       :           :...wind_speed_3pm <= 28: Yes (836/260)
## :       :       :               wind_speed_3pm > 28:
## :       :       :               :...min_temp > 22.4: Yes (18/1)
## :       :       :                   min_temp <= 22.4:
## :       :       :                   :...cloud_3pm > 7:
## :       :       :                       :...wind_gust_speed > 56: Yes (10)
## :       :       :                       :   wind_gust_speed <= 56:
## :       :       :                       :   :...temp_3pm > 21.6: Yes (11)
## :       :       :                       :       temp_3pm <= 21.6:
## :       :       :                       :       :...humidity_3pm <= 72: No (15/2)
## :       :       :                       :           humidity_3pm > 72: [S7]
## :       :       :                       cloud_3pm <= 7:
## :       :       :                       :...wind_speed_3pm > 37:
## :       :       :                           :...wind_speed_3pm <= 41: No (21/2)
## :       :       :                           :   wind_speed_3pm > 41: Yes (2)
## :       :       :                           wind_speed_3pm <= 37:
## :       :       :                           :...pressure_9am > 1028.2: Yes (10)
## :       :       :                               pressure_9am <= 1028.2:
## :       :       :                               :...wind_gust_speed <= 48: [S8]
## :       :       :                                   wind_gust_speed > 48: [S9]
## :       :       wind_gust_speed <= 43:
## :       :       :...pressure_3pm <= 1013.7:
## :       :           :...cloud_3pm <= 6:
## :       :           :   :...humidity_9am <= 83:
## :       :           :   :   :...cloud_9am > 7: No (12/1)
## :       :           :   :   :   cloud_9am <= 7:
## :       :           :   :   :   :...wind_gust_speed > 33:
## :       :           :   :   :       :...wind_speed_3pm <= 7: Yes (7)
## :       :           :   :   :       :   wind_speed_3pm > 7:
## :       :           :   :   :       :   :...humidity_3pm <= 69: Yes (11/2)
## :       :           :   :   :       :       humidity_3pm > 69: No (109/52)
## :       :           :   :   :       wind_gust_speed <= 33:
## :       :           :   :   :       :...cloud_9am <= 3: No (20/2)
## :       :           :   :   :           cloud_9am > 3:
## :       :           :   :   :           :...humidity_3pm > 76: Yes (15/5)
## :       :           :   :   :               humidity_3pm <= 76:
## :       :           :   :   :               :...min_temp <= 10.9: Yes (3)
## :       :           :   :   :                   min_temp > 10.9: No (55/14)
## :       :           :   :   humidity_9am > 83:
## :       :           :   :   :...wind_dir_9am in [SSW-NNW]: No (174/87)
## :       :           :   :       wind_dir_9am in [N-S]:
## :       :           :   :       :...evaporation <= 2.1:
## :       :           :   :           :...wind_gust_dir in [N-NNE]: No (10)
## :       :           :   :           :   wind_gust_dir in [NE-NNW]:
## :       :           :   :           :   :...rainfall <= 4.2: No (5)
## :       :           :   :           :       rainfall > 4.2: Yes (6)
## :       :           :   :           evaporation > 2.1:
## :       :           :   :           :...humidity_3pm <= 78: Yes (116/24)
## :       :           :   :               humidity_3pm > 78:
## :       :           :   :               :...rainfall > 20.5: Yes (6)
## :       :           :   :                   rainfall <= 20.5:
## :       :           :   :                   :...humidity_3pm <= 81: No (30/10)
## :       :           :   :                       humidity_3pm > 81: [S10]
## :       :           :   cloud_3pm > 6:
## :       :           :   :...humidity_3pm <= 75:
## :       :           :       :...max_temp <= 31.7: Yes (273/103)
## :       :           :       :   max_temp > 31.7: No (39/12)
## :       :           :       humidity_3pm > 75:
## :       :           :       :...wind_gust_speed <= 26:
## :       :           :           :...wind_speed_9am <= 4: Yes (14/2)
## :       :           :           :   wind_speed_9am > 4:
## :       :           :           :   :...cloud_3pm <= 7: No (17/5)
## :       :           :           :       cloud_3pm > 7:
## :       :           :           :       :...evaporation <= 3.4: No (10/4)
## :       :           :           :           evaporation > 3.4: Yes (6)
## :       :           :           wind_gust_speed > 26:
## :       :           :           :...wind_speed_3pm <= 15: Yes (118/15)
## :       :           :               wind_speed_3pm > 15:
## :       :           :               :...humidity_9am <= 72: No (7/1)
## :       :           :                   humidity_9am > 72:
## :       :           :                   :...cloud_3pm <= 7:
## :       :           :                       :...pressure_9am <= 1015.4: Yes (73/13)
## :       :           :                       :   pressure_9am > 1015.4: No (2)
## :       :           :                       cloud_3pm > 7:
## :       :           :                       :...wind_speed_3pm <= 22: Yes (59/14)
## :       :           :                           wind_speed_3pm > 22: [S11]
## :       :           pressure_3pm > 1013.7:
## :       :           :...temp_9am <= 8.6:
## :       :               :...pressure_3pm > 1028.3: No (17)
## :       :               :   pressure_3pm <= 1028.3:
## :       :               :   :...wind_gust_speed <= 30: No (56/7)
## :       :               :       wind_gust_speed > 30:
## :       :               :       :...evaporation <= 1.3: Yes (15/3)
## :       :               :           evaporation > 1.3: No (99/28)
## :       :               temp_9am > 8.6:
## :       :               :...wind_gust_speed <= 28:
## :       :                   :...min_temp <= 12.1: No (210/55)
## :       :                   :   min_temp > 12.1:
## :       :                   :   :...cloud_3pm > 6:
## :       :                   :       :...pressure_9am <= 1016.1: No (8)
## :       :                   :       :   pressure_9am > 1016.1: Yes (63/20)
## :       :                   :       cloud_3pm <= 6:
## :       :                   :       :...humidity_3pm <= 73: No (62/15)
## :       :                   :           humidity_3pm > 73:
## :       :                   :           :...temp_3pm <= 24.3: Yes (70/32)
## :       :                   :               temp_3pm > 24.3: No (15/2)
## :       :                   wind_gust_speed > 28:
## :       :                   :...sunshine > 8.7:
## :       :                       :...cloud_9am <= 4: No (17)
## :       :                       :   cloud_9am > 4:
## :       :                       :   :...pressure_3pm <= 1021: No (7/1)
## :       :                       :       pressure_3pm > 1021: Yes (3)
## :       :                       sunshine <= 8.7:
## :       :                       :...evaporation <= 1.5:
## :       :                           :...wind_gust_speed <= 33: No (64/14)
## :       :                           :   wind_gust_speed > 33:
## :       :                           :   :...humidity_3pm <= 75: No (73/24)
## :       :                           :       humidity_3pm > 75: Yes (40/15)
## :       :                           evaporation > 1.5:
## :       :                           :...sunshine <= 3.2:
## :       :                               :...humidity_3pm > 72: Yes (112/29)
## :       :                               :   humidity_3pm <= 72:
## :       :                               :   :...wind_speed_3pm > 28: Yes (5)
## :       :                               :       wind_speed_3pm <= 28: [S12]
## :       :                               sunshine > 3.2:
## :       :                               :...humidity_3pm > 78: Yes (201/80)
## :       :                                   humidity_3pm <= 78:
## :       :                                   :...evaporation > 4.9: [S13]
## :       :                                       evaporation <= 4.9:
## :       :                                       :...wind_gust_dir in [N-ESE]:
## :       :                                           :...rainfall <= 3.6: No (26/7)
## :       :                                           :   rainfall > 3.6: [S14]
## :       :                                           wind_gust_dir in [SE-NNW]: [S15]
## :       rainfall <= 2:
## :       :...wind_gust_speed <= 46:
## :           :...min_temp > 24:
## :           :   :...sunshine > 7.7:
## :           :   :   :...wind_dir_9am = NNW: Yes (7)
## :           :   :   :   wind_dir_9am in [N-NW]:
## :           :   :   :   :...cloud_3pm <= 7: No (133/43)
## :           :   :   :       cloud_3pm > 7: Yes (25/7)
## :           :   :   sunshine <= 7.7:
## :           :   :   :...cloud_9am <= 6:
## :           :   :       :...wind_gust_speed > 35: Yes (18)
## :           :   :       :   wind_gust_speed <= 35:
## :           :   :       :   :...pressure_3pm <= 1006.8: Yes (10)
## :           :   :       :       pressure_3pm > 1006.8:
## :           :   :       :       :...pressure_3pm <= 1008.2: No (6)
## :           :   :       :           pressure_3pm > 1008.2: Yes (7/1)
## :           :   :       cloud_9am > 6:
## :           :   :       :...wind_dir_3pm in [NW-NNW]: No (5)
## :           :   :           wind_dir_3pm in [N-WNW]:
## :           :   :           :...max_temp > 31.4:
## :           :   :               :...humidity_3pm <= 69: No (6)
## :           :   :               :   humidity_3pm > 69: Yes (39/18)
## :           :   :               max_temp <= 31.4:
## :           :   :               :...pressure_9am > 1006.3: Yes (28/1)
## :           :   :                   pressure_9am <= 1006.3:
## :           :   :                   :...evaporation <= 5.1: No (4)
## :           :   :                       evaporation > 5.1: Yes (2)
## :           :   min_temp <= 24:
## :           :   :...cloud_3pm <= 6:
## :           :       :...sunshine > 9.3: No (336/23)
## :           :       :   sunshine <= 9.3:
## :           :       :   :...pressure_9am > 1025.5:
## :           :       :       :...wind_gust_speed <= 31: No (615/52)
## :           :       :       :   wind_gust_speed > 31:
## :           :       :       :   :...wind_dir_3pm in [N-NE]: No (74/5)
## :           :       :       :       wind_dir_3pm in [ENE-NNW]:
## :           :       :       :       :...wind_gust_speed > 44:
## :           :       :       :           :...min_temp > 8.4: Yes (9)
## :           :       :       :           :   min_temp <= 8.4:
## :           :       :       :           :   :...humidity_9am <= 88: No (4)
## :           :       :       :           :       humidity_9am > 88: Yes (2)
## :           :       :       :           wind_gust_speed <= 44:
## :           :       :       :           :...cloud_3pm <= 3:
## :           :       :       :               :...temp_9am <= 7.3: Yes (4/1)
## :           :       :       :               :   temp_9am > 7.3: No (27/1)
## :           :       :       :               cloud_3pm > 3:
## :           :       :       :               :...cloud_3pm <= 5: No (182/45)
## :           :       :       :                   cloud_3pm > 5:
## :           :       :       :                   :...evaporation > 2.8: Yes (7/1)
## :           :       :       :                       evaporation <= 2.8: [S16]
## :           :       :       pressure_9am <= 1025.5:
## :           :       :       :...wind_dir_3pm in [N-S]:
## :           :       :           :...sunshine > 3: No (2735/585)
## :           :       :           :   sunshine <= 3:
## :           :       :           :   :...evaporation > 5.7: Yes (14/1)
## :           :       :           :       evaporation <= 5.7:
## :           :       :           :       :...wind_gust_dir in [N-ENE]: Yes (35/12)
## :           :       :           :           wind_gust_dir in [E-NNW]:
## :           :       :           :           :...humidity_3pm <= 73: [S17]
