20.70 C5.0 Summary

summary(model)
## 
## Call:
## C5.0.formula(formula = form, data = ds[tr, vars])
## 
## 
## C5.0 [Release 2.07 GPL Edition]      Fri Nov 26 09:24:10 2021
## -------------------------------
## 
## Class specified by attribute `outcome'
## 
## Read 139059 cases (21 attributes) from undefined.data
## 
## Decision tree:
## 
## humidity_3pm > 68:
## :...humidity_3pm <= 82:
## :   :...rain_today = Yes:
## :   :   :...temp_9am <= 4.1: No (71/11)
## :   :   :   temp_9am > 4.1:
## :   :   :   :...wind_gust_speed <= 43:
## :   :   :       :...pressure_3pm <= 1013.8:
## :   :   :       :   :...humidity_3pm > 77:
## :   :   :       :   :   :...min_temp > 23.4: Yes (73/6)
## :   :   :       :   :   :   min_temp <= 23.4:
## :   :   :       :   :   :   :...cloud_3pm <= 6:
## :   :   :       :   :   :       :...pressure_9am <= 1005: Yes (19/1)
## :   :   :       :   :   :       :   pressure_9am > 1005:
## :   :   :       :   :   :       :   :...temp_3pm > 24.9: No (27/6)
## :   :   :       :   :   :       :       temp_3pm <= 24.9:
## :   :   :       :   :   :       :       :...sunshine <= 4.2: No (15/6)
## :   :   :       :   :   :       :           sunshine > 4.2: Yes (109/42)
## :   :   :       :   :   :       cloud_3pm > 6:
## :   :   :       :   :   :       :...cloud_3pm > 7: Yes (121/42)
## :   :   :       :   :   :           cloud_3pm <= 7:
## :   :   :       :   :   :           :...cloud_9am > 7: Yes (32/3)
## :   :   :       :   :   :               cloud_9am <= 7:
## :   :   :       :   :   :               :...humidity_3pm > 80:
## :   :   :       :   :   :                   :...humidity_9am <= 90: No (12/3)
## :   :   :       :   :   :                   :   humidity_9am > 90: Yes (4)
## :   :   :       :   :   :                   humidity_3pm <= 80:
## :   :   :       :   :   :                   :...humidity_3pm > 78: Yes (25/3)
## :   :   :       :   :   :                       humidity_3pm <= 78: [S1]
## :   :   :       :   :   humidity_3pm <= 77:
## :   :   :       :   :   :...wind_gust_speed <= 30:
## :   :   :       :   :       :...humidity_9am <= 83: No (107/32)
## :   :   :       :   :       :   humidity_9am > 83: Yes (175/86)
## :   :   :       :   :       wind_gust_speed > 30:
## :   :   :       :   :       :...cloud_9am > 5:
## :   :   :       :   :           :...wind_gust_speed > 41: No (36/15)
## :   :   :       :   :           :   wind_gust_speed <= 41:
## :   :   :       :   :           :   :...wind_speed_3pm <= 19: Yes (243/71)
## :   :   :       :   :           :       wind_speed_3pm > 19:
## :   :   :       :   :           :       :...wind_dir_3pm in [N-NW]: Yes (169/69)
## :   :   :       :   :           :           wind_dir_3pm = NNW: No (5)
## :   :   :       :   :           cloud_9am <= 5:
## :   :   :       :   :           :...sunshine <= 4.2: Yes (18/2)
## :   :   :       :   :               sunshine > 4.2:
## :   :   :       :   :               :...humidity_9am > 82:
## :   :   :       :   :                   :...wind_gust_speed <= 31: No (19/6)
## :   :   :       :   :                   :   wind_gust_speed > 31: Yes (127/48)
## :   :   :       :   :                   humidity_9am <= 82:
## :   :   :       :   :                   :...wind_gust_speed <= 33:
## :   :   :       :   :                       :...min_temp > 15.4: No (21)
## :   :   :       :   :                       :   min_temp <= 15.4:
## :   :   :       :   :                       :   :...evaporation <= 4.2: No (2)
## :   :   :       :   :                       :       evaporation > 4.2: Yes (4)
## :   :   :       :   :                       wind_gust_speed > 33:
## :   :   :       :   :                       :...humidity_3pm <= 70: Yes (30/13)
## :   :   :       :   :                           humidity_3pm > 70:
## :   :   :       :   :                           :...cloud_9am <= 3: [S2]
## :   :   :       :   :                               cloud_9am > 3:
## :   :   :       :   :                               :...rainfall <= 10.7: No (42/5)
## :   :   :       :   :                                   rainfall > 10.7: [S3]
## :   :   :       :   pressure_3pm > 1013.8:
## :   :   :       :   :...wind_gust_speed <= 30:
## :   :   :       :       :...humidity_3pm <= 72: No (311/66)
## :   :   :       :       :   humidity_3pm > 72:
## :   :   :       :       :   :...pressure_9am > 1029.3: No (85/15)
## :   :   :       :       :       pressure_9am <= 1029.3:
## :   :   :       :       :       :...humidity_9am <= 99:
## :   :   :       :       :           :...wind_speed_3pm <= 11:
## :   :   :       :       :           :   :...wind_gust_speed <= 28: No (238/106)
## :   :   :       :       :           :   :   wind_gust_speed > 28: Yes (30/8)
## :   :   :       :       :           :   wind_speed_3pm > 11:
## :   :   :       :       :           :   :...wind_dir_3pm in [N-NNE]: Yes (16/5)
## :   :   :       :       :           :       wind_dir_3pm in [NE-NNW]: No (159/49)
## :   :   :       :       :           humidity_9am > 99:
## :   :   :       :       :           :...cloud_9am > 5: No (25/1)
## :   :   :       :       :               cloud_9am <= 5:
## :   :   :       :       :               :...wind_gust_dir in [WSW-NNW]: No (13)
## :   :   :       :       :                   wind_gust_dir in [N-SW]:
## :   :   :       :       :                   :...humidity_3pm > 79: Yes (4)
## :   :   :       :       :                       humidity_3pm <= 79:
## :   :   :       :       :                       :...rainfall > 9.9: Yes (4)
## :   :   :       :       :                           rainfall <= 9.9: [S4]
## :   :   :       :       wind_gust_speed > 30:
## :   :   :       :       :...cloud_3pm <= 2: No (47/10)
## :   :   :       :           cloud_3pm > 2:
## :   :   :       :           :...humidity_3pm > 73:
## :   :   :       :               :...humidity_9am <= 96:
## :   :   :       :               :   :...min_temp > 4.8: Yes (660/271)
## :   :   :       :               :   :   min_temp <= 4.8:
## :   :   :       :               :   :   :...evaporation <= 1.1: Yes (4)
## :   :   :       :               :   :       evaporation > 1.1: No (21/1)
## :   :   :       :               :   humidity_9am > 96:
## :   :   :       :               :   :...cloud_3pm > 7:
## :   :   :       :               :       :...wind_speed_3pm <= 9: Yes (3)
## :   :   :       :               :       :   wind_speed_3pm > 9: No (40/5)
## :   :   :       :               :       cloud_3pm <= 7:
## :   :   :       :               :       :...wind_speed_3pm <= 17: Yes (88/41)
## :   :   :       :               :           wind_speed_3pm > 17:
## :   :   :       :               :           :...pressure_3pm > 1018.9: No (29/4)
## :   :   :       :               :               pressure_3pm <= 1018.9: [S5]
## :   :   :       :               humidity_3pm <= 73:
## :   :   :       :               :...wind_speed_9am <= 6:
## :   :   :       :                   :...wind_speed_9am > 2: Yes (62/24)
## :   :   :       :                   :   wind_speed_9am <= 2:
## :   :   :       :                   :   :...humidity_9am <= 97: No (47/16)
## :   :   :       :                   :       humidity_9am > 97: Yes (12/5)
## :   :   :       :                   wind_speed_9am > 6:
## :   :   :       :                   :...wind_gust_speed > 33: No (449/183)
## :   :   :       :                       wind_gust_speed <= 33:
## :   :   :       :                       :...evaporation > 5: Yes (8/1)
## :   :   :       :                           evaporation <= 5:
## :   :   :       :                           :...temp_3pm <= 16.3: No (53/6)
## :   :   :       :                               temp_3pm > 16.3:
## :   :   :       :                               :...min_temp > 17.6: No (12)
## :   :   :       :                                   min_temp <= 17.6: [S6]
## :   :   :       wind_gust_speed > 43:
## :   :   :       :...pressure_3pm <= 1006.9:
## :   :   :           :...wind_dir_3pm in [WSW-NNW]: Yes (454/46)
## :   :   :           :   wind_dir_3pm in [N-SW]:
## :   :   :           :   :...sunshine <= 8.6: Yes (215/47)
## :   :   :           :       sunshine > 8.6: No (12/2)
## :   :   :           pressure_3pm > 1006.9:
## :   :   :           :...wind_gust_speed > 57:
## :   :   :               :...min_temp > 4.6: Yes (619/135)
## :   :   :               :   min_temp <= 4.6:
## :   :   :               :   :...cloud_9am <= 3: Yes (3)
## :   :   :               :       cloud_9am > 3: No (27/9)
## :   :   :               wind_gust_speed <= 57:
## :   :   :               :...sunshine <= 5.2: Yes (426/119)
## :   :   :                   sunshine > 5.2:
## :   :   :                   :...wind_gust_dir in [N-NE]:
## :   :   :                       :...sunshine <= 7.3: No (8)
## :   :   :                       :   sunshine > 7.3:
## :   :   :                       :   :...cloud_3pm <= 6: No (81/25)
## :   :   :                       :       cloud_3pm > 6:
## :   :   :                       :       :...evaporation <= 3.8: No (2)
## :   :   :                       :           evaporation > 3.8: Yes (17/3)
## :   :   :                       wind_gust_dir in [ENE-NNW]:
## :   :   :                       :...wind_speed_9am > 22:
## :   :   :                           :...humidity_3pm <= 74: No (174/67)
## :   :   :                           :   humidity_3pm > 74:
## :   :   :                           :   :...humidity_9am <= 66: No (9/1)
## :   :   :                           :       humidity_9am > 66: Yes (123/45)
## :   :   :                           wind_speed_9am <= 22:
## :   :   :                           :...wind_speed_9am <= 6: Yes (34/4)
## :   :   :                               wind_speed_9am > 6:
## :   :   :                               :...humidity_3pm > 71:
## :   :   :                                   :...cloud_9am <= 3:
## :   :   :                                   :   :...max_temp > 21.7: No (12)
## :   :   :                                   :   :   max_temp <= 21.7: [S7]
## :   :   :                                   :   cloud_9am > 3: [S8]
## :   :   :                                   humidity_3pm <= 71:
## :   :   :                                   :...wind_gust_speed > 52: Yes (39/12)
## :   :   :                                       wind_gust_speed <= 52: [S9]
## :   :   rain_today = No:
## :   :   :...wind_gust_speed <= 41:
## :   :       :...min_temp > 24:
## :   :       :   :...rainfall <= 0.1:
## :   :       :   :   :...wind_speed_9am <= 6: Yes (34/11)
## :   :       :   :   :   wind_speed_9am > 6:
## :   :       :   :   :   :...humidity_3pm <= 78: No (115/39)
## :   :       :   :   :       humidity_3pm > 78: Yes (7/2)
## :   :       :   :   rainfall > 0.1:
## :   :       :   :   :...max_temp <= 31.8: Yes (28/3)
## :   :       :   :       max_temp > 31.8:
## :   :       :   :       :...pressure_3pm <= 1005.6:
## :   :       :   :           :...cloud_3pm <= 4: No (6/2)
## :   :       :   :           :   cloud_3pm > 4: Yes (11)
## :   :       :   :           pressure_3pm > 1005.6:
## :   :       :   :           :...temp_3pm <= 27.9: Yes (2)
## :   :       :   :               temp_3pm > 27.9: No (15/2)
## :   :       :   min_temp <= 24:
## :   :       :   :...cloud_3pm <= 5: No (4022/783)
## :   :       :       cloud_3pm > 5:
## :   :       :       :...pressure_3pm > 1018.6:
## :   :       :           :...evaporation > 6.1:
## :   :       :           :   :...wind_dir_9am in [N-SE]: No (14/2)
## :   :       :           :   :   wind_dir_9am in [SSE-NNW]:
## :   :       :           :   :   :...min_temp > 16: Yes (13)
## :   :       :           :   :       min_temp <= 16:
## :   :       :           :   :       :...humidity_3pm > 78: Yes (5)
## :   :       :           :   :           humidity_3pm <= 78:
## :   :       :           :   :           :...temp_3pm <= 15.1: Yes (2)
## :   :       :           :   :               temp_3pm > 15.1: No (7)
## :   :       :           :   evaporation <= 6.1:
## :   :       :           :   :...min_temp > 9.4: No (414/123)
## :   :       :           :       min_temp <= 9.4:
## :   :       :           :       :...wind_gust_dir in [N-ENE]:
## :   :       :           :           :...wind_gust_dir in [N-NE]:
## :   :       :           :           :   :...pressure_3pm > 1022.1: No (68/7)
## :   :       :           :           :   :   pressure_3pm <= 1022.1:
## :   :       :           :           :   :   :...temp_9am > 9.9: No (9)
## :   :       :           :           :   :       temp_9am <= 9.9: [S10]
## :   :       :           :           :   wind_gust_dir = ENE:
## :   :       :           :           :   :...temp_9am <= 5.1: No (8)
## :   :       :           :           :       temp_9am > 5.1:
## :   :       :           :           :       :...wind_gust_speed > 22: Yes (7)
## :   :       :           :           :           wind_gust_speed <= 22: [S11]
## :   :       :           :           wind_gust_dir in [E-NNW]:
## :   :       :           :           :...humidity_3pm <= 73: No (285/30)
## :   :       :           :               humidity_3pm > 73:
## :   :       :           :               :...wind_speed_3pm > 19:
## :   :       :           :                   :...temp_3pm <= 14.5: No (41/9)
## :   :       :           :                   :   temp_3pm > 14.5: Yes (11/2)
## :   :       :           :                   wind_speed_3pm <= 19:
## :   :       :           :                   :...wind_speed_3pm > 17: No (25)
## :   :       :           :                       wind_speed_3pm <= 17: [S12]
## :   :       :           pressure_3pm <= 1018.6:
## :   :       :           :...humidity_3pm > 79:
## :   :       :               :...temp_9am > 24.7: Yes (14)
## :   :       :               :   temp_9am <= 24.7:
## :   :       :               :   :...cloud_3pm <= 6:
## :   :       :               :       :...sunshine <= 3.3: Yes (6/1)
## :   :       :               :       :   sunshine > 3.3:
## :   :       :               :       :   :...pressure_3pm <= 1005.6: Yes (2)
## :   :       :               :       :       pressure_3pm > 1005.6: No (22/4)
## :   :       :               :       cloud_3pm > 6:
## :   :       :               :       :...humidity_9am <= 75: Yes (52/7)
## :   :       :               :           humidity_9am > 75:
## :   :       :               :           :...rainfall <= 0.7: No (138/65)
## :   :       :               :               rainfall > 0.7:
## :   :       :               :               :...wind_speed_3pm <= 17: Yes (10)
## :   :       :               :                   wind_speed_3pm > 17: No (5/1)
## :   :       :               humidity_3pm <= 79:
## :   :       :               :...pressure_3pm <= 1009:
## :   :       :                   :...wind_speed_9am <= 20:
## :   :       :                   :   :...wind_gust_speed <= 31: No (57/24)
## :   :       :                   :   :   wind_gust_speed > 31: Yes (115/34)
## :   :       :                   :   wind_speed_9am > 20:
## :   :       :                   :   :...sunshine <= 1.3: Yes (2)
## :   :       :                   :       sunshine > 1.3: No (13/1)
## :   :       :                   pressure_3pm > 1009:
## :   :       :                   :...pressure_9am > 1020.8:
## :   :       :                       :...wind_dir_3pm = N: No (4)
## :   :       :                       :   wind_dir_3pm in [NNE-NNW]:
## :   :       :                       :   :...wind_dir_9am in [N-S]: Yes (26/3)
## :   :       :                       :       wind_dir_9am in [SSW-NNW]: No (18/8)
## :   :       :                       pressure_9am <= 1020.8:
## :   :       :                       :...wind_gust_speed <= 30: No (320/77)
## :   :       :                           wind_gust_speed > 30:
## :   :       :                           :...sunshine > 8.8: No (44/5)
## :   :       :                               sunshine <= 8.8:
## :   :       :                               :...wind_speed_3pm > 17:
## :   :       :                                   :...wind_dir_9am in [N-NE]: [S13]
## :   :       :                                   :   wind_dir_9am in [ENE-NNW]: [S14]
## :   :       :                                   wind_speed_3pm <= 17:
## :   :       :                                   :...pressure_3pm > 1014.3: [S15]
## :   :       :                                       pressure_3pm <= 1014.3: [S16]
## :   :       wind_gust_speed > 41:
## :   :       :...sunshine <= 5.9:
## :   :           :...humidity_3pm > 75:
## :   :           :   :...cloud_3pm <= 7: Yes (270/75)
## :   :           :   :   cloud_3pm > 7:
## :   :           :   :   :...rainfall <= 0.1: Yes (71/7)
## :   :           :   :       rainfall > 0.1:
## :   :           :   :       :...min_temp <= 13.8: Yes (19)
## :   :           :   :           min_temp > 13.8:
## :   :           :   :           :...wind_speed_9am <= 15: Yes (4)
## :   :           :   :               wind_speed_9am > 15: No (11/2)
## :   :           :   humidity_3pm <= 75:
## :   :           :   :...pressure_3pm <= 1016: Yes (298/105)
## :   :           :       pressure_3pm > 1016:
## :   :           :       :...wind_speed_9am > 31: No (17)
## :   :           :           wind_speed_9am <= 31:
## :   :           :           :...rainfall > 0.1:
## :   :           :               :...wind_dir_3pm in [N-SW]: Yes (35/11)
## :   :           :               :   wind_dir_3pm in [WSW-NNW]:
## :   :           :               :   :...humidity_9am <= 68: Yes (3)
## :   :           :               :       humidity_9am > 68: No (15/2)
## :   :           :               rainfall <= 0.1:
## :   :           :               :...wind_dir_3pm in [N-S]: No (53/11)
## :   :           :                   wind_dir_3pm in [SSW-NNW]:
## :   :           :                   :...pressure_3pm > 1022.2: No (7)
## :   :           :                       pressure_3pm <= 1022.2:
## :   :           :                       :...humidity_3pm <= 71: Yes (11/1)
## :   :           :                           humidity_3pm > 71: [S17]
## :   :           sunshine > 5.9:
## :   :           :...wind_dir_3pm in [N-SSE]:
## :   :               :...wind_gust_dir in [SW-NNW]:
## :   :               :   :...wind_dir_9am in [N-SSE]: Yes (92/32)
## :   :               :   :   wind_dir_9am in [S-NNW]:
## :   :               :   :   :...cloud_9am <= 7: No (58/17)
## :   :               :   :       cloud_9am > 7: Yes (6)
## :   :               :   wind_gust_dir in [N-SSW]:
## :   :               :   :...cloud_3pm > 5:
## :   :               :       :...pressure_3pm <= 1006: Yes (23/4)
## :   :               :       :   pressure_3pm > 1006:
## :   :               :       :   :...humidity_3pm <= 74: No (175/53)
## :   :               :       :       humidity_3pm > 74:
## :   :               :       :       :...wind_speed_3pm <= 20: Yes (45/13)
## :   :               :       :           wind_speed_3pm > 20: No (101/45)
## :   :               :       cloud_3pm <= 5:
## :   :               :       :...rainfall <= 0.1:
## :   :               :           :...wind_gust_speed <= 56: No (635/119)
## :   :               :           :   wind_gust_speed > 56:
## :   :               :           :   :...wind_gust_dir = N:
## :   :               :           :       :...wind_speed_9am <= 26: Yes (10)
## :   :               :           :       :   wind_speed_9am > 26: No (6/1)
## :   :               :           :       wind_gust_dir in [NNE-SSW]:
## :   :               :           :       :...max_temp <= 22.4: Yes (32/13)
## :   :               :           :           max_temp > 22.4: No (105/22)
## :   :               :           rainfall > 0.1:
## :   :               :           :...wind_dir_3pm in [NNE-SSE]: No (204/73)
## :   :               :               wind_dir_3pm = N:
## :   :               :               :...pressure_9am > 1021.4: No (3)
## :   :               :                   pressure_9am <= 1021.4:
## :   :               :                   :...wind_dir_9am in [N-W]: Yes (13)
## :   :               :                       wind_dir_9am in [WNW-NNW]: No (2)
## :   :               wind_dir_3pm in [S-NNW]:
## :   :               :...sunshine > 9.8: No (27/5)
## :   :                   sunshine <= 9.8:
## :   :                   :...wind_dir_9am in [N-NE]: Yes (170/50)
## :   :                       wind_dir_9am in [ENE-NNW]:
## :   :                       :...temp_9am <= 7.3:
## :   :                           :...pressure_3pm <= 1014.8: Yes (8/2)
## :   :                           :   pressure_3pm > 1014.8:
## :   :                           :   :...wind_speed_3pm <= 15: No (25)
## :   :                           :       wind_speed_3pm > 15:
## :   :                           :       :...humidity_3pm <= 79:
## :   :                           :           :...wind_gust_speed <= 76: No (34/4)
## :   :                           :           :   wind_gust_speed > 76: Yes (2)
## :   :                           :           