## :           :       :           :               humidity_3pm > 73:
## :           :       :           :               :...evaporation <= 3.3: No (23)
## :           :       :           :                   evaporation > 3.3: [S18]
## :           :       :           wind_dir_3pm in [SSW-NNW]:
## :           :       :           :...max_temp <= 10: No (89/7)
## :           :       :               max_temp > 10:
## :           :       :               :...pressure_3pm <= 1010.4:
## :           :       :                   :...rain_today = Yes:
## :           :       :                   :   :...wind_gust_speed <= 30: No (5/1)
## :           :       :                   :   :   wind_gust_speed > 30: Yes (28/5)
## :           :       :                   :   rain_today = No:
## :           :       :                   :   :...max_temp <= 23.3: Yes (101/37)
## :           :       :                   :       max_temp > 23.3:
## :           :       :                   :       :...evaporation > 6.2: Yes (3)
## :           :       :                   :           evaporation <= 6.2: [S19]
## :           :       :                   pressure_3pm > 1010.4:
## :           :       :                   :...cloud_3pm <= 2: No (55/7)
## :           :       :                       cloud_3pm > 2:
## :           :       :                       :...wind_gust_speed <= 26: No (217/48)
## :           :       :                           wind_gust_speed > 26:
## :           :       :                           :...wind_speed_3pm <= 7: [S20]
## :           :       :                               wind_speed_3pm > 7: [S21]
## :           :       cloud_3pm > 6:
## :           :       :...pressure_3pm > 1020.6:
## :           :           :...humidity_3pm <= 76: No (678/122)
## :           :           :   humidity_3pm > 76:
## :           :           :   :...humidity_9am <= 74: Yes (41/16)
## :           :           :       humidity_9am > 74: No (245/73)
## :           :           pressure_3pm <= 1020.6:
## :           :           :...pressure_3pm <= 1008.7:
## :           :               :...wind_dir_9am in [N-ENE]: Yes (98/20)
## :           :               :   wind_dir_9am in [E-NNW]:
## :           :               :   :...wind_speed_3pm <= 9: Yes (31/6)
## :           :               :       wind_speed_3pm > 9: No (121/57)
## :           :               pressure_3pm > 1008.7:
## :           :               :...humidity_3pm > 78:
## :           :                   :...wind_speed_3pm <= 24:
## :           :                   :   :...wind_gust_speed <= 26: No (66/25)
## :           :                   :   :   wind_gust_speed > 26:
## :           :                   :   :   :...wind_speed_9am <= 15: Yes (176/59)
## :           :                   :   :       wind_speed_9am > 15:
## :           :                   :   :       :...temp_9am <= 9.2: No (9)
## :           :                   :   :           temp_9am > 9.2: Yes (80/38)
## :           :                   :   wind_speed_3pm > 24:
## :           :                   :   :...sunshine <= 1.4: Yes (8/1)
## :           :                   :       sunshine > 1.4:
## :           :                   :       :...min_temp > 11.2: No (26/1)
## :           :                   :           min_temp <= 11.2: [S22]
## :           :                   humidity_3pm <= 78:
## :           :                   :...wind_dir_3pm in [N-NNE]:
## :           :                       :...cloud_9am <= 7:
## :           :                       :   :...sunshine <= 0.1: Yes (7/1)
## :           :                       :   :   sunshine > 0.1: No (81/32)
## :           :                       :   cloud_9am > 7:
## :           :                       :   :...wind_dir_9am in [N-SW]: Yes (34/6)
## :           :                       :       wind_dir_9am in [WSW-NNW]: No (5)
## :           :                       wind_dir_3pm in [NE-NNW]:
## :           :                       :...wind_gust_speed <= 31: No (391/117)
## :           :                           wind_gust_speed > 31:
## :           :                           :...wind_speed_3pm <= 15: [S23]
## :           :                               wind_speed_3pm > 15:
## :           :                               :...evaporation <= 3.5: [S24]
## :           :                                   evaporation > 3.5:
## :           :                                   :...rain_today = Yes: No (32/13)
## :           :                                       rain_today = No: [S25]
## :           wind_gust_speed > 46:
## :           :...sunshine <= 7.7:
## :               :...wind_dir_3pm in [WNW-NNW]: Yes (141/21)
## :               :   wind_dir_3pm in [N-W]:
## :               :   :...humidity_3pm > 75: Yes (298/71)
## :               :       humidity_3pm <= 75:
## :               :       :...wind_dir_3pm in [N-S]:
## :               :           :...wind_dir_3pm = S:
## :               :           :   :...wind_gust_dir in [N-SE]: Yes (5/1)
## :               :           :   :   wind_gust_dir in [SSE-NNW]: No (35/6)
## :               :           :   wind_dir_3pm in [N-SSE]:
## :               :           :   :...cloud_3pm > 7:
## :               :           :       :...sunshine <= 5.7: Yes (28/5)
## :               :           :       :   sunshine > 5.7: No (3)
## :               :           :       cloud_3pm <= 7:
## :               :           :       :...cloud_9am <= 6:
## :               :           :           :...humidity_9am <= 75: Yes (29/6)
## :               :           :           :   humidity_9am > 75:
## :               :           :           :   :...sunshine > 4.6: No (8)
## :               :           :           :       sunshine <= 4.6: [S26]
## :               :           :           cloud_9am > 6:
## :               :           :           :...cloud_9am > 7: [S27]
## :               :           :               cloud_9am <= 7:
## :               :           :               :...rain_today = Yes: [S28]
## :               :           :                   rain_today = No:
## :               :           :                   :...pressure_9am > 1008.1: No (64/15)
## :               :           :                       pressure_9am <= 1008.1: [S29]
## :               :           wind_dir_3pm in [SSW-W]:
## :               :           :...rain_today = Yes: Yes (37/9)
## :               :               rain_today = No:
## :               :               :...temp_9am > 13.7:
## :               :                   :...wind_speed_9am <= 26: Yes (52/19)
## :               :                   :   wind_speed_9am > 26: No (29/9)
## :               :                   temp_9am <= 13.7:
## :               :                   :...wind_dir_3pm in [SSW-SW]: Yes (21)
## :               :                       wind_dir_3pm in [WSW-W]:
## :               :                       :...wind_gust_speed <= 50: No (4)
## :               :                           wind_gust_speed > 50:
## :               :                           :...rainfall <= 0.1: Yes (11)
## :               :                               rainfall > 0.1:
## :               :                               :...humidity_3pm > 73: No (3)
## :               :                                   humidity_3pm <= 73: [S30]
## :               sunshine > 7.7:
## :               :...wind_dir_3pm in [W-NNW]:
## :                   :...rainfall > 0: Yes (174/43)
## :                   :   rainfall <= 0:
## :                   :   :...wind_gust_dir in [N-ESE]: Yes (16/2)
## :                   :       wind_gust_dir in [SE-NNW]:
## :                   :       :...wind_gust_speed <= 80: No (189/85)
## :                   :           wind_gust_speed > 80: Yes (11/1)
## :                   wind_dir_3pm in [N-WSW]:
## :                   :...sunshine > 10:
## :                       :...wind_dir_3pm in [N-S]: No (36/1)
## :                       :   wind_dir_3pm in [SSW-WSW]:
## :                       :   :...evaporation <= 5.6: Yes (3)
## :                       :       evaporation > 5.6: No (3)
## :                       sunshine <= 10:
## :                       :...temp_9am <= 3.8:
## :                           :...temp_3pm <= -0.8: Yes (2)
## :                           :   temp_3pm > -0.8: No (31/1)
## :                           temp_9am > 3.8:
## :                           :...wind_gust_speed > 59:
## :                               :...cloud_3pm > 5: Yes (116/37)
## :                               :   cloud_3pm <= 5:
## :                               :   :...cloud_9am <= 2: No (11/1)
## :                               :       cloud_9am > 2:
## :                               :       :...rain_today = No:
## :                               :           :...humidity_3pm <= 77: No (124/50)
## :                               :           :   humidity_3pm > 77: Yes (62/24)
## :                               :           rain_today = Yes:
## :                               :           :...evaporation <= 4.5: No (2)
## :                               :               evaporation > 4.5:
## :                               :               :...cloud_3pm <= 3: No (2)
## :                               :                   cloud_3pm > 3: Yes (17/4)
## :                               wind_gust_speed <= 59:
## :                               :...wind_speed_3pm > 35: No (182/34)
## :                                   wind_speed_3pm <= 35:
## :                                   :...wind_speed_3pm <= 15:
## :                                       :...cloud_3pm <= 5: No (67/31)
## :                                       :   cloud_3pm > 5: Yes (35/7)
## :                                       wind_speed_3pm > 15:
## :                                       :...wind_gust_speed > 54:
## :                                           :...wind_speed_9am <= 22: Yes (77/31)
## :                                           :   wind_speed_9am > 22: No (85/29)
## :                                           wind_gust_speed <= 54:
## :                                           :...pressure_9am <= 1014.4:
## :                                               :...cloud_9am <= 4: [S31]
## :                                               :   cloud_9am > 4:
## :                                               :   :...rain_today = Yes: [S32]
## :                                               :       rain_today = No: [S33]
## :                                               pressure_9am > 1014.4:
## :                                               :...cloud_3pm <= 7: [S34]
## :                                                   cloud_3pm > 7: [S35]
## humidity_3pm <= 68:
## :...rain_today = No:
##     :...wind_gust_speed <= 52:
##     :   :...sunshine > 7.7:
##     :   :   :...humidity_3pm <= 49: No (43469/1661)
##     :   :   :   humidity_3pm > 49:
##     :   :   :   :...pressure_3pm > 1009.2: No (23766/2368)
##     :   :   :       pressure_3pm <= 1009.2:
##     :   :   :       :...max_temp <= 22.6:
##     :   :   :           :...wind_gust_speed <= 28: No (39/5)
##     :   :   :           :   wind_gust_speed > 28:
##     :   :   :           :   :...temp_3pm > 21.1:
##     :   :   :           :       :...humidity_3pm <= 50: No (4)
##     :   :   :           :       :   humidity_3pm > 50:
##     :   :   :           :       :   :...cloud_3pm <= 4: No (4/1)
##     :   :   :           :       :       cloud_3pm > 4:
##     :   :   :           :       :       :...cloud_9am > 5: Yes (21)
##     :   :   :           :       :           cloud_9am <= 5:
##     :   :   :           :       :           :...min_temp <= 13.8: Yes (19/2)
##     :   :   :           :       :               min_temp > 13.8: No (4)
##     :   :   :           :       temp_3pm <= 21.1:
##     :   :   :           :       :...wind_speed_9am <= 7:
##     :   :   :           :           :...evaporation <= 4.9: Yes (59/19)
##     :   :   :           :           :   evaporation > 4.9: No (4/1)
##     :   :   :           :           wind_speed_9am > 7:
##     :   :   :           :           :...wind_speed_9am > 24: No (19/2)
##     :   :   :           :               wind_speed_9am <= 24:
##     :   :   :           :               :...rainfall > 0.5: Yes (25/9)
##     :   :   :           :                   rainfall <= 0.5:
##     :   :   :           :                   :...wind_gust_speed <= 43: No (129/39)
##     :   :   :           :                       wind_gust_speed > 43:
##     :   :   :           :                       :...wind_gust_dir in [N-S]: [S36]
##     :   :   :           :                           wind_gust_dir in [SSW-NNW]: [S37]
##     :   :   :           max_temp > 22.6:
##     :   :   :           :...max_temp <= 22.7: No (352/4)
##     :   :   :               max_temp > 22.7:
##     :   :   :               :...max_temp <= 23.2:
##     :   :   :                   :...sunshine <= 10.1: Yes (26/6)
##     :   :   :                   :   sunshine > 10.1: No (4)
##     :   :   :                   max_temp > 23.2:
##     :   :   :                   :...cloud_3pm <= 2: No (516/61)
##     :   :   :                       cloud_3pm > 2:
##     :   :   :                       :...wind_gust_speed > 48:
##     :   :   :                           :...cloud_9am > 5: Yes (30/6)
##     :   :   :                           :   cloud_9am <= 5:
##     :   :   :                           :   :...wind_speed_3pm > 19: No (64/14)
##     :   :   :                           :       wind_speed_3pm <= 19:
##     :   :   :                           :       :...sunshine <= 8.5: No (16/7)
##     :   :   :                           :           sunshine > 8.5: Yes (6)
##     :   :   :                           wind_gust_speed <= 48:
##     :   :   :                           :...humidity_9am <= 66: No (653/106)
##     :   :   :                               humidity_9am > 66:
##     :   :   :                               :...rainfall > 0.4: [S38]
##     :   :   :                                   rainfall <= 0.4:
##     :   :   :                                   :...wind_gust_speed <= 39:
##     :   :   :                                       :...wind_speed_3pm <= 19: [S39]
##     :   :   :                                       :   wind_speed_3pm > 19: [S40]
##     :   :   :                                       wind_gust_speed > 39:
##     :   :   :                                       :...wind_speed_3pm <= 19: [S41]
##     :   :   :                                           wind_speed_3pm > 19: [S42]
##     :   :   sunshine <= 7.7:
##     :   :   :...pressure_3pm > 1015:
##     :   :       :...pressure_3pm > 1022.3: No (2427/162)
##     :   :       :   pressure_3pm <= 1022.3:
##     :   :       :   :...pressure_9am > 1026.3:
##     :   :       :       :...evaporation <= 2.3: Yes (16/4)
##     :   :       :       :   evaporation > 2.3:
##     :   :       :       :   :...max_temp <= 22.5: No (9)
##     :   :       :       :       max_temp > 22.5: Yes (2)
##     :   :       :       pressure_9am <= 1026.3:
##     :   :       :       :...humidity_3pm <= 57:
##     :   :       :           :...humidity_3pm <= 25: No (123/2)
##     :   :       :           :   humidity_3pm > 25:
##     :   :       :           :   :...wind_dir_3pm in [N-WNW]:
##     :   :       :           :       :...max_temp <= 28.2: No (2176/243)
##     :   :       :           :       :   max_temp > 28.2:
##     :   :       :           :       :   :...temp_9am <= 17.9: Yes (7/1)
##     :   :       :           :       :       temp_9am > 17.9: [S43]
##     :   :       :           :       wind_dir_3pm in [NW-NNW]:
##     :   :       :           :       :...wind_gust_speed <= 33: No (118/13)
##     :   :       :           :           wind_gust_speed > 33:
##     :   :       :           :           :...wind_dir_9am in [ESE-NNW]: No (66/12)
##     :   :       :           :               wind_dir_9am in [N-E]:
##     :   :       :           :               :...pressure_3pm > 1020.5: No (9)
##     :   :       :           :                   pressure_3pm <= 1020.5:
##     :   :       :           :                   :...cloud_3pm <= 3: No (9/1)
##     :   :       :           :                       cloud_3pm > 3: Yes (54/19)
##     :   :       :           humidity_3pm > 57:
##     :   :       :           :...wind_dir_3pm in [N-WSW]: No (1129/239)
##     :   :       :               wind_dir_3pm in [W-NNW]:
##     :   :       :               :...wind_gust_speed <= 28: No (72/13)
##     :   :       :                   wind_gust_speed > 28:
##     :   :       :                   :...cloud_3pm <= 7:
##     :   :       :                       :...wind_speed_9am > 9: No (120/30)
##     :   :       :                       :   wind_speed_9am <= 9:
##     :   :       :                       :   :...wind_speed_9am <= 2: No (5)
##     :   :       :                       :       wind_speed_9am > 2:
##     :   :       :                       :       :...cloud_3pm <= 4: No (11/2)
##     :   :       :                       :           cloud_3pm > 4: Yes (42/15)
##     :   :       :                       cloud_3pm > 7:
##     :   :       :                       :...wind_dir_3pm = W: Yes (7)
##     :   :       :                           wind_dir_3pm in [WNW-NNW]: [S44]
##     :   :       pressure_3pm <= 1015:
##     :   :       :...humidity_3pm <= 26: No (320/29)
##     :   :           humidity_3pm > 26:
##     :   :           :...wind_dir_9am in [N-ENE]:
##     :   :               :...sunshine <= 0.8:
##     :   :               :   :...wind_speed_9am > 22: Yes (14)
##     :   :               :   :   wind_speed_9am <= 22:
##     :   :               :   :   :...rainfall > 0.3: No (9/2)
##     :   :               :   :       rainfall <= 0.3:
##     :   :               :   :       :...min_temp <= 6.3: Yes (14)
##     :   :               :   :           min_temp > 6.3:
##     :   :               :   :           :...pressure_3pm > 1013.1:
##     :   :               :   :               :...pressure_9am > 1017: No (9)
##     :   :               :   :               :   pressure_9am <= 1017:
##     :   :               :   :               :   :...temp_3pm <= 23.7: Yes (4)
##     :   :               :   :               :       temp_3pm > 23.7: No (4)
##     :   :               :   :               pressure_3pm <= 1013.1:
##     :   :               :   :               :...rainfall > 0.1:
##     :   :               :   :                   :...evaporation <= 3.8: Yes (4)
##     :   :               :   :                   :   evaporation > 3.8: No (3)
##     :   :               :   :                   rainfall <= 0.1:
##     :   :               :   :                   :...cloud_9am <= 7: Yes (50/13)
##     :   :               :   :                       cloud_9am > 7: [S45]
##     :   :               :   sunshine > 0.8:
##     :   :               :   :...wind_speed_9am <= 0:
##     :   :               :       :...wind_gust_speed <= 28: No (25/1)
##     :   :               :       :   wind_gust_speed > 28:
##     :   :               :       :   :...wind_dir_3pm in [N-WNW]: No (59/12)
##     :   :               :       :       wind_dir_3pm in [NW-NNW]:
##     :   :               :       :       :...cloud_3pm > 6: Yes (4)
##     :   :               :       :           cloud_3pm <= 6:
##     :   :               :       :           :...pressure_3pm <= 1012.4: Yes (4/1)
##     :   :               :       :               pressure_3pm > 1012.4: No (5)
##     :   :               :       wind_speed_9am > 0:
##     :   :               :       :...pressure_9am > 1018.7:
##     :   :               :           :...cloud_3pm <= 5:
##     :   :               :           :   :...pressure_3pm <= 1013.5: Yes (4)
##     :   :               :           :   :   pressure_3pm > 1013.5: No (11/2)
##     :   :               :           :   cloud_3pm > 5:
##     :   :               :           :   :...wind_speed_9am <= 26: Yes (29/4)
##     :   :               :           :       wind_speed_9am > 26: No (2)
##     :   :               :           pressure_9am <= 1018.7:
##     :   :               :           :...wind_gust_speed <= 31: No (195/54)
##     :   :               :               wind_gust_speed > 31:
##     :   :               :               :...cloud_3pm <= 4: No (96/27)
##     :   :               :                   cloud_3pm > 4:
##     :   :               :                   :...evaporation > 4.9:
##     :   :               :                       :...humidity_9am > 80: [S46]
##     :   :               :                       :   humidity_9am <= 80:
##     :   :               :                       :   :...temp_9am <= 14.1: No (15)
##     :   :               :                       :       temp_9am > 14.1: [S47]
##     :   :               :                       evaporation <= 4.9: [S48]
##     :   :               wind_dir_9am in [E-NNW]:
##     :   :               :...pressure_3pm > 1011.1: No (1178/217)
##     :   :                   pressure_3pm <= 1011.1:
##     :   :                   :...wind_speed_9am > 9:
##     :   :                       :...rainfall > 0.1:
##     :   :                       :   :...humidity_3pm > 58: Yes (76/34)
##     :   :                       :   :   humidity_3pm <= 58:
##     :   :                       :   :   :...cloud_9am <= 4: Yes (11/5)
##     :   :                       :   :       cloud_9am > 4:
##     :   :                       :   :       :...wind_gust_speed <= 50: No (89/16)
##     :   :                       :   :           wind_gust_speed > 50: [S49]
##     :   :                       :   rainfall <= 0.1:
##     :   :                       :   :...cloud_3pm <= 4: No (93/12)
##     :   :                       :       cloud_3pm > 4:
##     :   :                       :       :...wind_speed_9am > 19:
##     :   :                       :           :...humidity_3pm <= 64: No (136/18)
##     :   :                       :           :   humidity_3pm > 64: [S50]
##     :   :                       :           wind_speed_9am <= 19:
##     :   :                       :           :...wind_gust_speed <= 31: No (50/6)
##     :   :                       :               wind_gust_speed > 31: [S51]
##     :   :                       wind_speed_9am <= 9:
##     :   :                       :...wind_gust_speed > 41:
##     :   :                           :...wind_speed_3pm <= 15: No (30/10)
##     :   :                           :   wind_speed_3pm > 15: Yes (58/16)
##     :   :                           wind_gust_speed <= 41:
##     :   :                           :...wind_speed_9am <= 2:
##     :   :                               :...rainfall > 0.1: No (4)
##     :   :                               :   rainfall <= 0.1:
##     :   :                               :   :...cloud_3pm <= 5: No (10/3)
##     :   :                               :       cloud_3pm > 5: Yes (19/3)
##     :   :                               wind_speed_9am > 2:
##     :   :                               :...wind_gust_dir = NNW: No (13/1)
##     :   :                                   wind_gust_dir in [N-NW]:
##     :   :                                   :...wind_gust_dir in [WNW-NW]:
##     :   :                                       :...cloud_9am <= 3: No (6)
##     :   :                                       :   cloud_9am > 3:
##     :   :                                       :   :...min_temp <= 6.2: No (3)
##     :   :                                       :       min_temp > 6.2: [S52]
##     :   :                                       wind_gust_dir in [N-W]:
##     :   :                                       :...rainfall > 0.3: [S53]
##     :   :                                           rainfall <= 0.3:
##     :   :                                           :...rainfall > 0.1: No (17/1)
##     :   :                                               rainfall <= 0.1:
##     :   :                                               :...cloud_3pm > 7: [S54]
##     :   :                                                   cloud_3pm <= 7: [S55]
##     :   wind_gust_speed > 52:
##     :   :...sunshine > 8.4:
##     :       :...max_temp <= 4.3:
##     :       :   :...rainfall <= 0.3: Yes (19/2)
##     :       :   :   rainfall > 0.3:
##     :       :   :   :...min_temp <= -0.5: No (6)
##     :       :   :       min_temp > -0.5: Yes (2)
##     :       :   max_temp > 4.3:
##     :       :   :...sunshine > 10.4:
##     :       :       :...min_temp > 23.8:
##     :       :       :   :...wind_gust_speed > 74: Yes (9/3)
##     :       :       :   :   wind_gust_speed <= 74:
##     :       :       :   :   :...humidity_9am <= 55: No (76/7)
##     :       :       :   :       humidity_9am > 55:
##     :       :       :   :       :...temp_9am <= 29.2: No (7/1)
##     :       :       :   :           temp_9am > 29.2: Yes (8/1)
##     :       :       :   min_temp <= 23.8:
##     :       :       :   :...pressure_3pm > 1004.3: No (1572/51)
##     :       :       :       pressure_3pm <= 1004.3:
##     :       :       :       :...evaporation > 8.1: No (71/4)
##     :       :       :           evaporation <= 8.1:
##     :       :       :           :...temp_3pm <= 16.7: Yes (4)
##     :       :       :               temp_3pm > 16.7:
##     :       :       :               :...wind_gust_dir in [N-SSE]: Yes (17/8)
##     :       :       :                   wind_gust_dir in [S-NNW]:
##     :       :       :                   :...cloud_9am > 3: No (20)
##     :       :       :                       cloud_9am <= 3:
##     :       :       :                       :...pressure_3pm <= 996.6: Yes (3)
##     :       :       :                           pressure_3pm > 996.6:
##     :       :       :                           :...temp_3pm <= 35.2: No (30/2)
##     :       :       :                               temp_3pm > 35.2: Yes (3)
##     :       :       sunshine <= 10.4:
##     :       :       :...humidity_3pm <= 51:
##     :       :           :...wind_dir_3pm in [E-NNW]:
##     :       :           :   :...wind_dir_3pm in [E-WNW]: No (3183/314)
##     :       :           :   :   wind_dir_3pm in [NW-NNW]:
##     :       :           :   :   :...pressure_3pm > 1016.2: No (44)
##     :       :           :   :       pressure_3pm <= 1016.2:
##     :       :           :   :       :...humidity_3pm <= 19: No (439/73)
##     :       :           :   :           humidity_3pm > 19:
##     :       :           :   :           :...wind_dir_3pm = NNW:
##     :       :           :   :               :...min_temp <= 3.8: No (16/1)
##     :       :           :   :               :   min_temp > 3.8: [S56]
##     :       :           :   :               wind_dir_3pm = NW:
##     :       :           :   :               :...wind_gust_speed <= 61: No (197/41)
##     :       :           :   :                   wind_gust_speed > 61:
##     :       :           :   :                   :...humidity_3pm <= 29: [S57]
##     :       :           :   :                       humidity_3pm > 29:
##     :       :           :   :                       :...rainfall > 0.1: [S58]
##     :       :           :   :                           rainfall <= 0.1: [S59]
##     :       :           :   wind_dir_3pm in [N-ENE]:
##     :       :           :   :...humidity_3pm <= 15: No (128/10)
##     :       :           :       humidity_3pm > 15:
##     :       :           :       :...pressure_9am > 1021.1:
##     :       :           :           :...wind_speed_9am > 11: No (83/3)
##     :       :           :           :   wind_speed_9am <= 11:
##     :       :           :           :   :...wind_dir_3pm in [N-NNE]: No (6/1)
##     :       :           :           :       wind_dir_3pm in [NE-ENE]: Yes (3)
##     :       :           :           pressure_9am <= 1021.1:
##     :       :           :           :...wind_gust_dir in [SSW-NNW]:
##     :       :           :               :...temp_9am <= 18: No (81/29)
##     :       :           :               :   temp_9am > 18: [S60]
##     :       :           :               wind_gust_dir in [N-S]:
##     :       :           :               :...wind_gust_speed <= 57: No (188/38)
##     :       :           :                   wind_gust_speed > 57:
##     :       :           :                   :...pressure_3pm > 1007.3: [S61]
##     :       :           :                       pressure_3pm <= 1007.3:
##     :       :           :                       :...cloud_9am > 6: No (8)
##     :       :           :                           cloud_9am <= 6: [S62]
##     :       :           humidity_3pm > 51:
##     :       :           :...wind_dir_3pm in [NW-NNW]:
##     :       :               :...wind_gust_speed > 78: Yes (13)
##     :       :               :   wind_gust_speed <= 78:
##     :       :               :   :...max_temp <= 15.2:
##     :       :               :       :...wind_gust_speed > 57: No (20/1)
##     :       :               :       :   wind_gust_speed <= 57:
##     :       :               :       :   :...wind_dir_3pm = NNW: No (6/1)
##     :       :               :       :       wind_dir_3pm = NW:
##     :       :               :       :       :...wind_speed_3pm <= 30: Yes (7)
##     :       :               :       :           wind_speed_3pm > 30: No (2)
##     :       :               :       max_temp > 15.2:
##     :       :               :       :...wind_dir_3pm = NW:
##     :       :               :           :...cloud_9am <= 4: No (4)
##     :       :               :           :   cloud_9am > 4:
##     :       :               :           :   :...cloud_9am <= 5: Yes (49/12)
##     :       :               :           :       cloud_9am > 5: No (14/6)
##     :       :               :           wind_dir_3pm = NNW:
##     :       :               :           :...wind_gust_dir in [N-NW]: No (27/10)
##     :       :               :               wind_gust_dir = NNW:
##     :       :               :               :...evaporation <= 5.7: Yes (25/4)
##     :       :               :                   evaporation > 5.7: No (2)
##     :       :               wind_dir_3pm in [N-WNW]:
##     :       :               :...max_temp > 30.4:
##     :       :                   :...sunshine > 9.6: Yes (11/1)
##     :       :                   :   sunshine <= 9.6:
##     :       :                   :   :...sunshine > 9.1: No (9)
##     :       :                   :       sunshine <= 9.1:
##     :       :                   :       :...wind_speed_3pm > 31: No (47/15)
##     :       :                   :           wind_speed_3pm <= 31:
##     :       :                   :           :...temp_3pm <= 24.3: No (8/1)
##     :       :                   :               temp_3pm > 24.3: Yes (58/16)
##     :       :                   max_temp <= 30.4:
##     :       :                   :...pressure_3pm > 1012.1:
##     :       :                       :...rainfall <= 0.1: No (622/109)
##     :       :                       :   rainfall > 0.1:
##     :       :                       :   :...wind_dir_9am in [N-W]: No (182/46)
##     :       :                       :       wind_dir_9am in [WNW-NNW]:
##     :       :                       :       :...wind_gust_speed <= 54: No (5)
##     :       :                       :           wind_gust_speed > 54:
##     :       :                       :           :...cloud_3pm <= 4: No (3)
##     :       :                       :               cloud_3pm > 4: [S63]
##     :       :                       pressure_3pm <= 1012.1:
##     :       :                       :...min_temp > 20.2: No (48/4)
##     :       :                           min_temp <= 20.2:
##     :       :                           :...wind_speed_3pm <= 28:
##     :       :                               :...cloud_9am <= 7: [S64]
##     :       :                               :   cloud_9am > 7: [S65]
##     :       :                               wind_speed_3pm > 28:
##     :       :                               :...humidity_9am <= 63:
##     :       :                                   :...min_temp > 9: No (65/4)
##     :       :                                   :   min_temp <= 9: [S66]
##     :       :                                   humidity_9am > 63: [S67]
##     :       sunshine <= 8.4:
##     :       :...pressure_3pm > 1013.7:
##     :           :...cloud_9am > 7:
##     :           :   :...min_temp > 12.4: No (18/2)
##     :           :   :   min_temp <= 12.4:
##     :           :   :   :...wind_dir_9am in [N-SE]: Yes (9)
##     :           :   :       wind_dir_9am in [SSE-NNW]:
##     :           :   :       :...humidity_9am > 85: Yes (5)
##     :           :   :           humidity_9am <= 85:
##     :           :   :           :...temp_9am <= 13.9: No (7)
##     :           :   :               temp_9am > 13.9: Yes (2)
##     :           :   cloud_9am <= 7:
##     :           :   :...cloud_3pm <= 1: No (31)
##     :           :       cloud_3pm > 1:
##     :           :       :...rainfall > 0.3:
##     :           :           :...wind_speed_3pm <= 17: No (11)
##     :           :           :   wind_speed_3pm > 17:
##     :           :           :   :...wind_gust_speed <= 56:
##     :           :           :       :...humidity_9am <= 56: Yes (5/1)
##     :           :           :       :   humidity_9am > 56: No (31/4)
##     :           :           :       wind_gust_speed > 56:
##     :           :           :       :...wind_gust_speed > 70: Yes (5)
##     :           :           :           wind_gust_speed <= 70:
##     :           :           :           :...wind_gust_dir in [NW-NNW]: Yes (5)
##     :           :           :               wind_gust_dir in [N-WNW]:
##     :           :           :               :...humidity_3pm <= 64: No (31/13)
##     :           :           :                   humidity_3pm > 64: Yes (4)
##     :           :           rainfall <= 0.3:
##     :           :           :...cloud_3pm > 5: No (356/96)
##     :           :               cloud_3pm <= 5:
##     :           :               :...temp_3pm > 18.7: No (158/12)
##     :           :                   temp_3pm <= 18.7:
##     :           :                   :...max_temp <= 17.8: No (83/14)
##     :           :                       max_temp > 17.8:
##     :           :                       :...wind_dir_3pm in [N-E]: Yes (9/1)
##     :           :                           wind_dir_3pm in [ESE-NNW]:
##     :           :                           :...cloud_9am > 6: Yes (6/1)
##     :           :                               cloud_9am <= 6:
##     :           :                               :...evaporation > 7.7: Yes (2)
##     :           :                                   evaporation <= 7.7: [S68]
##     :           pressure_3pm <= 1013.7:
##     :           :...humidity_3pm > 43:
##     :               :...wind_speed_9am > 28:
##     :               :   :...pressure_3pm <= 1004.8: Yes (65/22)
##     :               :   :   pressure_3pm > 1004.8: No (159/59)
##     :               :   wind_speed_9am <= 28:
##     :               :   :...wind_gust_speed > 70:
##     :               :       :...min_temp > 18: Yes (26/2)
##     :               :       :   min_temp <= 18:
##     :               :       :   :...wind_dir_3pm in [N-SW]:
##     :               :       :       :...wind_gust_speed <= 83: Yes (19/8)
##     :               :       :       :   wind_gust_speed > 83: No (5)
##     :               :       :       wind_dir_3pm in [WSW-NNW]:
##     :               :       :       :...cloud_9am > 7: No (4/1)
##     :               :       :           cloud_9am <= 7:
##     :               :       :           :...pressure_9am <= 1004.6: Yes (23)
##     :               :       :               pressure_9am > 1004.6:
##     :               :       :               :...pressure_9am > 1009.6: Yes (22/2)
##     :               :       :                   pressure_9am <= 1009.6:
##     :               :       :                   :...cloud_3pm <= 5: No (6)
##     :               :       :                       cloud_3pm > 5: Yes (5/1)
##     :               :       wind_gust_speed <= 70:
##     :               :       :...humidity_3pm <= 49:
##     :               :           :...wind_dir_3pm in [N-ENE]: Yes (21/5)
##     :               :           :   wind_dir_3pm in [E-NNW]: No (100/40)
##     :               :           humidity_3pm > 49:
##     :               :           :...wind_gust_speed <= 54:
##     :               :               :...min_temp > 11.6: Yes (35/9)
##     :               :               :   min_temp <= 11.6:
##     :               :               :   :...temp_3pm <= 10.7: Yes (3)
##     :               :               :       temp_3pm > 10.7: No (35/6)
##     :               :               wind_gust_speed > 54:
##     :               :               :...wind_dir_3pm in [WNW-NNW]: Yes (121/29)
##     :               :                   wind_dir_3pm in [N-W]:
##     :               :                   :...rainfall > 0.1:
##     :               :                       :...cloud_9am > 2: Yes (57/12)
##     :               :                       :   cloud_9am <= 2:
##     :               :                       :   :...temp_3pm <= 13.3: Yes (2)
##     :               :                       :       temp_3pm > 13.3: No (5)
##     :               :                       rainfall <= 0.1:
##     :               :                       :...wind_gust_dir in [NW-NNW]:
##     :               :                           :...evaporation <= 2.1: Yes (6/1)
##     :               :                           :   evaporation > 2.1: No (12)
##     :               :                           wind_gust_dir in [N-WNW]:
##     :               :                           :...pressure_9am > 1006.1: [S69]
##     :               :                               pressure_9am <= 1006.1: [S70]
##     :               humidity_3pm <= 43:
##     :               :...humidity_3pm <= 15:
##     :                   :...cloud_3pm > 7:
##     :                   :   :...pressure_3pm <= 1007.2: No (8/1)
##     :                   :   :   pressure_3pm > 1007.2: Yes (7)
##     :                   :   cloud_3pm <= 7:
##     :                   :   :...wind_speed_9am <= 46: No (112/15)
##     :                   :       wind_speed_9am > 46:
##     :                   :       :...wind_speed_9am <= 52: Yes (4)
##     :                   :           wind_speed_9am > 52: No (2)
##     :                   humidity_3pm > 15:
##     :                   :...sunshine > 5.3:
##     :                       :...pressure_3pm > 1008.5: No (163/34)
##     :                       :   pressure_3pm <= 1008.5:
##     :                       :   :...temp_3pm > 30.2: Yes (69/28)
##     :                       :       temp_3pm <= 30.2:
##     :                       :       :...wind_dir_3pm in [N-WNW]: No (151/41)
##     :                       :           wind_dir_3pm in [NW-NNW]:
##     :                       :           :...evaporation > 7.5:
##     :                       :               :...wind_speed_3pm <= 22: Yes (2)
##     :                       :               :   wind_speed_3pm > 22: No (14)
##     :                       :               evaporation <= 7.5:
##     :                       :               :...sunshine > 8.1: Yes (9)
##     :                       :                   sunshine <= 8.1: [S71]
##     :                       sunshine <= 5.3:
##     :                       :...pressure_3pm <= 1004.1: Yes (98/32)
##     :                           pressure_3pm > 1004.1:
##     :                           :...wind_dir_9am in [ESE-NNW]: No (67/19)
##     :                               wind_dir_9am in [N-E]:
##     :                               :...wind_speed_9am <= 9: Yes (7)
##     :                                   wind_speed_9am > 9:
##     :                                   :...wind_speed_9am > 50: No (6)
##     :                                       wind_speed_9am <= 50:
##     :                                       :...cloud_3pm > 7:
##     :                                           :...rainfall > 0.1: No (2)
##     :                                           :   rainfall <= 0.1:
##     :                                           :   :...temp_9am > 27.9: No (3)
##     :                                           :       temp_9am <= 27.9: [S72]
##     :                                           cloud_3pm <= 7:
##     :                                           :...sunshine <= 0.7: No (10)
##     :                                               sunshine > 0.7: [S73]
##     rain_today = Yes:
##     :...humidity_3pm <= 50:
##         :...sunshine > 7:
##         :   :...wind_gust_speed <= 46:
##         :   :   :...wind_dir_3pm in [NE-NNW]: No (2585/181)
##         :   :   :   wind_dir_3pm in [N-NNE]:
##         :   :   :   :...wind_gust_speed <= 37: No (110/14)
##         :   :   :       wind_gust_speed > 37:
##         :   :   :       :...wind_speed_9am > 22: No (7)
##         :   :   :           wind_speed_9am <= 22:
##         :   :   :           :...rainfall <= 3.2: No (16/2)
##         :   :   :               rainfall > 3.2:
##         :   :   :               :...cloud_9am > 2: Yes (23/7)
##         :   :   :                   cloud_9am <= 2:
##         :   :   :                   :...humidity_3pm <= 23: Yes (2)
##         :   :   :                       humidity_3pm > 23: No (6)
##         :   :   wind_gust_speed > 46:
##         :   :   :...humidity_3pm <= 29: No (259/21)
##         :   :       humidity_3pm > 29:
##         :   :       :...max_temp > 29.9:
##         :   :           :...wind_gust_speed > 72: Yes (18/4)
##         :   :           :   wind_gust_speed <= 72:
##         :   :           :   :...wind_speed_3pm > 31: No (21)
##         :   :           :       wind_speed_3pm <= 31:
##         :   :           :       :...cloud_3pm > 7: Yes (8/1)
##         :   :           :           cloud_3pm <= 7:
##         :   :           :           :...wind_speed_9am > 22: No (22/3)
##         :   :           :               wind_speed_9am <= 22:
##         :   :           :               :...humidity_9am <= 76: No (68/25)
##         :   :           :                   humidity_9am > 76: Yes (41/14)
##         :   :           max_temp <= 29.9:
##         :   :           :...pressure_3pm <= 1001.3:
##         :   :               :...wind_dir_3pm = NNW: Yes (9/1)
##         :   :               :   wind_dir_3pm in [N-NW]:
##         :   :               :   :...temp_3pm <= 16.6: Yes (32/12)
##         :   :               :       temp_3pm > 16.6: No (55/15)
##         :   :               pressure_3pm > 1001.3:
##         :   :               :...humidity_3pm > 44:
##         :   :                   :...wind_speed_9am > 7: No (405/86)
##         :   :                   :   wind_speed_9am <= 7:
##         :   :                   :   :...cloud_3pm <= 5: No (21/9)
##         :   :                   :       cloud_3pm > 5: Yes (5)
##         :   :                   humidity_3pm <= 44:
##         :   :                   :...wind_dir_3pm in [N-NW]: No (615/69)
##         :   :                       wind_dir_3pm = NNW:
##         :   :                       :...humidity_9am <= 60: No (7)
##         :   :                           humidity_9am > 60:
##         :   :                           :...wind_speed_9am <= 9: No (3)
##         :   :                               wind_speed_9am > 9:
##         :   :                               :...temp_9am <= 12.7: No (4/1)
##         :   :                                   temp_9am > 12.7: Yes (8)
##         :   sunshine <= 7:
##         :   :...wind_gust_speed <= 41: No (280/48)
##         :       wind_gust_speed > 41:
##         :       :...pressure_3pm <= 1005.6:
##         :           :...humidity_3pm > 45: Yes (33/5)
##         :           :   humidity_3pm <= 45:
##         :           :   :...humidity_3pm <= 31: No (6)
##         :           :       humidity_3pm > 31:
##         :           :       :...pressure_9am <= 1003.1:
##         :           :           :...pressure_3pm <= 992.5: Yes (6)
##         :           :           :   pressure_3pm > 992.5: No (33/8)
##         :           :           pressure_9am > 1003.1:
##         :           :           :...evaporation <= 2.6: No (3)
##         :           :               evaporation > 2.6: Yes (26/4)
##         :           pressure_3pm > 1005.6:
##         :           :...humidity_9am <= 70:
##         :               :...wind_gust_speed <= 59: No (112/20)
##         :               :   wind_gust_speed > 59:
##         :               :   :...humidity_3pm <= 37: No (7)
##         :               :       humidity_3pm > 37:
##         :               :       :...wind_speed_9am > 35: No (5)
##         :               :           wind_speed_9am <= 35:
##         :               :           :...sunshine > 6.9: No (4)
##         :               :               sunshine <= 6.9:
##         :               :               :...max_temp > 24: Yes (4)
##         :               :                   max_temp <= 24:
##         :               :                   :...wind_speed_3pm <= 15: No (2)
##         :               :                       wind_speed_3pm > 15:
##         :               :                       :...sunshine <= 6.2: Yes (12/2)
##         :               :                           sunshine > 6.2: No (11/4)
##         :               humidity_9am > 70:
##         :               :...evaporation > 10.5: No (13)
##         :                   evaporation <= 10.5:
##         :                   :...wind_gust_speed > 70: Yes (9/1)
##         :                       wind_gust_speed <= 70:
##         :                       :...rainfall <= 5.9: No (83/24)
##         :                           rainfall > 5.9:
##         :                           :...rainfall > 33.6: No (5)
##         :                               rainfall <= 33.6:
##         :                               :...humidity_3pm <= 45:
##         :                                   :...wind_gust_speed <= 63: No (23/6)
##         :                                   :   wind_gust_speed > 63: Yes (3)
##         :                                   humidity_3pm > 45:
##         :                                   :...sunshine <= 6.5: Yes (33/3)
##         :                                       sunshine > 6.5:
##         :                                       :...evaporation <= 3.5: No (7/1)
##         :                                           evaporation > 3.5: Yes (2)
##         humidity_3pm > 50:
##         :...wind_gust_speed > 44:
##             :...pressure_3pm <= 1012.1:
##             :   :...evaporation <= 0.9:
##             :   :   :...wind_gust_speed <= 54: No (18)
##             :   :   :   wind_gust_speed > 54: Yes (16/6)
##             :   :   evaporation > 0.9:
##             :   :   :...sunshine > 8.7:
##             :   :       :...max_temp <= 30.5:
##             :   :       :   :...wind_gust_dir in [N-SW]: No (32/2)
##             :   :       :   :   wind_gust_dir in [WSW-NNW]:
##             :   :       :   :   :...pressure_9am <= 1010.6: No (37/13)
##             :   :       :   :       pressure_9am > 1010.6: Yes (6)
##             :   :       :   max_temp > 30.5:
##             :   :       :   :...humidity_3pm <= 52: No (5)
##             :   :       :       humidity_3pm > 52:
##             :   :       :       :...wind_speed_3pm > 30: Yes (9)
##             :   :       :           wind_speed_3pm <= 30:
##             :   :       :           :...sunshine <= 9.7: Yes (12/1)
##             :   :       :               sunshine > 9.7:
##             :   :       :               :...wind_gust_dir in [SSW-NNW]: No (4)
##             :   :       :                   wind_gust_dir in [N-S]: [S74]
##             :   :       sunshine <= 8.7:
##             :   :       :...wind_gust_speed <= 56:
##             :   :           :...cloud_9am <= 1: No (28/8)
##             :   :           :   cloud_9am > 1: Yes (671/289)
##             :   :           wind_gust_speed > 56:
##             :   :           :...humidity_9am > 84:
##             :   :               :...wind_dir_3pm in [NW-NNW]: Yes (58/3)
##             :   :               :   wind_dir_3pm in [N-WNW]:
##             :   :               :   :...humidity_3pm > 58: Yes (138/18)
##             :   :               :       humidity_3pm <= 58:
##             :   :               :       :...evaporation > 10.9: No (5)
##             :   :               :           evaporation <= 10.9:
##             :   :               :           :...cloud_3pm <= 4: No (14/5)
##             :   :               :               cloud_3pm > 4: Yes (51/12)
##             :   :               humidity_9am <= 84:
##             :   :               :...wind_speed_9am > 30:
##             :   :                   :...wind_gust_speed <= 69:
##             :   :                   :   :...wind_gust_dir in [N-SE]: No (7)
##             :   :                   :   :   wind_gust_dir in [SSE-NNW]:
##             :   :                   :   :   :...sunshine > 5.5: No (48/14)
##             :   :                   :   :       sunshine <= 5.5:
##             :   :                   :   :       :...evaporation <= 2.6: No (2)
##             :   :                   :   :           evaporation > 2.6: Yes (7)
##             :   :                   :   wind_gust_speed > 69:
##             :   :                   :   :...pressure_3pm <= 1010.3:
##             :   :                   :       :...cloud_3pm > 4: [S75]
##             :   :                   :       :   cloud_3pm <= 4: [S76]
##             :   :                   :       pressure_3pm > 1010.3:
##             :   :                   :       :...pressure_9am > 1008.1: No (9)
##             :   :                   :           pressure_9am <= 1008.1: [S77]
##             :   :                   wind_speed_9am <= 30:
##             :   :                   :...wind_gust_dir in [SSW-NNW]: Yes (297/73)
##             :   :                       wind_gust_dir in [N-S]:
##             :   :                       :...min_temp > 23.3: Yes (15)
##             :   :                           min_temp <= 23.3: [S78]
##             :   pressure_3pm > 1012.1:
##             :   :...sunshine > 8.8:
##             :       :...temp_3pm > 12.8: No (127/15)
##             :       :   temp_3pm <= 12.8:
##             :       :   :...wind_speed_3pm <= 30: No (12/1)
##             :       :       wind_speed_3pm > 30: Yes (10/1)
##             :       sunshine <= 8.8:
##             :       :...humidity_9am <= 68:
##             :           :...wind_dir_3pm in [WSW-NNW]:
##             :           :   :...pressure_9am > 1019.1: No (27/2)
##             :           :   :   pressure_9am <= 1019.1:
##             :           :   :   :...pressure_9am <= 1013.3:
##             :           :   :       :...humidity_3pm <= 67: No (24/2)
##             :           :   :       :   humidity_3pm > 67: Yes (2)
##             :           :   :       pressure_9am > 1013.3:
##             :           :   :       :...wind_speed_3pm <= 13: Yes (7)
##             :           :   :           wind_speed_3pm > 13:
##             :           :   :           :...pressure_3pm > 1019.6: No (8)
##             :           :   :               pressure_3pm <= 1019.6:
##             :           :   :               :...cloud_3pm <= 1: No (5)
##             :           :   :                   cloud_3pm > 1: Yes (89/37)
##             :           :   wind_dir_3pm in [N-SW]:
##             :           :   :...humidity_3pm <= 57: No (150/22)
##             :           :       humidity_3pm > 57:
##             :           :       :...wind_gust_speed > 70: Yes (16/6)
##             :           :           wind_gust_speed <= 70:
##             :           :           :...pressure_9am > 1022.1:
##             :           :               :...temp_9am <= 21.7: No (65/25)
##             :           :               :   temp_9am > 21.7: Yes (7)
##             :           :               pressure_9am <= 1022.1:
##             :           :               :...wind_dir_9am in [SSE-NNW]: No (110/13)
##             :           :                   wind_dir_9am in [N-SE]:
##             :           :                   :...cloud_9am > 7: Yes (3)
##             :           :                       cloud_9am <= 7: [S79]
##             :           humidity_9am > 68:
##             :           :...cloud_9am <= 3:
##             :               :...humidity_3pm <= 65: No (93/21)
##             :               :   humidity_3pm > 65:
##             :               :   :...sunshine <= 8.3: Yes (9/1)
##             :               :       sunshine > 8.3: No (3)
##             :               cloud_9am > 3:
##             :               :...rainfall <= 12.5:
##             :                   :...humidity_3pm > 63:
##             :                   :   :...humidity_9am > 77: Yes (219/90)
##             :                   :   :   humidity_9am <= 77:
##             :                   :   :   :...rainfall > 9.8: No (9)
##             :                   :   :       rainfall <= 9.8:
##             :                   :   :       :...wind_gust_speed > 61: Yes (11/2)
##             :                   :   :           wind_gust_speed <= 61:
##             :                   :   :           :...cloud_9am > 6: No (22/5)
##             :                   :   :               cloud_9am <= 6: [S80]
##             :                   :   humidity_3pm <= 63:
##             :                   :   :...humidity_3pm <= 51:
##             :                   :       :...wind_dir_9am in [N-SSE]: Yes (20/4)
##             :                   :       :   wind_dir_9am in [S-NNW]: No (71/34)
##             :                   :       humidity_3pm > 51:
##             :                   :       :...min_temp <= 4.9:
##             :                   :           :...wind_speed_9am > 17: No (37/1)
##             :                   :           :   wind_speed_9am <= 17:
##             :                   :           :   :...rainfall <= 5.5: No (20/2)
##             :                   :           :       rainfall > 5.5: [S81]
##             :                   :           min_temp > 4.9:
##             :                   :           :...wind_gust_speed > 52: [S82]
##             :                   :               wind_gust_speed <= 52:
##             :                   :               :...sunshine > 7.8: No (183/46)
##             :                   :                   sunshine <= 7.8: [S83]
##             :                   rainfall > 12.5:
##             :                   :...humidity_3pm <= 51: Yes (32/4)
##             :                       humidity_3pm > 51:
##             :                       :...sunshine <= 7.9: Yes (109/29)
##             :                           sunshine > 7.9:
##             :                           :...min_temp <= 5.2: No (14/1)
##             :                               min_temp > 5.2: [S84]
##             wind_gust_speed <= 44:
##             :...min_temp <= 5:
##                 :...pressure_3pm > 1013.7: No (534/50)
##                 :   pressure_3pm <= 1013.7:
##                 :   :...min_temp <= 0.6:
##                 :       :...min_temp <= -1.8: No (2)
##                 :       :   min_temp > -1.8: Yes (8)
##                 :       min_temp > 0.6:
##                 :       :...humidity_9am <= 62: Yes (3)
##                 :           humidity_9am > 62: No (56/11)
##                 min_temp > 5:
##                 :...wind_gust_speed <= 30:
##                     :...pressure_3pm > 1016:
##                     :   :...min_temp <= 18.6: No (864/99)
##                     :   :   min_temp > 18.6:
##                     :   :   :...wind_speed_9am <= 6: Yes (8/1)
##                     :   :       wind_speed_9am > 6: No (20/5)
##                     :   pressure_3pm <= 1016:
##                     :   :...humidity_3pm <= 61: No (396/65)
##                     :       humidity_3pm > 61:
##                     :       :...wind_speed_3pm > 11: No (175/43)
##                     :           wind_speed_3pm <= 11:
##                     :           :...wind_gust_speed <= 20:
##                     :               :...wind_gust_speed <= 17: Yes (5/1)
##                     :               :   wind_gust_speed > 17: No (33/6)
##                     :               wind_gust_speed > 20:
##                     :               :...wind_speed_9am <= 4: Yes (28/9)
##                     :                   wind_speed_9am > 4:
##                     :                   :...rainfall > 28.6: No (7)
##                     :                       rainfall <= 28.6:
##                     :                       :...wind_speed_3pm <= 9: [S85]
##                     :                           wind_speed_3pm > 9:
##                     :                           :...evaporation <= 1.4: No (3)
##                     :                               evaporation > 1.4: Yes (21/6)
##                     wind_gust_speed > 30:
##                     :...cloud_3pm <= 1:
##                         :...wind_dir_3pm in [N-NW]: No (200/18)
##                         :   wind_dir_3pm = NNW: Yes (3)
##                         cloud_3pm > 1:
##                         :...sunshine > 8.9: No (429/75)
##                             sunshine <= 8.9:
##                             :...pressure_9am <= 1009.3:
##                                 :...max_temp <= 18.5:
##                                 :   :...temp_3pm > 17.3: Yes (44/4)
##                                 :   :   temp_3pm <= 17.3:
##                                 :   :   :...cloud_3pm <= 4: Yes (15/2)
##                                 :   :       cloud_3pm > 4:
##                                 :   :       :...cloud_3pm <= 5: [S86]
##                                 :   :           cloud_3pm > 5: [S87]
##                                 :   max_temp > 18.5:
##                                 :   :...evaporation <= 3.5: Yes (79/28)
##                                 :       evaporation > 3.5:
##                                 :       :...wind_speed_3pm > 19: No (120/32)
##                                 :           wind_speed_3pm <= 19:
##                                 :           :...temp_3pm > 32.3: No (15)
##                                 :               temp_3pm <= 32.3:
##                                 :               :...wind_gust_speed > 41: [S88]
##                                 :                   wind_gust_speed <= 41:
##                                 :                   :...cloud_3pm <= 6: [S89]
##                                 :                       cloud_3pm > 6: [S90]
##                                 pressure_9am > 1009.3:
##                                 :...humidity_9am <= 80:
##                                     :...wind_dir_3pm in [WSW-NNW]: No (354/126)
##                                     :   wind_dir_3pm in [N-SW]:
##                                     :   :...wind_gust_dir in [N-E]:
##                                     :       :...cloud_9am > 3:
##                                     :       :   :...sunshine <= 8.4: Yes (99/45)
##                                     :       :   :   sunshine > 8.4: No (117/32)
##                                     :       :   cloud_9am <= 3: [S91]