humidity_3pm > 79:
## :   :                           :           :...pressure_3pm <= 1018.6: Yes (10/2)
## :   :                           :               pressure_3pm > 1018.6: No (2)
## :   :                           temp_9am > 7.3:
## :   :                           :...humidity_3pm > 81:
## :   :                               :...humidity_9am > 70: Yes (28/3)
## :   :                               :   humidity_9am <= 70:
## :   :                               :   :...humidity_9am > 64: No (8/1)
## :   :                               :       humidity_9am <= 64:
## :   :                               :       :...sunshine <= 6.1: No (2)
## :   :                               :           sunshine > 6.1: Yes (12/1)
## :   :                               humidity_3pm <= 81:
## :   :                               :...rainfall > 0.4: Yes (106/34)
## :   :                                   rainfall <= 0.4:
## :   :                                   :...temp_9am > 23.9: Yes (56/15)
## :   :                                       temp_9am <= 23.9:
## :   :                                       :...wind_dir_9am in [WNW-NNW]:
## :   :                                           :...rainfall <= 0.1: [S18]
## :   :                                           :   rainfall > 0.1: [S19]
## :   :                                           wind_dir_9am in [ENE-W]:
## :   :                                           :...wind_gust_speed <= 57: [S20]
## :   :                                               wind_gust_speed > 57: [S21]
## :   humidity_3pm > 82:
## :   :...min_temp <= 2.2:
## :       :...pressure_3pm <= 1013.5: Yes (80/12)
## :       :   pressure_3pm > 1013.5:
## :       :   :...rainfall > 2.1:
## :       :       :...humidity_3pm > 95: Yes (166/49)
## :       :       :   humidity_3pm <= 95:
## :       :       :   :...cloud_9am > 7: Yes (8)
## :       :       :       cloud_9am <= 7:
## :       :       :       :...temp_9am > 6.2: Yes (7)
## :       :       :           temp_9am <= 6.2:
## :       :       :           :...wind_dir_3pm in [N-SE]: Yes (10/2)
## :       :       :               wind_dir_3pm in [SSE-NNW]: No (45/11)
## :       :       rainfall <= 2.1:
## :       :       :...wind_dir_9am in [WNW-NNW]:
## :       :           :...sunshine <= 5.4: Yes (6)
## :       :           :   sunshine > 5.4:
## :       :           :   :...humidity_9am <= 98:
## :       :           :       :...wind_gust_speed <= 39: No (13/3)
## :       :           :       :   wind_gust_speed > 39: Yes (37/10)
## :       :           :       humidity_9am > 98:
## :       :           :       :...temp_9am <= 6.3: No (19/1)
## :       :           :           temp_9am > 6.3: Yes (3)
## :       :           wind_dir_9am in [N-W]:
## :       :           :...pressure_9am > 1029.2: No (23)
## :       :               pressure_9am <= 1029.2:
## :       :               :...temp_9am <= 3:
## :       :                   :...temp_3pm <= -1.4:
## :       :                   :   :...temp_3pm > -1.8: Yes (6)
## :       :                   :   :   temp_3pm <= -1.8:
## :       :                   :   :   :...humidity_3pm <= 93: No (5)
## :       :                   :   :       humidity_3pm > 93: Yes (10/4)
## :       :                   :   temp_3pm > -1.4:
## :       :                   :   :...wind_dir_3pm in [N-WSW]:
## :       :                   :       :...min_temp <= 0.7: No (137/11)
## :       :                   :       :   min_temp > 0.7:
## :       :                   :       :   :...temp_3pm <= 4.2: Yes (5)
## :       :                   :       :       temp_3pm > 4.2: No (4)
## :       :                   :       wind_dir_3pm in [W-NNW]:
## :       :                   :       :...cloud_3pm > 6: No (8)
## :       :                   :           cloud_3pm <= 6:
## :       :                   :           :...rainfall <= 0.1: No (44/11)
## :       :                   :               rainfall > 0.1:
## :       :                   :               :...humidity_3pm <= 97: No (11/2)
## :       :                   :                   humidity_3pm > 97: Yes (8/1)
## :       :                   temp_9am > 3:
## :       :                   :...humidity_3pm > 99: No (8)
## :       :                       humidity_3pm <= 99:
## :       :                       :...humidity_3pm <= 85: No (28/6)
## :       :                           humidity_3pm > 85:
## :       :                           :...rain_today = Yes: No (5/1)
## :       :                               rain_today = No:
## :       :                               :...rainfall <= 0.3:
## :       :                                   :...cloud_3pm <= 7: No (62/24)
## :       :                                   :   cloud_3pm > 7: Yes (27/9)
## :       :                                   rainfall > 0.3:
## :       :                                   :...evaporation <= 0.9: No (2)
## :       :                                       evaporation > 0.9: Yes (16/2)
## :       min_temp > 2.2:
## :       :...temp_3pm > 33.1:
## :           :...min_temp <= 25.8: No (23/1)
## :           :   min_temp > 25.8: Yes (2)
## :           temp_3pm <= 33.1:
## :           :...rainfall > 2.3: Yes (4510/558)
## :               rainfall <= 2.3:
## :               :...pressure_3pm <= 1015.2:
## :                   :...humidity_3pm <= 86:
## :                   :   :...sunshine <= 4.1: Yes (240/38)
## :                   :   :   sunshine > 4.1:
## :                   :   :   :...cloud_3pm <= 4:
## :                   :   :       :...rainfall <= 0.1: No (22/4)
## :                   :   :       :   rainfall > 0.1: Yes (6)
## :                   :   :       cloud_3pm > 4:
## :                   :   :       :...wind_gust_speed <= 30:
## :                   :   :           :...rainfall > 1.3: Yes (6)
## :                   :   :           :   rainfall <= 1.3:
## :                   :   :           :   :...wind_speed_3pm > 17: No (11)
## :                   :   :           :       wind_speed_3pm <= 17:
## :                   :   :           :       :...max_temp <= 24.4: Yes (31/12)
## :                   :   :           :           max_temp > 24.4: No (11/1)
## :                   :   :           wind_gust_speed > 30:
## :                   :   :           :...min_temp <= 8.6: Yes (89/10)
## :                   :   :               min_temp > 8.6:
## :                   :   :               :...wind_speed_3pm <= 9: Yes (41/5)
## :                   :   :                   wind_speed_3pm > 9:
## :                   :   :                   :...rain_today = Yes:
## :                   :   :                       :...sunshine <= 5.6: No (3)
## :                   :   :                       :   sunshine > 5.6: Yes (38/7)
## :                   :   :                       rain_today = No: [S22]
## :                   :   humidity_3pm > 86:
## :                   :   :...sunshine <= 2.3: Yes (485/33)
## :                   :       sunshine > 2.3:
## :                   :       :...temp_3pm <= 22.2: Yes (941/138)
## :                   :           temp_3pm > 22.2:
## :                   :           :...min_temp > 24.3: Yes (66/5)
## :                   :               min_temp <= 24.3:
## :                   :               :...cloud_3pm <= 7:
## :                   :                   :...wind_dir_9am = N: Yes (13/1)
## :                   :                   :   wind_dir_9am in [NNE-NNW]: No (76/33)
## :                   :                   cloud_3pm > 7:
## :                   :                   :...humidity_9am <= 78: Yes (12)
## :                   :                       humidity_9am > 78:
## :                   :                       :...rain_today = Yes: Yes (9/1)
## :                   :                           rain_today = No:
## :                   :                           :...cloud_9am <= 6: Yes (2)
## :                   :                               cloud_9am > 6: [S23]
## :                   pressure_3pm > 1015.2:
## :                   :...temp_9am <= 9.6:
## :                       :...pressure_9am > 1026.9:
## :                       :   :...wind_dir_3pm in [N-WNW]: No (105/23)
## :                       :   :   wind_dir_3pm in [NW-NNW]: Yes (12/4)
## :                       :   pressure_9am <= 1026.9:
## :                       :   :...humidity_3pm > 88:
## :                       :       :...wind_dir_3pm in [SE-NNW]: Yes (190/63)
## :                       :       :   wind_dir_3pm in [N-ESE]:
## :                       :       :   :...temp_3pm <= 5.1: Yes (5)
## :                       :       :       temp_3pm > 5.1:
## :                       :       :       :...cloud_3pm <= 7: No (49/14)
## :                       :       :           cloud_3pm > 7: Yes (17/4)
## :                       :       humidity_3pm <= 88:
## :                       :       :...humidity_9am > 99:
## :                       :           :...min_temp <= 3.8: Yes (4/1)
## :                       :           :   min_temp > 3.8: No (22)
## :                       :           humidity_9am <= 99:
## :                       :           :...rainfall > 0.1:
## :                       :               :...evaporation <= 0.5: No (5)
## :                       :               :   evaporation > 0.5: Yes (60/20)
## :                       :               rainfall <= 0.1:
## :                       :               :...min_temp <= 5.4: No (43/8)
## :                       :                   min_temp > 5.4:
## :                       :                   :...humidity_3pm <= 84: No (10/3)
## :                       :                       humidity_3pm > 84: Yes (11/2)
## :                       temp_9am > 9.6:
## :                       :...humidity_3pm <= 88:
## :                           :...wind_gust_speed > 50: Yes (119/28)
## :                           :   wind_gust_speed <= 50:
## :                           :   :...evaporation > 2.9:
## :                           :       :...sunshine <= 4.7: Yes (86/16)
## :                           :       :   sunshine > 4.7:
## :                           :       :   :...wind_speed_3pm <= 24: Yes (411/171)
## :                           :       :       wind_speed_3pm > 24:
## :                           :       :       :...rain_today = No: No (43/11)
## :                           :       :           rain_today = Yes: [S24]
## :                           :       evaporation <= 2.9:
## :                           :       :...wind_speed_3pm > 20:
## :                           :           :...wind_speed_3pm <= 28: Yes (18/2)
## :                           :           :   wind_speed_3pm > 28: No (2)
## :                           :           wind_speed_3pm <= 20:
## :                           :           :...rain_today = Yes: No (25/10)
## :                           :               rain_today = No:
## :                           :               :...wind_speed_9am > 6: No (79/23)
## :                           :                   wind_speed_9am <= 6:
## :                           :                   :...pressure_3pm > 1027.2: No (4)
## :                           :                       pressure_3pm <= 1027.2: [S25]
## :                           humidity_3pm > 88:
## :                           :...rainfall > 0.5:
## :                               :...wind_speed_9am > 0: Yes (281/37)
## :                               :   wind_speed_9am <= 0:
## :                               :   :...cloud_3pm > 5: Yes (8)
## :                               :       cloud_3pm <= 5:
## :                               :       :...temp_3pm > 15.3: No (8)
## :                               :           temp_3pm <= 15.3:
## :                               :           :...rain_today = No: No (5/1)
## :                               :               rain_today = Yes: Yes (6)
## :                               rainfall <= 0.5:
## :                               :...wind_gust_dir in [N-NNE]: Yes (70/6)
## :                                   wind_gust_dir in [NE-NNW]:
## :                                   :...humidity_9am > 87:
## :                                       :...humidity_3pm <= 93: No (91/41)
## :                                       :   humidity_3pm > 93:
## :                                       :   :...rainfall > 0.1:
## :                                       :       :...temp_9am > 13.4: Yes (20)
## :                                       :       :   temp_9am <= 13.4: [S26]
## :                                       :       rainfall <= 0.1:
## :                                       :       :...sunshine <= 7.8: [S27]
## :                                       :           sunshine > 7.8: [S28]
## :                                       humidity_9am <= 87:
## :                                       :...wind_gust_speed <= 31: Yes (91/11)
## :                                           wind_gust_speed > 31:
## :                                           :...wind_gust_speed > 43: Yes (109/19)
## :                                               wind_gust_speed <= 43:
## :                                               :...sunshine <= 0.4: Yes (22/2)
## :                                                   sunshine > 0.4: [S29]
## humidity_3pm <= 68:
## :...rain_today = No:
##     :...sunshine <= 7.7:
##     :   :...pressure_3pm > 1015:
##     :   :   :...pressure_3pm > 1022:
##     :   :   :   :...temp_9am <= 18.9: No (2572/178)
##     :   :   :   :   temp_9am > 18.9:
##     :   :   :   :   :...wind_gust_dir in [NW-NNW]: Yes (3)
##     :   :   :   :       wind_gust_dir in [N-WNW]:
##     :   :   :   :       :...cloud_9am > 4: No (101/20)
##     :   :   :   :           cloud_9am <= 4:
##     :   :   :   :           :...pressure_3pm > 1024.2: No (9/1)
##     :   :   :   :               pressure_3pm <= 1024.2:
##     :   :   :   :               :...pressure_9am <= 1023.6: No (2)
##     :   :   :   :                   pressure_9am > 1023.6: Yes (8)
##     :   :   :   pressure_3pm <= 1022:
##     :   :   :   :...cloud_3pm <= 7: No (4185/670)
##     :   :   :       cloud_3pm > 7:
##     :   :   :       :...wind_dir_9am in [N-NNE]:
##     :   :   :           :...wind_speed_3pm <= 17: No (38/10)
##     :   :   :           :   wind_speed_3pm > 17:
##     :   :   :           :   :...wind_speed_3pm <= 33: Yes (33/8)
##     :   :   :           :       wind_speed_3pm > 33: No (4)
##     :   :   :           wind_dir_9am in [NE-NNW]:
##     :   :   :           :...sunshine > 1.1: No (189/32)
##     :   :   :               sunshine <= 1.1:
##     :   :   :               :...cloud_9am <= 7:
##     :   :   :                   :...wind_speed_3pm <= 6: No (5)
##     :   :   :                   :   wind_speed_3pm > 6:
##     :   :   :                   :   :...sunshine <= 0.4: No (18/7)
##     :   :   :                   :       sunshine > 0.4: Yes (21/4)
##     :   :   :                   cloud_9am > 7:
##     :   :   :                   :...wind_dir_9am in [NE-E]: Yes (18/6)
##     :   :   :                       wind_dir_9am in [ESE-NNW]:
##     :   :   :                       :...wind_speed_3pm <= 4: Yes (3)
##     :   :   :                           wind_speed_3pm > 4: No (40/7)
##     :   :   pressure_3pm <= 1015:
##     :   :   :...wind_gust_speed <= 44:
##     :   :       :...humidity_3pm <= 29: No (290/34)
##     :   :       :   humidity_3pm > 29:
##     :   :       :   :...wind_dir_9am in [N-NE]:
##     :   :       :       :...temp_3pm > 23: No (296/84)
##     :   :       :       :   temp_3pm <= 23:
##     :   :       :       :   :...wind_gust_speed <= 30: No (87/25)
##     :   :       :       :       wind_gust_speed > 30: Yes (302/138)
##     :   :       :       wind_dir_9am in [ENE-NNW]:
##     :   :       :       :...cloud_3pm <= 4:
##     :   :       :           :...wind_dir_9am in [ENE-WNW]: No (243/21)
##     :   :       :           :   wind_dir_9am in [NW-NNW]:
##     :   :       :           :   :...pressure_3pm <= 1002.8: Yes (5)
##     :   :       :           :       pressure_3pm > 1002.8: No (44/11)
##     :   :       :           cloud_3pm > 4:
##     :   :       :           :...pressure_9am <= 1005.4:
##     :   :       :               :...wind_speed_9am <= 6: Yes (7)
##     :   :       :               :   wind_speed_9am > 6: No (38/17)
##     :   :       :               pressure_9am > 1005.4:
##     :   :       :               :...humidity_3pm > 63: No (305/109)
##     :   :       :                   humidity_3pm <= 63:
##     :   :       :                   :...wind_dir_3pm in [E-NNW]: No (1098/233)
##     :   :       :                       wind_dir_3pm in [N-ENE]:
##     :   :       :                       :...wind_speed_3pm > 7: No (239/69)
##     :   :       :                           wind_speed_3pm <= 7:
##     :   :       :                           :...humidity_3pm > 59: Yes (8)
##     :   :       :                               humidity_3pm <= 59:
##     :   :       :                               :...sunshine <= 3.1: No (7)
##     :   :       :                                   sunshine > 3.1: [S30]
##     :   :       wind_gust_speed > 44:
##     :   :       :...humidity_3pm > 58:
##     :   :           :...wind_gust_speed <= 54:
##     :   :           :   :...cloud_3pm > 3: Yes (247/121)
##     :   :           :   :   cloud_3pm <= 3:
##     :   :           :   :   :...wind_gust_speed <= 46: Yes (2)
##     :   :           :   :       wind_gust_speed > 46: No (17/2)
##     :   :           :   wind_gust_speed > 54:
##     :   :           :   :...wind_dir_3pm in [WNW-NNW]: Yes (87/12)
##     :   :           :       wind_dir_3pm in [N-W]:
##     :   :           :       :...sunshine <= 1.8: Yes (49/6)
##     :   :           :           sunshine > 1.8:
##     :   :           :           :...wind_speed_9am <= 20: Yes (69/18)
##     :   :           :               wind_speed_9am > 20: No (69/31)
##     :   :           humidity_3pm <= 58:
##     :   :           :...humidity_3pm <= 24:
##     :   :               :...wind_speed_9am <= 44: No (299/59)
##     :   :               :   wind_speed_9am > 44:
##     :   :               :   :...wind_dir_3pm = N: Yes (6)
##     :   :               :       wind_dir_3pm in [NNE-NNW]:
##     :   :               :       :...min_temp <= 13.9: Yes (4)
##     :   :               :           min_temp > 13.9: No (7/1)
##     :   :               humidity_3pm > 24:
##     :   :               :...wind_gust_speed > 85:
##     :   :                   :...wind_speed_9am <= 52: Yes (69/20)
##     :   :                   :   wind_speed_9am > 52: No (8)
##     :   :                   wind_gust_speed <= 85:
##     :   :                   :...cloud_3pm > 7:
##     :   :                       :...wind_dir_3pm in [N-NNE]:
##     :   :                       :   :...temp_3pm <= 18.5: No (5/1)
##     :   :                       :   :   temp_3pm > 18.5: Yes (33/3)
##     :   :                       :   wind_dir_3pm in [NE-NNW]:
##     :   :                       :   :...wind_gust_dir in [N-WSW]:
##     :   :                       :       :...sunshine <= 3.4: Yes (43/20)
##     :   :                       :       :   sunshine > 3.4: No (37/7)
##     :   :                       :       wind_gust_dir in [W-NNW]:
##     :   :                       :       :...pressure_3pm <= 1005: Yes (11)
##     :   :                       :           pressure_3pm > 1005:
##     :   :                       :           :...wind_dir_9am = N: No (8/1)
##     :   :                       :               wind_dir_9am in [NNE-NNW]: [S31]
##     :   :                       cloud_3pm <= 7:
##     :   :                       :...max_temp > 32.1:
##     :   :                           :...humidity_3pm <= 26:
##     :   :                           :   :...evaporation > 11.9: Yes (3)
##     :   :                           :   :   evaporation <= 11.9:
##     :   :                           :   :   :...pressure_9am <= 1005.7: Yes (2)
##     :   :                           :   :       pressure_9am > 1005.7: No (13/1)
##     :   :                           :   humidity_3pm > 26:
##     :   :                           :   :...wind_dir_3pm = N: Yes (19)
##     :   :                           :       wind_dir_3pm in [NNE-NNW]:
##     :   :                           :       :...cloud_9am <= 5: No (59/24)
##     :   :                           :           cloud_9am > 5:
##     :   :                           :           :...wind_speed_3pm <= 13: [S32]
##     :   :                           :               wind_speed_3pm > 13: [S33]
##     :   :                           max_temp <= 32.1:
##     :   :                           :...wind_dir_9am in [E-NNW]:
##     :   :                               :...wind_speed_9am <= 7:
##     :   :                               :   :...pressure_3pm > 1013.8: No (7)
##     :   :                               :   :   pressure_3pm <= 1013.8:
##     :   :                               :   :   :...cloud_3pm > 5: Yes (25/4)
##     :   :                               :   :       cloud_3pm <= 5: [S34]
##     :   :                               :   wind_speed_9am > 7:
##     :   :                               :   :...wind_gust_speed <= 56: No (363/81)
##     :   :                               :       wind_gust_speed > 56:
##     :   :                               :       :...humidity_9am > 70: [S35]
##     :   :                               :           humidity_9am <= 70: [S36]
##     :   :                               wind_dir_9am in [N-ENE]:
##     :   :                               :...wind_gust_speed > 76:
##     :   :                                   :...temp_9am <= 17.3: No (34/1)
##     :   :                                   :   temp_9am > 17.3: [S37]
##     :   :                                   wind_gust_speed <= 76:
##     :   :                                   :...sunshine <= 3.8: [S38]
##     :   :                                       sunshine > 3.8:
##     :   :                                       :...temp_3pm <= 14.6: [S39]
##     :   :                                           temp_3pm > 14.6: [S40]
##     :   sunshine > 7.7:
##     :   :...wind_gust_speed <= 50: No (71045/4781)
##     :       wind_gust_speed > 50:
##     :       :...sunshine > 10:
##     :           :...pressure_3pm <= 1005:
##     :           :   :...min_temp <= 8.7: Yes (18/6)
##     :           :   :   min_temp > 8.7:
##     :           :   :   :...sunshine > 12.6: No (64/1)
##     :           :   :       sunshine <= 12.6:
##     :           :   :       :...evaporation > 7.1: No (146/15)
##     :           :   :           evaporation <= 7.1:
##     :           :   :           :...wind_gust_dir in [WSW-NNW]: No (43/6)
##     :           :   :               wind_gust_dir in [N-SW]:
##     :           :   :               :...humidity_9am <= 32: No (5)
##     :           :   :                   humidity_9am > 32: Yes (33/13)
##     :           :   pressure_3pm > 1005:
##     :           :   :...humidity_3pm > 58:
##     :           :       :...rainfall > 0.3: Yes (8/3)
##     :           :       :   rainfall <= 0.3:
##     :           :       :   :...temp_9am <= 28.9: No (81/7)
##     :           :       :       temp_9am > 28.9: Yes (7/2)
##     :           :       humidity_3pm <= 58:
##     :           :       :...cloud_3pm <= 1: No (1017/15)
##     :           :           cloud_3pm > 1:
##     :           :           :...sunshine > 11.3: No (647/20)
##     :           :               sunshine <= 11.3:
##     :           :               :...wind_gust_dir in [N-ESE]: No (268/11)
##     :           :                   wind_gust_dir in [SE-NNW]:
##     :           :                   :...wind_dir_3pm in [N-NNE]:
##     :           :                       :...rainfall > 0.3: No (2)
##     :           :                       :   rainfall <= 0.3:
##     :           :                       :   :...sunshine <= 10.5: Yes (11/1)
##     :           :                       :       sunshine > 10.5: No (10/4)
##     :           :                       wind_dir_3pm in [NE-NNW]:
##     :           :                       :...wind_gust_speed <= 72: No (256/21)
##     :           :                           wind_gust_speed > 72: [S41]
##     :           sunshine <= 10:
##     :           :...humidity_3pm > 48:
##     :               :...pressure_3pm <= 1011.6:
##     :               :   :...humidity_9am <= 73:
##     :               :   :   :...wind_dir_3pm in [N-WSW]:
##     :               :   :   :   :...cloud_3pm <= 5: No (327/78)
##     :               :   :   :   :   cloud_3pm > 5:
##     :               :   :   :   :   :...max_temp <= 21.8: No (39/8)
##     :               :   :   :   :       max_temp > 21.8:
##     :               :   :   :   :       :...wind_speed_3pm <= 41: Yes (83/34)
##     :               :   :   :   :           wind_speed_3pm > 41: No (7)
##     :               :   :   :   wind_dir_3pm in [W-NNW]:
##     :               :   :   :   :...sunshine <= 8.4: Yes (15/2)
##     :               :   :   :       sunshine > 8.4:
##     :               :   :   :       :...pressure_9am <= 1001.2: Yes (13/1)
##     :               :   :   :           pressure_9am > 1001.2:
##     :               :   :   :           :...pressure_9am > 1011.1: Yes (61/22)
##     :               :   :   :               pressure_9am <= 1011.1:
##     :               :   :   :               :...wind_speed_3pm <= 33: No (128/41)
##     :               :   :   :                   wind_speed_3pm > 33: Yes (38/15)
##     :               :   :   humidity_9am > 73:
##     :               :   :   :...sunshine > 8.9: No (15/3)
##     :               :   :       sunshine <= 8.9:
##     :               :   :       :...humidity_3pm <= 50:
##     :               :   :           :...rainfall <= 0.1:
##     :               :   :           :   :...wind_dir_9am = N: Yes (7/1)
##     :               :   :           :   :   wind_dir_9am in [NNE-NNW]: No (17/1)
##     :               :   :           :   rainfall > 0.1:
##     :               :   :           :   :...pressure_3pm <= 1004.5: No (4/1)
##     :               :   :           :       pressure_3pm > 1004.5: Yes (7)
##     :               :   :           humidity_3pm > 50:
##     :               :   :           :...pressure_3pm <= 1001.5:
##     :               :   :               :...wind_gust_dir in [N-SE]: No (2)
##     :               :   :               :   wind_gust_dir in [SSE-NNW]: Yes (28)
##     :               :   :               pressure_3pm > 1001.5:
##     :               :   :               :...wind_gust_dir in [W-NNW]: Yes (96/27)
##     :               :   :                   wind_gust_dir in [N-WSW]: [S42]
##     :               :   pressure_3pm > 1011.6:
##     :               :   :...wind_dir_3pm in [NW-NNW]:
##     :               :       :...wind_gust_speed > 72: Yes (10)
##     :               :       :   wind_gust_speed <= 72:
##     :               :       :   :...sunshine > 8.6: No (7)
##     :               :       :       sunshine <= 8.6:
##     :               :       :       :...evaporation <= 4.6: No (11/1)
##     :               :       :           evaporation > 4.6:
##     :               :       :           :...max_temp <= 15.4: No (33/7)
##     :               :       :               max_temp > 15.4:
##     :               :       :               :...temp_3pm <= 24.6: Yes (74/29)
##     :               :       :                   temp_3pm > 24.6: No (4)
##     :               :       wind_dir_3pm in [N-WNW]:
##     :               :       :...max_temp <= 4.6:
##     :               :           :...rainfall > 0.3: No (4)
##     :               :           :   rainfall <= 0.3:
##     :               :           :   :...humidity_9am <= 48: No (2)
##     :               :           :       humidity_9am > 48: Yes (20/5)
##     :               :           max_temp > 4.6:
##     :               :           :...rainfall <= 0.1:
##     :               :               :...wind_gust_dir in [S-NNW]:
##     :               :               :   :...temp_3pm <= 25.4: No (551/116)
##     :               :               :   :   temp_3pm > 25.4: Yes (26/9)
##     :               :               :   wind_gust_dir in [N-SSE]:
##     :               :               :   :...wind_dir_3pm in [N-SSE]: No (546/70)
##     :               :               :       wind_dir_3pm in [S-WNW]:
##     :               :               :       :...humidity_3pm > 67: Yes (4)
##     :               :               :           humidity_3pm <= 67:
##     :               :               :           :...temp_3pm <= 26.1: No (26/2)
##     :               :               :               temp_3pm > 26.1: Yes (3)
##     :               :               rainfall > 0.1:
##     :               :               :...wind_gust_speed > 69: Yes (27/12)
##     :               :                   wind_gust_speed <= 69:
##     :               :                   :...wind_speed_9am > 17: No (261/62)
##     :               :                       wind_speed_9am <= 17: [S43]
##     :               humidity_3pm <= 48:
##     :               :...wind_dir_3pm in [N-NE]:
##     :                   :...humidity_3pm <= 13: No (99/6)
##     :                   :   humidity_3pm > 13:
##     :                   :   :...pressure_3pm > 1008.7:
##     :                   :       :...wind_gust_dir in [N-ESE]: No (293/48)
##     :                   :       :   wind_gust_dir in [SE-NNW]:
##     :                   :       :   :...wind_gust_speed <= 70: No (128/48)
##     :                   :       :       wind_gust_speed > 70: Yes (23/5)
##     :                   :       pressure_3pm <= 1008.7:
##     :                   :       :...sunshine <= 8.3: No (18/3)
##     :                   :           sunshine > 8.3:
##     :                   :           :...wind_gust_speed > 63: Yes (119/34)
##     :                   :               wind_gust_speed <= 63:
##     :                   :               :...evaporation <= 9.2: No (129/47)
##     :                   :                   evaporation > 9.2: [S44]
##     :                   wind_dir_3pm in [ENE-NNW]:
##     :                   :...wind_dir_3pm in [NW-NNW]:
##     :                       :...humidity_3pm <= 17: No (409/55)
##     :                       :   humidity_3pm > 17:
##     :                       :   :...pressure_3pm > 1015.5: No (79/5)
##     :                       :       pressure_3pm <= 1015.5:
##     :                       :       :...wind_gust_speed <= 69:
##     :                       :           :...cloud_3pm <= 6: No (477/125)
##     :                       :           :   cloud_3pm > 6:
##     :                       :           :   :...rainfall > 0.3: No (6)
##     :                       :           :       rainfall <= 0.3: [S45]
##     :                       :           wind_gust_speed > 69:
##     :                       :           :...wind_dir_3pm = NNW:
##     :                       :               :...wind_speed_9am > 41: No (4)
##     :                       :               :   wind_speed_9am <= 41:
##     :                       :               :   :...sunshine <= 8: No (3)
##     :                       :               :       sunshine > 8: [S46]
##     :                       :               wind_dir_3pm = NW:
##     :                       :               :...cloud_3pm > 6: [S47]
##     :                       :                   cloud_3pm <= 6:
##     :                       :                   :...evaporation > 8.1: No (5)
##     :                       :                       evaporation <= 8.1: [S48]
##     :                       wind_dir_3pm in [ENE-WNW]:
##     :                       :...wind_speed_3pm <= 13:
##     :                           :...temp_3pm <= 28.1: No (110/5)
##     :                           :   temp_3pm > 28.1:
##     :                           :   :...humidity_3pm <= 24: No (114/15)
##     :                           :       humidity_3pm > 24:
##     :                           :       :...temp_3pm > 32: Yes (43/11)
##     :                           :           temp_3pm <= 32:
##     :                           :           :...rainfall <= 0.1: No (34/10)
##     :                           :               rainfall > 0.1: Yes (2)
##     :                           wind_speed_3pm > 13:
##     :                           :...cloud_3pm <= 5: No (2835/192)
##     :                               cloud_3pm > 5:
##     :                               :...wind_speed_3pm > 26: No (264/32)
##     :                                   wind_speed_3pm <= 26:
##     :                                   :...wind_gust_speed > 69:
##     :                                       :...cloud_3pm <= 7: No (17/6)
##     :                                       :   cloud_3pm > 7: Yes (8)
##     :                                       wind_gust_speed <= 69:
##     :                                       :...rainfall > 0.3: No (14)
##     :                                           rainfall <= 0.3:
##     :                                           :...evaporation <= 3.9: [S49]
##     :                                               evaporation > 3.9: [S50]
##     rain_today = Yes:
##     :...humidity_3pm <= 51:
##         :...sunshine > 6.9:
##         :   :...wind_gust_speed <= 46: No (3112/252)
##         :   :   wind_gust_speed > 46:
##         :   :   :...wind_dir_3pm in [SE-NNW]: No (1515/277)
##         :   :       wind_dir_3pm in [N-ESE]:
##         :   :       :...wind_gust_speed <= 59:
##         :   :           :...humidity_9am <= 75: No (118/23)
##         :   :           :   humidity_9am > 75:
##         :   :           :   :...cloud_3pm <= 4: Yes (13/2)
##         :   :           :       cloud_3pm > 4: No (31/12)
##         :   :           wind_gust_speed > 59:
##         :   :           :...wind_speed_3pm <= 31: Yes (43/8)
##         :   :               wind_speed_3pm > 31:
##         :   :               :...cloud_9am <= 4: Yes (4/1)
##         :   :                   cloud_9am > 4: No (9)
##         :   sunshine <= 6.9:
##         :   :...wind_gust_speed <= 44:
##         :       :...pressure_3pm > 1011.7: No (278/33)
##         :       :   pressure_3pm <= 1011.7:
##         :       :   :...wind_dir_3pm in [N-NNE]: Yes (12/3)
##         :       :       wind_dir_3pm in [NE-NNW]:
##         :       :       :...wind_speed_3pm > 22: No (12)
##         :       :           wind_speed_3pm <= 22:
##         :       :           :...wind_speed_9am > 20: No (7)
##         :       :               wind_speed_9am <= 20:
##         :       :               :...wind_gust_speed <= 41: No (56/18)
##         :       :                   wind_gust_speed > 41:
##         :       :                   :...cloud_3pm <= 5: No (8/3)
##         :       :                       cloud_3pm > 5: Yes (9)
##         :       wind_gust_speed > 44:
##         :       :...cloud_9am <= 3: No (41/10)
##         :           cloud_9am > 3:
##         :           :...wind_speed_9am <= 15:
##         :               :...evaporation <= 1.3: No (6)
##         :               :   evaporation > 1.3:
##         :               :   :...cloud_3pm <= 3: No (16/5)
##         :               :       cloud_3pm > 3: Yes (91/26)
##         :               wind_speed_9am > 15:
##         :               :...wind_gust_speed > 59:
##         :                   :...wind_speed_9am <= 35: Yes (85/31)
##         :                   :   wind_speed_9am > 35: No (9/1)
##         :                   wind_gust_speed <= 59:
##         :                   :...pressure_3pm <= 1002.6:
##         :                       :...pressure_3pm <= 998.6: No (6/1)
##         :                       :   pressure_3pm > 998.6: Yes (10)
##         :                       pressure_3pm > 1002.6:
##         :                       :...humidity_3pm <= 45: No (62/10)
##         :                           humidity_3pm > 45:
##         :                           :...humidity_3pm <= 48: Yes (26/10)
##         :                               humidity_3pm > 48:
##         :                               :...cloud_3pm <= 3: Yes (4/1)
##         :                                   cloud_3pm > 3: No (49/13)
##         humidity_3pm > 51:
##         :...wind_gust_speed > 46:
##             :...pressure_3pm <= 1010.2:
##             :   :...sunshine > 9.3:
##             :   :   :...max_temp > 30.7:
##             :   :   :   :...cloud_3pm <= 4: Yes (9/1)
##             :   :   :   :   cloud_3pm > 4: No (14/5)
##             :   :   :   max_temp <= 30.7:
##             :   :   :   :...wind_dir_9am in [N-WSW]: No (16)
##             :   :   :       wind_dir_9am in [W-NNW]:
##             :   :   :       :...humidity_9am <= 84: No (13/3)
##             :   :   :           humidity_9am > 84: Yes (4)
##             :   :   sunshine <= 9.3:
##             :   :   :...wind_gust_speed <= 61:
##             :   :       :...evaporation <= 1.3:
##             :   :       :   :...wind_gust_speed <= 56:
##             :   :       :   :   :...pressure_9am <= 999.4: Yes (2)
##             :   :       :   :   :   pressure_9am > 999.4: No (25/3)
##             :   :       :   :   wind_gust_speed > 56:
##             :   :       :   :   :...wind_speed_3pm <= 22: No (2)
##             :   :       :   :       wind_speed_3pm > 22: Yes (6)
##             :   :       :   evaporation > 1.3:
##             :   :       :   :...wind_speed_9am > 26:
##             :   :       :       :...humidity_9am <= 75: No (48/13)
##             :   :       :       :   humidity_9am > 75: Yes (45/16)
##             :   :       :       wind_speed_9am <= 26:
##             :   :       :       :...humidity_3pm > 66: Yes (69/13)
##             :   :       :           humidity_3pm <= 66:
##             :   :       :           :...cloud_3pm <= 7: Yes (404/139)
##             :   :       :               cloud_3pm > 7: No (58/27)
##             :   :       wind_gust_speed > 61:
##             :   :       :...wind_dir_9am in [N-NE]: Yes (87/8)
##             :   :           wind_dir_9am in [ENE-NNW]:
##             :   :           :...wind_dir_3pm in [N-SSW]:
##             :   :               :...max_temp > 26.3: Yes (27/4)
##             :   :               :   max_temp <= 26.3:
##             :   :               :   :...pressure_3pm <= 1000.5: Yes (4)
##             :   :               :       pressure_3pm > 1000.5: No (27/5)
##             :   :               wind_dir_3pm in [SW-NNW]:
##             :   :               :...humidity_9am > 66: Yes (238/43)
##             :   :                   humidity_9am <= 66:
##             :   :                   :...wind_speed_3pm <= 22: No (10/2)
##             :   :                       wind_speed_3pm > 22:
##             :   :                       :...sunshine <= 3: No (3)
##             :   :                           sunshine > 3:
##             :   :                           :...temp_9am <= 8: No (4/1)
##             :   :                               temp_9am > 8: [S51]
##             :   pressure_3pm > 1010.2:
##             :   :...max_temp > 30.9:
##             :       :...cloud_3pm <= 7: Yes (26/3)
##             :       :   cloud_3pm > 7: No (2)
##             :       max_temp <= 30.9:
##             :       :...humidity_9am <= 69:
##             :           :...wind_dir_3pm in [N-SW]: No (448/102)
##             :           :   wind_dir_3pm in [WSW-NNW]:
##             :           :   :...cloud_3pm <= 2: No (19/1)
##             :           :       cloud_3pm > 2:
##             :           :       :...pressure_3pm > 1019.7: No (28/4)
##             :           :           pressure_3pm <= 1019.7:
##             :           :           :...wind_speed_9am <= 30: Yes (129/51)
##             :           :               wind_speed_9am > 30:
##             :           :               :...min_temp <= 6.5: Yes (6/1)
##             :           :                   min_temp > 6.5: No (27/5)
##             :           humidity_9am > 69:
##             :           :...cloud_9am <= 3:
##             :               :...pressure_9am > 1017.9: No (43/3)
##             :               :   pressure_9am <= 1017.9:
##             :               :   :...wind_dir_9am = N: Yes (6/1)
##             :               :       wind_dir_9am in [NNE-NNW]: No (75/23)
##             :               cloud_9am > 3:
##             :               :...sunshine <= 7.5:
##             :                   :...cloud_3pm <= 6:
##             :                   :   :...wind_dir_3pm in [SW-NNW]: Yes (157/39)
##             :                   :   :   wind_dir_3pm in [N-SSW]:
##             :                   :   :   :...pressure_3pm <= 1011.6: No (10/1)
##             :                   :   :       pressure_3pm > 1011.6: Yes (111/45)
##             :                   :   cloud_3pm > 6:
##             :                   :   :...rainfall > 11.5: Yes (57/16)
##             :                   :       rainfall <= 11.5:
##             :                   :       :...cloud_9am > 5: No (125/49)
##             :                   :           cloud_9am <= 5:
##             :                   :           :...wind_speed_3pm <= 22: No (5/1)
##             :                   :               wind_speed_3pm > 22: Yes (8)
##             :                   sunshine > 7.5:
##             :                   :...humidity_9am > 70:
##             :                       :...humidity_9am <= 83:
##             :                       :   :...wind_gust_speed <= 61:
##             :                       :   :   :...cloud_3pm <= 6: No (253/71)
##             :                       :   :   :   cloud_3pm > 6:
##             :                       :   :   :   :...temp_3pm <= 10.7: Yes (6)
##             :                       :   :   :       temp_3pm > 10.7: No (71/27)
##             :                       :   :   wind_gust_speed > 61:
##             :                       :   :   :...wind_speed_9am > 35: No (16/3)
##             :                       :   :       wind_speed_9am <= 35:
##             :                       :   :       :...min_temp <= 5.8: No (8/1)
##             :                       :   :           min_temp > 5.8: Yes (52/17)
##             :                       :   humidity_9am > 83:
##             :                       :   :...cloud_9am <= 6: Yes (230/105)
##             :                       :       cloud_9am > 6: [S52]
##             :                       humidity_9am <= 70:
##             :                       :...sunshine > 8.7: No (6/1)
##             :                           sunshine <= 8.7:
##             :                           :...rainfall > 4.8: Yes (62/10)
##             :                               rainfall <= 4.8:
##             :                               :...temp_9am <= 5: No (6)
##             :                                   temp_9am > 5:
##             :                                   :...cloud_9am > 6: No (8/1)
##             :                                       cloud_9am <= 6: [S53]
##             wind_gust_speed <= 46:
##             :...pressure_3pm > 1016.6:
##                 :...rainfall <= 12.2: No (2968/521)
##                 :   rainfall > 12.2:
##                 :   :...wind_gust_speed <= 33: No (139/30)
##                 :       wind_gust_speed > 33:
##                 :       :...wind_dir_3pm in [N-NE]: No (8)
##                 :           wind_dir_3pm in [ENE-NNW]:
##                 :           :...humidity_3pm <= 63:
##                 :               :...wind_dir_3pm in [SSE-NNW]: No (112/28)
##                 :               :   wind_dir_3pm in [ENE-SE]:
##                 :               :   :...humidity_3pm > 59: Yes (21/4)
##                 :               :       humidity_3pm <= 59:
##                 :               :       :...humidity_3pm <= 54: Yes (32/14)
##                 :               :           humidity_3pm > 54: No (15/2)
##                 :               humidity_3pm > 63:
##                 :               :...wind_gust_dir in [SW-NNW]: No (22/9)
##                 :                   wind_gust_dir in [N-SSW]:
##                 :                   :...cloud_9am > 5: Yes (23/2)
##                 :                       cloud_9am <= 5:
##                 :                       :...pressure_3pm <= 1018.6: No (5)
##                 :                           pressure_3pm > 1018.6: Yes (10/2)
##                 pressure_3pm <= 1016.6:
##                 :...wind_speed_9am > 39: Yes (32/10)
##                     wind_speed_9am <= 39:
##                     :...cloud_3pm <= 2:
##                         :...humidity_9am <= 82: No (239/35)
##                         :   humidity_9am > 82:
##                         :   :...wind_speed_9am <= 2: No (14)
##                         :       wind_speed_9am > 2:
##                         :       :...wind_dir_3pm in [N-W]: No (87/24)
##                         :           wind_dir_3pm in [WNW-NNW]: Yes (19/6)
##                         cloud_3pm > 2:
##                         :...temp_9am <= 2.4: No (27)
##                             temp_9am > 2.4:
##                             :...wind_gust_speed <= 30:
##                                 :...cloud_9am > 7:
##                                 :   :...wind_dir_9am in [N-NE]: Yes (22/4)
##                                 :   :   wind_dir_9am in [ENE-NNW]: No (67/16)
##                                 :   cloud_9am <= 7:
##                                 :   :...sunshine > 7.9: No (507/96)
##                                 :       sunshine <= 7.9:
##                                 :       :...cloud_9am > 6: No (84/19)
##                                 :           cloud_9am <= 6:
##                                 :           :...humidity_3pm > 65: [S54]
##                                 :               humidity_3pm <= 65:
##                                 :               :...cloud_3pm <= 6: [S55]
##                                 :                   cloud_3pm > 6: [S56]
##                                 wind_gust_speed > 30:
##                                 :...sunshine <= 6:
##                                     :...rainfall <= 1.6:
##                                     :   :...wind_gust_dir in [N-WNW]: No (64/11)
##                                     :   :   wind_gust_dir in [NW-NNW]: Yes (4)
##                                     :   rainfall > 1.6:
##                                     :   :...wind_dir_9am in [N-NE]:
##                                     :       :...humidity_3pm > 67: Yes (10)
##                                     :       :   humidity_3pm <= 67: [S57]
##                                     :       wind_dir_9am in [ENE-NNW]:
##                                     :       :...pressure_3pm > 1010.6:
##                                     :           :...humidity_3pm <= 59: No (102/28)
##                                     :           :   humidity_3pm > 59: [S58]
##                                     :           pressure_3pm <= 1010.6:
##                                     :           :...max_temp <= 24.2: [S59]
##                                     :               max_temp > 24.2: [S60]
##                                     sunshine > 6:
##                                     :...pressure_9am <= 1002.9:
##                                         :...wind_gust_dir in [NW-NNW]: No (12/2)
##                                         :   wind_gust_dir in [N-WNW]:
##                                         :   :...max_temp <= 20.4: Yes (42/5)
##                                         :       max_temp > 20.4:
##                                         :       :...cloud_9am <= 6: No (12/2)
##                                         :           cloud_9am > 6: Yes (8/2)
##                                         pressure_9am > 1002.9:
##                                         :...evaporation > 9.2: No (83/12)
##                                             evaporation <= 9.2:
##                                             :...humidity_3pm <= 52:
##                                                 :...max_temp <= 19.7:
##                                                 :   :...cloud_9am > 7: [S61]
##                                                 :   :   cloud_9am <= 7: [S62]
##                                                 :   max_temp > 19.7: [S63]
##                                                 humidity_3pm > 52:
##                                                 :...humidity_3pm > 65: [S64]
##                                                     humidity_3pm <= 65:
##                                                     :...sunshine <= 7.7: [S65]
##                                                         sunshine > 7.7: [S66]
## 
## SubTree [S1]
## 
## wind_dir_9am in [N-SE]: Yes (9)
## wind_dir_9am in [SSE-NNW]: No (12/4)
## 
## SubTree [S2]
## 
## wind_gust_speed <= 37: Yes (5)
## wind_gust_speed > 37:
## :...cloud_9am <= 2: No (4)
##     cloud_9am > 2: Yes (10/4)
## 
## SubTree [S3]
## 
## rainfall <= 15.2: Yes (7)
## rainfall > 15.2: No (17/5)
## 
## SubTree [S4]
## 
## wind_gust_speed > 28: Yes (2)
## wind_gust_speed <= 28:
## :...wind_gust_dir = N: Yes (2)
##     wind_gust_dir in [NNE-SW]: No (17/2)
## 
## SubTree [S5]
## 
## pressure_3pm <= 1016.2: No (18/7)
## pressure_3pm > 1016.2: Yes (6)
## 
## SubTree [S6]
## 
## temp_3pm > 22: Yes (7/1)
## temp_3pm <= 22:
## :...cloud_9am <= 5: No (27/4)
##     cloud_9am > 5:
##     :...rainfall <= 2.3: No (5)
##         rainfall > 2.3: Yes (14/2)
## 
## SubTree [S7]
## 
## humidity_9am <= 68: Yes (9)
## humidity_9am > 68:
## :...cloud_3pm <= 7: No (10/2)
##     cloud_3pm > 7: Yes (4)
## 
## SubTree [S8]
## 
## wind_dir_3pm in [W-NNW]: Yes (133/29)
## wind_dir_3pm in [N-WSW]:
## :...wind_gust_dir in [ENE-SSE]:
##     :...max_temp <= 16.7: No (16/6)
##     :   max_temp > 16.7: Yes (103/21)
##     wind_gust_dir in [S-NNW]:
##     :...temp_9am <= 13.3: Yes (96/26)
##         temp_9am > 13.3: No (92/42)
## 
## SubTree [S9]
## 
## wind_speed_9am <= 15: Yes (58/24)
## wind_speed_9am > 15:
## :...cloud_9am <= 6:
##     :...wind_dir_9am in [NW-NNW]: No (6)
##     :   wind_dir_9am in [N-WNW]:
##     :   :...rainfall <= 17.8: Yes (26/9)
##     :       rainfall > 17.8: No (9/2)
##     cloud_9am > 6:
##     :...cloud_9am <= 7: No (14/1)
##         cloud_9am > 7:
##         :...humidity_3pm > 70: Yes (7/2)
##             humidity_3pm <= 70:
##             :...temp_3pm <= 24: No (14/1)
##                 temp_3pm > 24: Yes (2)
## 
## SubTree [S10]
## 
## wind_speed_9am <= 2: No (5)
## wind_speed_9am > 2: Yes (15/4)
## 
## SubTree [S11]
## 
## humidity_9am <= 96: No (7)
## humidity_9am > 96: Yes (10/3)
## 
## SubTree [S12]
## 
## wind_speed_9am <= 15: No (195/29)
## wind_speed_9am > 15:
## :...wind_speed_9am > 17: No (10/1)
##     wind_speed_9am <= 17:
##     :...wind_dir_3pm in [N-SSE]: No (5/1)
##         wind_dir_3pm in [S-NNW]: Yes (7)
## 
## SubTree [S13]
## 
## wind_gust_dir in [N-NNE]: Yes (14/2)
## wind_gust_dir in [NE-NNW]:
## :...cloud_9am <= 7: No (37/13)
##     cloud_9am > 7: Yes (21/7)
## 
## SubTree [S14]
## 
## wind_speed_9am <= 20: No (247/55)
## wind_speed_9am > 20:
## :...wind_dir_3pm in [SE-NNW]: No (31/8)
##     wind_dir_3pm in [N-ESE]:
##     :...cloud_9am <= 4: No (3)
##         cloud_9am > 4: Yes (18/4)
## 
## SubTree [S15]
## 
## humidity_3pm <= 73: No (106/30)
## humidity_3pm > 73:
## :...wind_speed_9am <= 6: No (50/18)
##     wind_speed_9am > 6:
##     :...min_temp <= 11.7: Yes (21/2)
##         min_temp > 11.7: No (46/21)
## 
## SubTree [S16]
## 
## wind_speed_3pm <= 13: Yes (77/22)
## wind_speed_3pm > 13:
## :...cloud_3pm <= 6: Yes (9/2)
##     cloud_3pm > 6:
##     :...cloud_9am <= 7:
##         :...wind_gust_speed <= 33: No (12)
##         :   wind_gust_speed > 33:
##         :   :...temp_3pm <= 25.1: No (17/4)
##         :       temp_3pm > 25.1: Yes (4)
##         cloud_9am > 7:
##         :...wind_gust_speed <= 31: Yes (5)
##             wind_gust_speed > 31:
##             :...humidity_9am <= 77: No (8)
##                 humidity_9am > 77: Yes (15/5)
## 
## SubTree [S17]
## 
## wind_dir_9am in [N-SSW]: Yes (4)
## wind_dir_9am in [SW-NNW]: No (11/3)
## 
## SubTree [S18]
## 
## wind_speed_9am <= 28: Yes (194/92)
## wind_speed_9am > 28: No (28/5)
## 
## SubTree [S19]
## 
## cloud_9am > 5: No (17/6)
## cloud_9am <= 5:
## :...cloud_9am <= 2: No (6/2)
##     cloud_9am > 2: Yes (42/7)
## 
## SubTree [S20]
## 
## humidity_3pm > 74: No (104/45)
## humidity_3pm <= 74:
## :...rainfall <= 0.1: No (104/22)
##     rainfall > 0.1:
##     :...temp_9am > 18.4: Yes (8/1)
##         temp_9am <= 18.4:
##         :...cloud_3pm <= 3: Yes (2)
##             cloud_3pm > 3: No (28/4)
## 
## SubTree [S21]
## 
## wind_dir_3pm in [SSW-NNW]: Yes (56/18)
## wind_dir_3pm = S:
## :...min_temp <= 13.9: Yes (5)
##     min_temp > 13.9:
##     :...wind_gust_dir in [N-SSE]: Yes (3)
##         wind_gust_dir in [S-NNW]:
##         :...pressure_3pm > 1012.5: No (22/1)
##             pressure_3pm <= 1012.5:
##             :...wind_speed_9am <= 28: Yes (5)
##                 wind_speed_9am > 28: No (2)
## 
## SubTree [S22]
## 
## humidity_9am <= 88: Yes (230/77)
## humidity_9am > 88:
## :...pressure_9am <= 1012.1: Yes (34/13)
##     pressure_9am > 1012.1: No (29/6)
## 
## SubTree [S23]
## 
## humidity_9am <= 88: No (9/1)
## humidity_9am > 88: Yes (6/1)
## 
## SubTree [S24]
## 
## wind_dir_3pm in [N-SE]: No (3)
## wind_dir_3pm in [SSE-NNW]: Yes (9)
## 
## SubTree [S25]
## 
## temp_3pm <= 14.5: No (4/1)
## temp_3pm > 14.5: Yes (9)
## 
## SubTree [S26]
## 
## wind_dir_3pm in [N-E]: No (4)
## wind_dir_3pm in [ESE-NNW]: Yes (18/4)
## 
## SubTree [S27]
## 
## wind_speed_9am <= 9: Yes (4/1)
## wind_speed_9am > 9: No (8)
## 
## SubTree [S28]
## 
## wind_dir_3pm in [SSE-NNW]: Yes (43/8)
## wind_dir_3pm in [N-SE]:
## :...wind_dir_3pm in [N-NE]: Yes (9/1)
##     wind_dir_3pm in [ENE-SE]: No (36/14)
## 
## SubTree [S29]
## 
## humidity_3pm > 99: Yes (8)
## humidity_3pm <= 99:
## :...cloud_3pm > 7:
##     :...cloud_9am <= 7: Yes (35/6)
##     :   cloud_9am > 7:
##     :   :...wind_gust_dir in [NE-NW]: No (14/4)
##     :       wind_gust_dir = NNW: Yes (3)
##     cloud_3pm <= 7:
##     :...cloud_3pm <= 4: No (6)
##         cloud_3pm > 4:
##         :...evaporation <= 3.2: No (5)
##             evaporation > 3.2:
##             :...wind_speed_9am <= 22: Yes (70/24)
##                 wind_speed_9am > 22: No (4)
## 
## SubTree [S30]
## 
## temp_9am <= 17.7: Yes (8)
## temp_9am > 17.7: No (5/1)
## 
## SubTree [S31]
## 
## wind_speed_3pm > 26: Yes (13/1)
## wind_speed_3pm <= 26:
## :...cloud_9am <= 5: Yes (3)
##     cloud_9am > 5:
##     :...temp_9am <= 21.1: No (6)
##         temp_9am > 21.1: Yes (4/1)
## 
## SubTree [S32]
## 
## wind_gust_dir in [N-NNE]: Yes (3)
## wind_gust_dir in [NE-NNW]: No (13/2)
## 
## SubTree [S33]
## 
## wind_speed_3pm <= 37: Yes (66/18)
## wind_speed_3pm > 37: No (4)
## 
## SubTree [S34]
## 
## humidity_9am <= 86: No (21/7)
## humidity_9am > 86: Yes (4)
## 
## SubTree [S35]
## 
## cloud_3pm <= 1: No (4)
## cloud_3pm > 1: Yes (69/29)
## 
## SubTree [S36]
## 
## wind_dir_3pm in [NW-NNW]:
## :...wind_speed_3pm <= 19: Yes (10/1)
## :   wind_speed_3pm > 19: No (70/29)
## wind_dir_3pm in [N-WNW]:
## :...rainfall <= 0.7: No (146/30)
##     rainfall > 0.7:
##     :...humidity_3pm <= 44: No (5/1)
##         humidity_3pm > 44: Yes (4)
## 
## SubTree [S37]
## 
## humidity_9am <= 28: No (3)
## humidity_9am > 28: Yes (9/1)
## 
## SubTree [S38]
## 
## pressure_3pm <= 1006.4: Yes (46/10)
## pressure_3pm > 1006.4:
## :...cloud_3pm <= 5: Yes (41/15)
##     cloud_3pm > 5: No (96/42)
## 
## SubTree [S39]
## 
## wind_gust_dir in [N-NNE]: No (20)
## wind_gust_dir in [NE-NNW]:
## :...pressure_9am > 1018.1: Yes (3)
##     pressure_9am <= 1018.1:
##     :...pressure_3pm > 1005.4: No (15)
##         pressure_3pm <= 1005.4:
##         :...cloud_3pm <= 5: Yes (4)
##             cloud_3pm > 5: No (3)
## 
## SubTree [S40]
## 
## cloud_9am <= 1: Yes (25/7)
## cloud_9am > 1:
## :...cloud_9am > 6: No (112/38)
##     cloud_9am <= 6:
##     :...wind_dir_9am in [N-NE]: No (144/64)
##         wind_dir_9am = ENE:
##         :...temp_9am <= 11.4: No (2)
##             temp_9am > 11.4: Yes (10/1)
## 
## SubTree [S41]
## 
## wind_gust_dir in [SE-SW]: Yes (5)
## wind_gust_dir in [WSW-NNW]: No (13/2)
## 
## SubTree [S42]
## 
## wind_gust_dir in [SE-WSW]: No (76/29)
## wind_gust_dir in [N-ESE]:
## :...evaporation <= 7.9: Yes (38/8)
##     evaporation > 7.9: No (3)
## 
## SubTree [S43]
## 
## wind_dir_3pm in [N-SE]: Yes (31/11)
## wind_dir_3pm in [SSE-WNW]:
## :...humidity_9am <= 62: Yes (4)
##     humidity_9am > 62:
##     :...cloud_3pm <= 2: Yes (2)
##         cloud_3pm > 2: No (33/4)
## 
## SubTree [S44]
## 
## wind_dir_9am in [N-W]: Yes (17/2)
## wind_dir_9am in [WNW-NNW]: No (3)
## 
## SubTree [S45]
## 
## wind_speed_9am <= 19: Yes (46/14)
## wind_speed_9am > 19: No (34/11)
## 
## SubTree [S46]
## 
## sunshine <= 9.2: Yes (55/13)
## sunshine > 9.2: No (4/1)
## 
## SubTree [S47]
## 
## wind_gust_dir in [N-W]: Yes (8)
## wind_gust_dir in [WNW-NNW]:
## :...min_temp <= 14.6: Yes (9/2)
##     min_temp > 14.6: No (4)
## 
## SubTree [S48]
## 
## wind_gust_dir in [NW-NNW]: Yes (44/20)
## wind_gust_dir in [N-WNW]:
## :...wind_speed_3pm > 26: No (29/4)
##     wind_speed_3pm <= 26:
##     :...cloud_9am <= 6: Yes (13/3)
##         cloud_9am > 6: No (3)
## 
## SubTree [S49]
## 
## humidity_9am <= 51: No (2)
## humidity_9am > 51: Yes (6)
## 
## SubTree [S50]
## 
## pressure_3pm > 1009.1: No (81/6)
## pressure_3pm <= 1009.1:
## :...wind_dir_9am in [NW-NNW]: Yes (12/4)
##     wind_dir_9am in [N-WNW]:
##     :...wind_speed_3pm <= 22: No (28/2)
##         wind_speed_3pm > 22:
##         :...wind_gust_dir in [N-SE]: Yes (6)
##             wind_gust_dir in [SSE-NNW]: No (15/3)
## 
## SubTree [S51]
## 
## wind_speed_9am <= 31: Yes (22)
## wind_speed_9am > 31:
## :...humidity_9am <= 59: Yes (11/1)
##     humidity_9am > 59:
##     :...humidity_9am <= 62: No (8)
##         humidity_9am > 62: Yes (11/3)
## 
## SubTree [S52]
## 
## wind_gust_dir in [NW-NNW]: Yes (14/3)
## wind_gust_dir in [N-WNW]:
## :...humidity_9am > 98: No (12)
##     humidity_9am <= 98:
##     :...wind_speed_3pm <= 37: No (119/44)
##         wind_speed_3pm > 37: Yes (13/2)
## 
## SubTree [S53]
## 
## wind_speed_9am > 28: No (4)
## wind_speed_9am <= 28:
## :...wind_speed_9am <= 9: No (5/1)
##     wind_speed_9am > 9: Yes (25/4)
## 
## SubTree [S54]
## 
## wind_speed_9am <= 13: Yes (15/2)
## wind_speed_9am > 13: No (2)
## 
## SubTree [S55]
## 
## wind_gust_speed <= 17: Yes (2)
## wind_gust_speed > 17: No (32/5)
## 
## SubTree [S56]
## 
## rainfall <= 9.7: Yes (12/3)
## rainfall > 9.7: No (5)
## 
## SubTree [S57]
## 
## humidity_3pm <= 53: Yes (6)
## humidity_3pm > 53:
## :...evaporation > 3.6: Yes (45/10)
##     evaporation <= 3.6:
##     :...humidity_3pm > 60: Yes (39/14)
##         humidity_3pm <= 60:
##         :...min_temp <= 4.6: Yes (2)
##             min_temp > 4.6: No (16/2)
## 
## SubTree [S58]
## 
## wind_gust_speed <= 31: No (13/2)
## wind_gust_speed > 31: Yes (140/66)
## 
## SubTree [S59]
## 
## wind_dir_3pm in [NW-NNW]: Yes (13)
## wind_dir_3pm in [N-WNW]:
## :...min_temp <= 7.3: No (7/1)
##     min_temp > 7.3: Yes (73/19)
## 
## SubTree [S60]
## 
## humidity_3pm <= 62: No (48/16)
## humidity_3pm > 62:
## :...wind_dir_9am in [ENE-WNW]: Yes (60/20)
##     wind_dir_9am in [NW-NNW]:
##     :...wind_speed_3pm <= 13: Yes (2)
##         wind_speed_3pm > 13: No (6)
## 
## SubTree [S61]
## 
## rainfall <= 2.5: No (10/4)
## rainfall > 2.5: Yes (50/4)
## 
## SubTree [S62]
## 
## sunshine <= 8.2: No (9/1)
## sunshine > 8.2:
## :...min_temp <= 9.4:
##     :...pressure_3pm <= 1012.3:
##     :   :...wind_gust_dir in [N-W]: Yes (19/5)
##     :   :   wind_gust_dir in [WNW-NNW]: No (2)
##     :   pressure_3pm > 1012.3:
##     :   :...wind_gust_speed <= 33: Yes (3)
##     :       wind_gust_speed > 33: No (57/11)
##     min_temp > 9.4:
##     :...temp_3pm > 18: Yes (79/19)
##         temp_3pm <= 18:
##         :...temp_3pm <= 16: Yes (2)
##             temp_3pm > 16: No (6)
## 
## SubTree [S63]
## 
## wind_dir_9am = NNW: Yes (5)
## wind_dir_9am in [N-NW]:
## :...humidity_9am <= 82:
##     :...wind_gust_speed <= 41: No (181/38)
##     :   wind_gust_speed > 41:
##     :   :...wind_speed_9am <= 11: Yes (12/3)
##     :       wind_speed_9am > 11: No (14/1)
##     humidity_9am > 82:
##     :...rainfall <= 2.1: No (19/1)
##         rainfall > 2.1:
##         :...min_temp <= 13.7: No (43/12)
##             min_temp > 13.7:
##             :...max_temp <= 25.1: Yes (61/17)
##                 max_temp > 25.1: No (55/21)
## 
## SubTree [S64]
## 
## wind_dir_3pm in [N-SSW]: No (238/90)
## wind_dir_3pm in [SW-NNW]:
## :...humidity_3pm <= 67: Yes (84/35)
##     humidity_3pm > 67:
##     :...wind_speed_3pm <= 20: Yes (23/9)
##         wind_speed_3pm > 20: No (8)
## 
## SubTree [S65]
## 
## wind_gust_speed <= 43: No (153/58)
## wind_gust_speed > 43:
## :...wind_speed_9am > 20: No (6)
##     wind_speed_9am <= 20:
##     :...wind_speed_3pm <= 17: Yes (10/1)
##         wind_speed_3pm > 17:
##         :...pressure_3pm <= 1007.2: No (5/1)
##             pressure_3pm > 1007.2:
##             :...cloud_9am > 5: Yes (12/1)
##                 cloud_9am <= 5:
##                 :...wind_dir_3pm in [N-WSW]: No (4)
##                     wind_dir_3pm in [W-NNW]: Yes (2)
## 
## SubTree [S66]
## 
## wind_dir_3pm in [N-WNW]: No (1117/287)
## wind_dir_3pm in [NW-NNW]:
## :...wind_speed_9am <= 9: No (65/17)
##     wind_speed_9am > 9:
##     :...max_temp > 33: Yes (9)
##         max_temp <= 33:
##         :...wind_speed_9am > 15: No (42/11)
##             wind_speed_9am <= 15:
##             :...wind_gust_speed > 39: Yes (29/12)
##                 wind_gust_speed <= 39:
##                 :...humidity_3pm <= 59: No (13/3)
##                     humidity_3pm > 59: Yes (15/4)
## 
## 
## Evaluation on training data (139059 cases):
## 
##      Decision Tree   
##    ----------------  
##    Size      Errors  
## 
##     707 18094(13.0%)   <<
## 
## 
##      (a)    (b)    <-classified as
##    -----  -----
##   104668   4941    (a): class No
##    13153  16297    (b): class Yes
## 
## 
##  Attribute usage:
## 
##  100.00% humidity_3pm
##   93.23% rain_today
##   88.75% wind_gust_speed
##   83.92% sunshine
##   34.23% pressure_3pm
##   23.75% cloud_3pm
##   15.04% wind_dir_3pm
##   14.29% min_temp
##   13.82% rainfall
##   12.93% temp_9am
##    8.70% temp_3pm
##    8.05% wind_speed_9am
##    6.18% humidity_9am
##    6.11% wind_dir_9am
##    5.97% wind_speed_3pm
##    5.55% pressure_9am
##    5.35% wind_gust_dir
##    5.01% max_temp
##    4.61% evaporation
##    4.05% cloud_9am
## 
## 
## Time: 4.0 secs


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