##                                     :       wind_gust_dir in [ESE-NNW]:
##                                     :       :...max_temp <= 14: [S92]
##                                     :           max_temp > 14: [S93]
##                                     humidity_9am > 80:
##                                     :...rainfall > 7.5:
##                                         :...cloud_9am <= 7:
##                                         :   :...sunshine <= 5.5: Yes (99/41)
##                                         :   :   sunshine > 5.5:
##                                         :   :   :...cloud_3pm > 5: No (78/21)
##                                         :   :       cloud_3pm <= 5:
##                                         :   :       :...wind_speed_9am <= 15: [S94]
##                                         :   :           wind_speed_9am > 15: [S95]
##                                         :   cloud_9am > 7:
##                                         :   :...wind_dir_3pm in [SSE-NNW]: [S96]
##                                         :       wind_dir_3pm in [N-SE]: [S97]
##                                         rainfall <= 7.5:
##                                         :...temp_9am <= 9.2:
##                                             :...pressure_3pm > 1016.3: No (72/4)
##                                             :   pressure_3pm <= 1016.3:
##                                             :   :...max_temp <= 14.8: Yes (24/10)
##                                             :       max_temp > 14.8: No (11)
##                                             temp_9am > 9.2:
##                                             :...pressure_3pm <= 1007.5:
##                                                 :...sunshine <= 6.8: Yes (10)
##                                                 :   sunshine > 6.8: [S98]
##                                                 pressure_3pm > 1007.5: [S99]
## 
## SubTree [S1]
## 
## humidity_9am <= 95: Yes (4/1)
## humidity_9am > 95: No (21/2)
## 
## SubTree [S2]
## 
## pressure_9am <= 1006.1: Yes (2)
## pressure_9am > 1006.1: No (8)
## 
## SubTree [S3]
## 
## wind_dir_3pm in [NW-NNW]: Yes (11)
## wind_dir_3pm in [N-WNW]:
## :...temp_3pm <= 13.4: Yes (30/10)
##     temp_3pm > 13.4: No (53/17)
## 
## SubTree [S4]
## 
## pressure_3pm <= 1019.6: No (8)
## pressure_3pm > 1019.6: Yes (4/1)
## 
## SubTree [S5]
## 
## humidity_9am <= 94: Yes (68/17)
## humidity_9am > 94:
## :...evaporation <= 2.5: Yes (2)
##     evaporation > 2.5: No (7/1)
## 
## SubTree [S6]
## 
## temp_9am > 21.5: No (5)
## temp_9am <= 21.5:
## :...temp_9am <= 11.1: No (3)
##     temp_9am > 11.1: Yes (56/9)
## 
## SubTree [S7]
## 
## cloud_9am <= 5: No (5/1)
## cloud_9am > 5: Yes (33/10)
## 
## SubTree [S8]
## 
## wind_dir_9am in [N-NNE]: Yes (3)
## wind_dir_9am in [NE-NNW]: No (50/10)
## 
## SubTree [S9]
## 
## wind_speed_9am <= 13: Yes (14/2)
## wind_speed_9am > 13:
## :...sunshine <= 7.9: Yes (47/16)
##     sunshine > 7.9:
##     :...evaporation <= 4.1: No (4)
##         evaporation > 4.1:
##         :...wind_speed_3pm <= 30: Yes (8/1)
##             wind_speed_3pm > 30: No (52/18)
## 
## SubTree [S10]
## 
## wind_speed_9am <= 17: Yes (7)
## wind_speed_9am > 17: No (2)
## 
## SubTree [S11]
## 
## pressure_3pm <= 1010.7: Yes (7/2)
## pressure_3pm > 1010.7: No (6)
## 
## SubTree [S12]
## 
## wind_dir_3pm in [N-SSE]: Yes (19/6)
## wind_dir_3pm in [S-NNW]: No (25/6)
## 
## SubTree [S13]
## 
## wind_speed_9am <= 22: Yes (23/4)
## wind_speed_9am > 22: No (3)
## 
## SubTree [S14]
## 
## wind_gust_dir in [N-NNE]: No (19/8)
## wind_gust_dir in [NE-ESE]: Yes (76/21)
## 
## SubTree [S15]
## 
## cloud_9am > 4: No (501/212)
## cloud_9am <= 4:
## :...cloud_3pm > 7: Yes (6)
##     cloud_3pm <= 7:
##     :...cloud_9am > 2: Yes (18/6)
##         cloud_9am <= 2:
##         :...wind_speed_3pm <= 7: Yes (4)
##             wind_speed_3pm > 7:
##             :...rainfall <= 14.4: No (12/1)
##                 rainfall > 14.4: Yes (2)
## 
## SubTree [S16]
## 
## wind_gust_dir in [N-E]: Yes (2)
## wind_gust_dir in [ESE-NNW]: No (25/3)
## 
## SubTree [S17]
## 
## humidity_3pm <= 72: No (22/6)
## humidity_3pm > 72: Yes (11/3)
## 
## SubTree [S18]
## 
## wind_gust_dir in [E-S]: No (12/2)
## wind_gust_dir in [SSW-NNW]: Yes (3)
## 
## SubTree [S19]
## 
## evaporation > 3.7: No (32/4)
## evaporation <= 3.7:
## :...max_temp <= 24.3: No (2)
##     max_temp > 24.3: Yes (5)
## 
## SubTree [S20]
## 
## sunshine <= 3.7: No (6)
## sunshine > 3.7: Yes (48/16)
## 
## SubTree [S21]
## 
## cloud_9am > 6: No (140/37)
## cloud_9am <= 6:
## :...rainfall <= 1.5: No (524/198)
##     rainfall > 1.5: Yes (35/13)
## 
## SubTree [S22]
## 
## wind_dir_9am in [N-NNE]: No (2)
## wind_dir_9am in [NE-NNW]: Yes (4)
## 
## SubTree [S23]
## 
## wind_gust_dir in [N-SE]: Yes (59/16)
## wind_gust_dir in [SSE-NNW]: No (173/73)
## 
## SubTree [S24]
## 
## wind_gust_speed <= 37: No (41/13)
## wind_gust_speed > 37:
## :...temp_3pm <= 16.9: Yes (44/10)
##     temp_3pm > 16.9:
##     :...wind_speed_9am <= 7: Yes (4)
##         wind_speed_9am > 7: No (21/5)
## 
## SubTree [S25]
## 
## pressure_3pm > 1018.7: No (54/7)
## pressure_3pm <= 1018.7:
## :...cloud_3pm <= 7:
##     :...wind_dir_3pm in [NE-WSW]: No (138/39)
##     :   wind_dir_3pm in [W-NNW]:
##     :   :...cloud_9am <= 2: No (3)
##     :       cloud_9am > 2: Yes (20/6)
##     cloud_3pm > 7:
##     :...wind_dir_3pm = NNW: No (20/2)
##         wind_dir_3pm in [NE-NW]:
##         :...min_temp <= 11.2: Yes (39/16)
##             min_temp > 11.2: No (152/47)
## 
## SubTree [S26]
## 
## pressure_9am <= 1016.5: Yes (6)
## pressure_9am > 1016.5: No (3)
## 
## SubTree [S27]
## 
## wind_dir_3pm in [N-ENE]: Yes (12/2)
## wind_dir_3pm in [E-SSE]: No (4)
## 
## SubTree [S28]
## 
## wind_gust_dir in [N-SE]: Yes (11/2)
## wind_gust_dir in [SSE-NNW]: No (5)
## 
## SubTree [S29]
## 
## pressure_3pm <= 1004.1: No (2)
## pressure_3pm > 1004.1: Yes (8)
## 
## SubTree [S30]
## 
## humidity_3pm <= 69: No (2)
## humidity_3pm > 69: Yes (15/2)
## 
## SubTree [S31]
## 
## pressure_9am <= 1006.1: No (2)
## pressure_9am > 1006.1: Yes (17/2)
## 
## SubTree [S32]
## 
## sunshine > 8.6: No (2)
## sunshine <= 8.6:
## :...evaporation <= 6.2: Yes (16/4)
##     evaporation > 6.2: No (2)
## 
## SubTree [S33]
## 
## cloud_9am <= 7: No (112/41)
## cloud_9am > 7:
## :...pressure_3pm <= 1009.4: Yes (7)
##     pressure_3pm > 1009.4:
##     :...sunshine <= 8.4: Yes (2)
##         sunshine > 8.4:
##         :...humidity_9am <= 92: No (8)
##             humidity_9am > 92: Yes (2)
## 
## SubTree [S34]
## 
## pressure_9am <= 1015.9: No (36/1)
## pressure_9am > 1015.9:
## :...wind_dir_3pm in [N-SW]: No (228/58)
##     wind_dir_3pm = WSW: Yes (3)
## 
## SubTree [S35]
## 
## rain_today = Yes: No (11/1)
## rain_today = No:
## :...humidity_9am <= 70:
##     :...pressure_3pm <= 1018.6: Yes (12)
##     :   pressure_3pm > 1018.6: No (3)
##     humidity_9am > 70:
##     :...max_temp <= 15.5: No (9)
##         max_temp > 15.5:
##         :...min_temp <= 7.3: Yes (3)
##             min_temp > 7.3:
##             :...wind_gust_speed > 52: No (11/2)
##                 wind_gust_speed <= 52:
##                 :...wind_gust_dir in [N-SSE]: No (23/7)
##                     wind_gust_dir in [S-NNW]: Yes (7/1)
## 
## SubTree [S36]
## 
## pressure_3pm <= 1002.4: Yes (2)
## pressure_3pm > 1002.4: No (15/1)
## 
## SubTree [S37]
## 
## pressure_9am > 1011.2: Yes (13)
## pressure_9am <= 1011.2:
## :...wind_dir_3pm in [N-ESE]: Yes (5)
##     wind_dir_3pm in [SE-NNW]: No (43/20)
## 
## SubTree [S38]
## 
## wind_gust_dir in [N-NE]: Yes (16/1)
## wind_gust_dir in [ENE-NNW]:
## :...rainfall > 0.7:
##     :...sunshine <= 10.9: No (25/3)
##     :   sunshine > 10.9: Yes (2)
##     rainfall <= 0.7:
##     :...wind_gust_speed > 41: Yes (4)
##         wind_gust_speed <= 41:
##         :...wind_gust_dir in [ENE-WNW]: No (13/3)
##             wind_gust_dir in [NW-NNW]: Yes (3)
## 
## SubTree [S39]
## 
## sunshine <= 8.4: Yes (23/9)
## sunshine > 8.4: No (366/99)
## 
## SubTree [S40]
## 
## cloud_9am > 1: No (210/33)
## cloud_9am <= 1:
## :...evaporation > 5.8: Yes (5)
##     evaporation <= 5.8:
##     :...evaporation <= 4: Yes (2)
##         evaporation > 4: No (7)
## 
## SubTree [S41]
## 
## cloud_3pm <= 7: Yes (57/21)
## cloud_3pm > 7: No (7/1)
## 
## SubTree [S42]
## 
## temp_9am <= 19.7: No (26/1)
## temp_9am > 19.7:
## :...max_temp > 35.3: No (11)
##     max_temp <= 35.3:
##     :...humidity_3pm <= 62: Yes (51/23)
##         humidity_3pm > 62: No (33/5)
## 
## SubTree [S43]
## 
## wind_gust_dir in [N-W]: No (96/14)
## wind_gust_dir in [WNW-NNW]: Yes (8/3)
## 
## SubTree [S44]
## 
## wind_dir_3pm = NNW: Yes (4)
## wind_dir_3pm in [WNW-NW]:
## :...min_temp <= 11.7: No (5)
##     min_temp > 11.7: Yes (2)
## 
## SubTree [S45]
## 
## wind_speed_3pm <= 15: Yes (15/3)
## wind_speed_3pm > 15: No (9/2)
## 
## SubTree [S46]
## 
## sunshine <= 2: No (3)
## sunshine > 2: Yes (16/1)
## 
## SubTree [S47]
## 
## wind_dir_9am = N:
## :...wind_gust_speed <= 35: No (5)
## :   wind_gust_speed > 35:
## :   :...cloud_3pm <= 5: No (15/4)
## :       cloud_3pm > 5: Yes (50/21)
## wind_dir_9am in [NNE-ENE]:
## :...wind_gust_speed <= 41: No (62/8)
##     wind_gust_speed > 41:
##     :...cloud_9am > 6: No (47/13)
##         cloud_9am <= 6:
##         :...wind_speed_9am <= 9: Yes (10)
##             wind_speed_9am > 9: No (31/13)
## 
## SubTree [S48]
## 
## wind_dir_9am in [NNE-ENE]: Yes (193/89)
## wind_dir_9am = N:
## :...wind_speed_9am <= 9:
##     :...wind_dir_3pm in [N-WNW]: No (25/3)
##     :   wind_dir_3pm in [NW-NNW]: Yes (7/2)
##     wind_speed_9am > 9:
##     :...cloud_9am > 7: Yes (8)
##         cloud_9am <= 7:
##         :...sunshine <= 6.1:
##             :...cloud_9am <= 2: No (8/1)
##             :   cloud_9am > 2:
##             :   :...temp_9am <= 8.3: No (7/1)
##             :       temp_9am > 8.3: Yes (72/27)
##             sunshine > 6.1:
##             :...evaporation > 4.7: Yes (3)
##                 evaporation <= 4.7:
##                 :...cloud_3pm > 6: No (14)
##                     cloud_3pm <= 6:
##                     :...humidity_3pm <= 60: No (15/2)
##                         humidity_3pm > 60: Yes (3)
## 
## SubTree [S49]
## 
## humidity_3pm <= 46: No (3)
## humidity_3pm > 46: Yes (5)
## 
## SubTree [S50]
## 
## wind_gust_speed <= 44: No (12/4)
## wind_gust_speed > 44: Yes (4)
## 
## SubTree [S51]
## 
## wind_gust_dir in [N-WSW]: No (191/50)
## wind_gust_dir in [W-NNW]:
## :...cloud_3pm > 7: Yes (11/2)
##     cloud_3pm <= 7:
##     :...cloud_9am <= 4: Yes (19/6)
##         cloud_9am > 4: No (74/24)
## 
## SubTree [S52]
## 
## humidity_9am <= 61: No (2)
## humidity_9am > 61: Yes (22/3)
## 
## SubTree [S53]
## 
## humidity_9am > 89: Yes (7)
## humidity_9am <= 89:
## :...cloud_9am <= 5: Yes (5/1)
##     cloud_9am > 5:
##     :...sunshine <= 3: Yes (4/1)
##         sunshine > 3: No (11)
## 
## SubTree [S54]
## 
## evaporation <= 10.8: No (20)
## evaporation > 10.8: Yes (2)
## 
## SubTree [S55]
## 
## wind_speed_9am <= 4: Yes (21/10)
## wind_speed_9am > 4:
## :...wind_speed_9am > 7:
##     :...max_temp <= 26.7: Yes (26/12)
##     :   max_temp > 26.7:
##     :   :...pressure_9am <= 1009.6: Yes (4/1)
##     :       pressure_9am > 1009.6: No (27/2)
##     wind_speed_9am <= 7:
##     :...wind_speed_9am > 6: No (43/8)
##         wind_speed_9am <= 6:
##         :...wind_speed_3pm > 19: No (8)
##             wind_speed_3pm <= 19:
##             :...temp_9am > 26: Yes (6)
##                 temp_9am <= 26:
##                 :...wind_speed_3pm <= 11: No (12)
##                     wind_speed_3pm > 11:
##                     :...wind_dir_9am in [E-SE]: No (5)
##                         wind_dir_9am in [SSE-NNW]: Yes (8/1)
## 
## SubTree [S56]
## 
## wind_gust_speed > 74: Yes (28/6)
## wind_gust_speed <= 74:
## :...cloud_3pm <= 4: No (38/12)
##     cloud_3pm > 4: Yes (160/77)
## 
## SubTree [S57]
## 
## cloud_3pm > 5: Yes (11/3)
## cloud_3pm <= 5:
## :...temp_9am <= 26.9: No (53/6)
##     temp_9am > 26.9:
##     :...wind_speed_9am <= 30: Yes (6)
##         wind_speed_9am > 30: No (2)
## 
## SubTree [S58]
## 
## humidity_9am <= 51: No (3)
## humidity_9am > 51: Yes (14/2)
## 
## SubTree [S59]
## 
## wind_speed_3pm > 46: Yes (8/1)
## wind_speed_3pm <= 46:
## :...wind_speed_3pm <= 26: Yes (33/13)
##     wind_speed_3pm > 26: No (46/12)
## 
## SubTree [S60]
## 
## wind_dir_9am in [N-S]: Yes (134/38)
## wind_dir_9am in [SSW-NNW]: No (25/10)
## 
## SubTree [S61]
## 
## wind_speed_3pm > 37: No (34/2)
## wind_speed_3pm <= 37:
## :...cloud_3pm <= 5: No (85/26)
##     cloud_3pm > 5: Yes (19/6)
## 
## SubTree [S62]
## 
## cloud_9am <= 3: No (14/3)
## cloud_9am > 3:
## :...humidity_3pm > 49: No (5)
##     humidity_3pm <= 49:
##     :...wind_dir_3pm in [N-NE]: Yes (43/6)
##         wind_dir_3pm = ENE:
##         :...temp_9am <= 28.7: No (3)
##             temp_9am > 28.7: Yes (2)
## 
## SubTree [S63]
## 
## temp_3pm <= 11.9: No (3)
## temp_3pm > 11.9: Yes (16/1)
## 
## SubTree [S64]
## 
## wind_gust_dir in [N-NW]: Yes (114/52)
## wind_gust_dir = NNW: No (5)
## 
## SubTree [S65]
## 
## wind_gust_speed <= 67: Yes (24/2)
## wind_gust_speed > 67: No (2)
## 
## SubTree [S66]
## 
## wind_dir_9am = N: Yes (4)
## wind_dir_9am in [NNE-NNW]: No (10/2)
## 
## SubTree [S67]
## 
## wind_speed_9am > 39: No (9)
## wind_speed_9am <= 39:
## :...wind_dir_9am in [NW-NNW]:
##     :...cloud_9am <= 4: No (2)
##     :   cloud_9am > 4: Yes (22/3)
##     wind_dir_9am in [N-WNW]:
##     :...wind_dir_9am in [N-SE]:
##         :...wind_gust_speed <= 67: No (35/15)
##         :   wind_gust_speed > 67: Yes (10)
##         wind_dir_9am in [SSE-WNW]:
##         :...humidity_9am > 68: No (33/4)
##             humidity_9am <= 68:
##             :...humidity_9am <= 66: No (4/1)
##                 humidity_9am > 66: Yes (5)
## 
## SubTree [S68]
## 
## wind_speed_9am <= 20: No (13)
## wind_speed_9am > 20:
## :...pressure_3pm <= 1023: No (13/2)
##     pressure_3pm > 1023: Yes (3)
## 
## SubTree [S69]
## 
## evaporation <= 11.4: Yes (108/50)
## evaporation > 11.4: No (7)
## 
## SubTree [S70]
## 
## pressure_9am <= 1000.4: No (2)
## pressure_9am > 1000.4:
## :...humidity_3pm <= 50: No (2)
##     humidity_3pm > 50: Yes (28/2)
## 
## SubTree [S71]
## 
## wind_speed_9am > 35: Yes (7)
## wind_speed_9am <= 35:
## :...cloud_3pm <= 6: No (41/10)
##     cloud_3pm > 6: Yes (22/8)
## 
## SubTree [S72]
## 
## min_temp <= 10.9: No (2)
## min_temp > 10.9: Yes (14)
## 
## SubTree [S73]
## 
## cloud_3pm <= 3: Yes (4)
## cloud_3pm > 3:
## :...wind_dir_9am = E: Yes (3)
##     wind_dir_9am in [N-ENE]:
##     :...wind_gust_speed <= 56: No (15/2)
##         wind_gust_speed > 56:
##         :...cloud_9am <= 5: No (7/1)
##             cloud_9am > 5:
##             :...temp_9am > 24.3: Yes (10)
##                 temp_9am <= 24.3:
##                 :...humidity_9am <= 34: No (6)
##                     humidity_9am > 34:
##                     :...wind_gust_dir in [W-NNW]: Yes (7)
##                         wind_gust_dir in [N-WSW]:
##                         :...humidity_9am <= 46: Yes (4)
##                             humidity_9am > 46:
##                             :...cloud_9am <= 6: Yes (2)
##                                 cloud_9am > 6:
##                                 :...pressure_3pm <= 1006.2: Yes (2)
##                                     pressure_3pm > 1006.2: No (12/1)
## 
## SubTree [S74]
## 
## wind_gust_dir in [ESE-S]: Yes (8/1)
## wind_gust_dir in [N-E]:
## :...rainfall <= 9.8: No (6)
##     rainfall > 9.8:
##     :...temp_3pm <= 31.9: No (2)
##         temp_3pm > 31.9: Yes (4)
## 
## SubTree [S75]
## 
## wind_dir_9am = N: No (4/1)
## wind_dir_9am in [NNE-NNW]: Yes (54/7)
## 
## SubTree [S76]
## 
## wind_dir_3pm in [WNW-NNW]: Yes (4)
## wind_dir_3pm in [N-W]:
## :...wind_gust_speed <= 80: No (8/1)
##     wind_gust_speed > 80: Yes (2)
## 
## SubTree [S77]
## 
## wind_dir_9am in [N-WSW]: Yes (4)
## wind_dir_9am in [W-NNW]:
## :...sunshine <= 8.2: Yes (2)
##     sunshine > 8.2: No (3)
## 
## SubTree [S78]
## 
## wind_dir_3pm in [N-NNE]: Yes (11/1)
## wind_dir_3pm in [NE-NNW]:
## :...cloud_9am <= 4: Yes (6/1)
##     cloud_9am > 4:
##     :...humidity_9am <= 68: No (11)
##         humidity_9am > 68:
##         :...humidity_9am <= 72: Yes (11/3)
##             humidity_9am > 72: No (23/6)
## 
## SubTree [S79]
## 
## humidity_9am <= 57: Yes (2)
## humidity_9am > 57:
## :...temp_9am <= 24.1: No (12)
##     temp_9am > 24.1:
##     :...humidity_3pm <= 62: No (5/1)
##         humidity_3pm > 62: Yes (4)
## 
## SubTree [S80]
## 
## sunshine <= 7.5: Yes (7/1)
## sunshine > 7.5: No (49/20)
## 
## SubTree [S81]
## 
## wind_gust_speed <= 50: No (5/1)
## wind_gust_speed > 50: Yes (5)
## 
## SubTree [S82]
## 
## wind_gust_dir in [N-WNW]: No (234/97)
## wind_gust_dir in [NW-NNW]:
## :...temp_9am > 12.7: Yes (9)
##     temp_9am <= 12.7:
##     :...min_temp <= 8.8: Yes (3)
##         min_temp > 8.8: No (4)
## 
## SubTree [S83]
## 
## humidity_9am <= 90: No (87/31)
## humidity_9am > 90:
## :...wind_speed_3pm <= 19: No (4)
##     wind_speed_3pm > 19:
##     :...cloud_3pm <= 3: No (4/1)
##         cloud_3pm > 3: Yes (21/2)
## 
## SubTree [S84]
## 
## wind_dir_9am in [W-NNW]: Yes (29/4)
## wind_dir_9am in [N-WSW]:
## :...temp_3pm > 26.8: Yes (8)
##     temp_3pm <= 26.8:
##     :...wind_dir_9am in [N-ESE]: No (8)
##         wind_dir_9am in [SE-WSW]:
##         :...cloud_3pm <= 4: Yes (13/3)
##             cloud_3pm > 4:
##             :...humidity_9am <= 88:
##                 :...humidity_3pm <= 63: No (45/7)
##                 :   humidity_3pm > 63: Yes (27/12)
##                 humidity_9am > 88:
##                 :...max_temp <= 18.7:
##                     :...wind_gust_dir in [N-S]: No (5)
##                     :   wind_gust_dir in [SSW-NNW]: Yes (7/1)
##                     max_temp > 18.7:
##                     :...pressure_9am <= 1014.3: No (3)
##                         pressure_9am > 1014.3: Yes (11/1)
## 
## SubTree [S85]
## 
## wind_speed_9am <= 15: No (45/15)
## wind_speed_9am > 15: Yes (3)
## 
## SubTree [S86]
## 
## wind_gust_dir in [N-SE]: Yes (4)
## wind_gust_dir in [SSE-NNW]: No (34/14)
## 
## SubTree [S87]
## 
## wind_gust_speed <= 37: No (9/3)
## wind_gust_speed > 37:
## :...wind_gust_speed <= 41: Yes (14)
##     wind_gust_speed > 41:
##     :...wind_speed_3pm <= 20: Yes (7)
##         wind_speed_3pm > 20:
##         :...cloud_3pm <= 7: No (5)
##             cloud_3pm > 7: Yes (2)
## 
## SubTree [S88]
## 
## wind_dir_3pm in [WSW-NNW]: Yes (12)
## wind_dir_3pm in [N-SW]:
## :...cloud_9am <= 6: Yes (10/1)
##     cloud_9am > 6: No (7/1)
## 
## SubTree [S89]
## 
## cloud_3pm > 5: No (7/1)
## cloud_3pm <= 5:
## :...cloud_3pm <= 4:
##     :...humidity_9am <= 83: No (8)
##     :   humidity_9am > 83: Yes (4/1)
##     cloud_3pm > 4:
##     :...rainfall <= 4.5: No (22/3)
##         rainfall > 4.5: Yes (60/28)
## 
## SubTree [S90]
## 
## wind_speed_3pm <= 11: No (9/1)
## wind_speed_3pm > 11:
## :...rainfall > 16.4: Yes (12)
##     rainfall <= 16.4:
##     :...sunshine <= 5.9: Yes (13/3)
##         sunshine > 5.9:
##         :...wind_speed_9am <= 7: Yes (4/1)
##             wind_speed_9am > 7: No (8)
## 
## SubTree [S91]
## 
## wind_gust_speed <= 43: No (21)
## wind_gust_speed > 43:
## :...humidity_3pm <= 58: No (3)
##     humidity_3pm > 58: Yes (3)
## 
## SubTree [S92]
## 
## wind_speed_9am > 26: Yes (12/1)
## wind_speed_9am <= 26:
## :...cloud_3pm > 6: No (20/2)
##     cloud_3pm <= 6:
##     :...humidity_9am > 77: Yes (6)
##         humidity_9am <= 77:
##         :...temp_9am <= 11.5: No (37/7)
##             temp_9am > 11.5: Yes (8/2)
## 
## SubTree [S93]
## 
## wind_dir_3pm in [N-SE]: No (720/184)
## wind_dir_3pm in [SSE-SW]:
## :...wind_dir_9am in [W-NNW]:
##     :...wind_gust_speed <= 41: No (34/7)
##     :   wind_gust_speed > 41: Yes (10/1)
##     wind_dir_9am in [N-WSW]:
##     :...cloud_9am > 2: No (461/57)
##         cloud_9am <= 2:
##         :...humidity_3pm <= 59: No (10/1)
##             humidity_3pm > 59:
##             :...rainfall <= 11.2: Yes (9/2)
##                 rainfall > 11.2: No (2)
## 
## SubTree [S94]
## 
## wind_dir_3pm in [N-NW]: No (240/91)
## wind_dir_3pm = NNW: Yes (3)
## 
## SubTree [S95]
## 
## wind_speed_3pm <= 17:
## :...humidity_9am <= 98: No (15/1)
## :   humidity_9am > 98: Yes (3)
## wind_speed_3pm > 17:
## :...wind_dir_3pm in [N-WNW]: Yes (53/15)
##     wind_dir_3pm in [NW-NNW]: No (4)
## 
## SubTree [S96]
## 
## pressure_9am > 1028.4: Yes (5)
## pressure_9am <= 1028.4:
## :...wind_speed_9am <= 4: Yes (13/3)
##     wind_speed_9am > 4: No (75/26)
## 
## SubTree [S97]
## 
## humidity_9am > 95: Yes (40/5)
## humidity_9am <= 95:
## :...temp_9am > 25.2: Yes (6)
##     temp_9am <= 25.2:
##     :...humidity_3pm <= 66: Yes (72/30)
##         humidity_3pm > 66:
##         :...wind_speed_3pm <= 11: Yes (2)
##             wind_speed_3pm > 11: No (11)
## 
## SubTree [S98]
## 
## wind_gust_speed <= 33: No (4)
## wind_gust_speed > 33: Yes (11/2)
## 
## SubTree [S99]
## 
## wind_gust_speed <= 37: No (465/134)
## wind_gust_speed > 37:
## :...humidity_9am <= 83: No (102/27)
##     humidity_9am > 83:
##     :...cloud_3pm <= 3: No (35/8)
##         cloud_3pm > 3:
##         :...cloud_9am <= 5: No (156/55)
##             cloud_9am > 5:
##             :...rainfall <= 1.9:
##                 :...wind_gust_speed > 39: Yes (12/5)
##                 :   wind_gust_speed <= 39:
##                 :   :...max_temp <= 14.9: Yes (4)
##                 :       max_temp > 14.9:
##                 :       :...temp_3pm <= 25.4: No (58/8)
##                 :           temp_3pm > 25.4: Yes (4/1)
##                 rainfall > 1.9:
##                 :...cloud_3pm > 6:
##                     :...humidity_3pm > 61: Yes (48/20)
##                     :   humidity_3pm <= 61:
##                     :   :...wind_speed_9am > 7: No (28/2)
##                     :       wind_speed_9am <= 7:
##                     :       :...evaporation <= 3.1: No (5/1)
##                     :           evaporation > 3.1: Yes (5)
##                     cloud_3pm <= 6:
##                     :...cloud_3pm <= 4:
##                         :...pressure_3pm <= 1014.1: Yes (2)
##                         :   pressure_3pm > 1014.1: No (7)
##                         cloud_3pm > 4:
##                         :...cloud_3pm > 5: Yes (32/9)
##                             cloud_3pm <= 5:
##                             :...pressure_9am <= 1017.8: Yes (72/21)
##                                 pressure_9am > 1017.8:
##                                 :...rainfall > 4.3: No (21/4)
##                                     rainfall <= 4.3:
##                                     :...humidity_3pm <= 52: Yes (22/6)
##                                         humidity_3pm > 52: No (4)
## 
## 
## Evaluation on training data (134001 cases):
## 
##      Decision Tree   
##    ----------------  
##    Size      Errors  
## 
##     920 16741(12.5%)   <<
## 
## 
##      (a)    (b)    <-classified as
##    -----  -----
##   101226   4609    (a): class No
##    12132  16034    (b): class Yes
## 
## 
##  Attribute usage:
## 
##  100.00% humidity_3pm
##   92.96% wind_gust_speed
##   86.01% sunshine
##   81.72% rain_today
##   50.17% pressure_3pm
##   25.38% rainfall
##   20.79% wind_dir_3pm
##   17.66% cloud_3pm
##   15.36% min_temp
##   15.18% max_temp
##   14.26% temp_9am
##   13.57% pressure_9am
##   10.68% humidity_9am
##    8.22% temp_3pm
##    7.59% cloud_9am
##    5.86% wind_speed_3pm
##    5.50% wind_speed_9am
##    5.30% wind_dir_9am
##    5.16% wind_gust_dir
##    5.16% evaporation
## 
## 
## Time: 2.9 secs


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