20.70 C5.0 Summary

summary(model)
## 
## Call:
## C5.0.formula(formula = form, data = ds[tr, vars])
## 
## 
## C5.0 [Release 2.07 GPL Edition]      Mon May 23 19:27:13 2022
## -------------------------------
## 
## Class specified by attribute `outcome'
## 
## Read 123722 cases (21 attributes) from undefined.data
## 
## Decision tree:
## 
## humidity_3pm > 68:
## :...humidity_3pm > 81:
## :   :...temp_9am <= 6.6:
## :   :   :...pressure_3pm <= 1014.2: Yes (149/19)
## :   :   :   pressure_3pm > 1014.2:
## :   :   :   :...rainfall > 3.3:
## :   :   :       :...wind_dir_9am in [N-WSW]:
## :   :   :       :   :...wind_speed_9am > 26: No (8/1)
## :   :   :       :   :   wind_speed_9am <= 26:
## :   :   :       :   :   :...humidity_3pm <= 95: No (55/25)
## :   :   :       :   :       humidity_3pm > 95: Yes (73/21)
## :   :   :       :   wind_dir_9am in [W-NNW]:
## :   :   :       :   :...cloud_9am <= 5: Yes (91/14)
## :   :   :       :       cloud_9am > 5:
## :   :   :       :       :...temp_9am <= 5.2: Yes (2)
## :   :   :       :           temp_9am > 5.2: No (3)
## :   :   :       rainfall <= 3.3:
## :   :   :       :...humidity_3pm > 90:
## :   :   :           :...wind_gust_dir in [N-W]:
## :   :   :           :   :...wind_speed_3pm <= 22: No (194/59)
## :   :   :           :   :   wind_speed_3pm > 22: Yes (61/28)
## :   :   :           :   wind_gust_dir in [WNW-NNW]:
## :   :   :           :   :...wind_dir_3pm in [NW-NNW]: Yes (21)
## :   :   :           :       wind_dir_3pm in [N-WNW]:
## :   :   :           :       :...wind_speed_3pm <= 13: No (8/1)
## :   :   :           :           wind_speed_3pm > 13: Yes (31/6)
## :   :   :           humidity_3pm <= 90:
## :   :   :           :...wind_speed_3pm <= 20: No (173/29)
## :   :   :               wind_speed_3pm > 20:
## :   :   :               :...pressure_9am <= 1019.7:
## :   :   :                   :...wind_gust_speed > 56: No (18/1)
## :   :   :                   :   wind_gust_speed <= 56:
## :   :   :                   :   :...wind_speed_3pm <= 26: No (8/2)
## :   :   :                   :       wind_speed_3pm > 26: Yes (4)
## :   :   :                   pressure_9am > 1019.7:
## :   :   :                   :...rainfall > 0.3: Yes (7)
## :   :   :                       rainfall <= 0.3:
## :   :   :                       :...cloud_9am <= 5: Yes (3)
## :   :   :                           cloud_9am > 5: No (5)
## :   :   temp_9am > 6.6:
## :   :   :...temp_3pm > 30.3:
## :   :       :...rainfall > 12.1: Yes (5/1)
## :   :       :   rainfall <= 12.1:
## :   :       :   :...min_temp <= 25.8: No (23)
## :   :       :       min_temp > 25.8: Yes (2)
## :   :       temp_3pm <= 30.3:
## :   :       :...max_temp <= 7.4:
## :   :           :...rain_today = Yes:
## :   :           :   :...wind_speed_9am <= 28: Yes (12/2)
## :   :           :   :   wind_speed_9am > 28: No (2)
## :   :           :   rain_today = No:
## :   :           :   :...humidity_3pm <= 88: No (11)
## :   :           :       humidity_3pm > 88:
## :   :           :       :...temp_3pm > 2.9: No (6)
## :   :           :           temp_3pm <= 2.9:
## :   :           :           :...wind_gust_speed <= 39: No (3)
## :   :           :               wind_gust_speed > 39: Yes (13/3)
## :   :           max_temp > 7.4:
## :   :           :...rainfall > 2.3: Yes (4025/511)
## :   :               rainfall <= 2.3:
## :   :               :...humidity_3pm > 88:
## :   :                   :...humidity_9am > 96:
## :   :                   :   :...pressure_3pm > 1025:
## :   :                   :   :   :...rain_today = No:
## :   :                   :   :   :   :...min_temp <= 2.8: Yes (6/1)
## :   :                   :   :   :   :   min_temp > 2.8:
## :   :                   :   :   :   :   :...wind_gust_speed <= 41: No (32/7)
## :   :                   :   :   :   :       wind_gust_speed > 41: Yes (4/1)
## :   :                   :   :   :   rain_today = Yes:
## :   :                   :   :   :   :...wind_speed_9am <= 13: No (6)
## :   :                   :   :   :       wind_speed_9am > 13:
## :   :                   :   :   :       :...pressure_9am <= 1026.5: No (3)
## :   :                   :   :   :           pressure_9am > 1026.5: Yes (6)
## :   :                   :   :   pressure_3pm <= 1025:
## :   :                   :   :   :...rainfall > 0.1:
## :   :                   :   :       :...wind_gust_speed > 54: Yes (20)
## :   :                   :   :       :   wind_gust_speed <= 54:
## :   :                   :   :       :   :...wind_speed_3pm <= 26: Yes (205/42)
## :   :                   :   :       :       wind_speed_3pm > 26: No (17/7)
## :   :                   :   :       rainfall <= 0.1:
## :   :                   :   :       :...wind_speed_9am <= 7:
## :   :                   :   :           :...min_temp <= 7.4: Yes (25)
## :   :                   :   :           :   min_temp > 7.4:
## :   :                   :   :           :   :...pressure_3pm <= 1016.6: Yes (32/6)
## :   :                   :   :           :       pressure_3pm > 1016.6: No (5/1)
## :   :                   :   :           wind_speed_9am > 7:
## :   :                   :   :           :...wind_speed_3pm > 31: Yes (6)
## :   :                   :   :               wind_speed_3pm <= 31:
## :   :                   :   :               :...pressure_3pm <= 1007.3: Yes (6)
## :   :                   :   :                   pressure_3pm > 1007.3: No (71/29)
## :   :                   :   humidity_9am <= 96:
## :   :                   :   :...wind_gust_dir in [N-NE]:
## :   :                   :       :...humidity_3pm > 89: Yes (274/16)
## :   :                   :       :   humidity_3pm <= 89:
## :   :                   :       :   :...pressure_9am <= 1026.3: Yes (33/3)
## :   :                   :       :       pressure_9am > 1026.3: No (3)
## :   :                   :       wind_gust_dir in [ENE-NNW]:
## :   :                   :       :...wind_gust_speed > 44: Yes (546/72)
## :   :                   :           wind_gust_speed <= 44:
## :   :                   :           :...wind_speed_3pm > 17:
## :   :                   :               :...sunshine > 8.6: No (12)
## :   :                   :               :   sunshine <= 8.6:
## :   :                   :               :   :...cloud_3pm > 5: Yes (149/35)
## :   :                   :               :       cloud_3pm <= 5:
## :   :                   :               :       :...cloud_3pm <= 4: No (4)
## :   :                   :               :           cloud_3pm > 4: [S1]
## :   :                   :               wind_speed_3pm <= 17:
## :   :                   :               :...temp_3pm <= 22.1: Yes (540/93)
## :   :                   :                   temp_3pm > 22.1:
## :   :                   :                   :...humidity_3pm > 97: No (4)
## :   :                   :                       humidity_3pm <= 97:
## :   :                   :                       :...rainfall > 0.1: Yes (26/1)
## :   :                   :                           rainfall <= 0.1: [S2]
## :   :                   humidity_3pm <= 88:
## :   :                   :...pressure_9am > 1019.3:
## :   :                       :...wind_gust_speed > 43:
## :   :                       :   :...wind_dir_9am in [N-NE]: No (31/11)
## :   :                       :   :   wind_dir_9am in [ENE-NNW]: Yes (131/37)
## :   :                       :   wind_gust_speed <= 43:
## :   :                       :   :...rainfall > 1.7:
## :   :                       :       :...humidity_9am <= 72: No (3)
## :   :                       :       :   humidity_9am > 72: Yes (41/12)
## :   :                       :       rainfall <= 1.7:
## :   :                       :       :...humidity_9am <= 79:
## :   :                       :           :...wind_gust_dir in [N-ESE]:
## :   :                       :           :   :...temp_3pm <= 21.4: Yes (41/6)
## :   :                       :           :   :   temp_3pm > 21.4: No (4)
## :   :                       :           :   wind_gust_dir in [SE-NNW]:
## :   :                       :           :   :...evaporation <= 1.9: No (17/1)
## :   :                       :           :       evaporation > 1.9: Yes (60/28)
## :   :                       :           humidity_9am > 79:
## :   :                       :           :...humidity_3pm <= 86: No (255/75)
## :   :                       :               humidity_3pm > 86:
## :   :                       :               :...cloud_9am > 6: Yes (31/11)
## :   :                       :                   cloud_9am <= 6:
## :   :                       :                   :...rain_today = No: No (39/12)
## :   :                       :                       rain_today = Yes: Yes (4/1)
## :   :                       pressure_9am <= 1019.3:
## :   :                       :...sunshine <= 4.3: Yes (495/91)
## :   :                           sunshine > 4.3:
## :   :                           :...wind_dir_3pm in [WSW-NNW]: Yes (347/84)
## :   :                               wind_dir_3pm in [N-SW]:
## :   :                               :...humidity_3pm <= 84: No (396/185)
## :   :                                   humidity_3pm > 84:
## :   :                                   :...cloud_3pm > 7: Yes (92/21)
## :   :                                       cloud_3pm <= 7:
## :   :                                       :...cloud_3pm <= 4: [S3]
## :   :                                           cloud_3pm > 4:
## :   :                                           :...humidity_9am > 91: [S4]
## :   :                                               humidity_9am <= 91: [S5]
## :   humidity_3pm <= 81:
## :   :...rainfall > 2.6:
## :       :...wind_gust_speed > 54:
## :       :   :...min_temp > 4.4: Yes (927/183)
## :       :   :   min_temp <= 4.4:
## :       :   :   :...pressure_9am <= 1012.9: Yes (17/2)
## :       :   :       pressure_9am > 1012.9: No (20/4)
## :       :   wind_gust_speed <= 54:
## :       :   :...min_temp <= 3.5: No (107/29)
## :       :       min_temp > 3.5:
## :       :       :...cloud_9am <= 2:
## :       :           :...sunshine > 9: No (23/2)
## :       :           :   sunshine <= 9:
## :       :           :   :...cloud_9am <= 1: No (55/21)
## :       :           :       cloud_9am > 1:
## :       :           :       :...wind_gust_speed <= 31: No (10/1)
## :       :           :           wind_gust_speed > 31: Yes (29/11)
## :       :           cloud_9am > 2:
## :       :           :...sunshine <= 4:
## :       :               :...wind_gust_speed <= 30:
## :       :               :   :...temp_3pm <= 19.1:
## :       :               :   :   :...wind_speed_3pm <= 9: Yes (24/9)
## :       :               :   :   :   wind_speed_3pm > 9:
## :       :               :   :   :   :...wind_speed_3pm <= 15: No (45/7)
## :       :               :   :   :       wind_speed_3pm > 15: Yes (14/6)
## :       :               :   :   temp_3pm > 19.1:
## :       :               :   :   :...wind_speed_9am <= 7: Yes (51/11)
## :       :               :   :       wind_speed_9am > 7:
## :       :               :   :       :...pressure_9am <= 1021.1: No (32/14)
## :       :               :   :           pressure_9am > 1021.1: Yes (4)
## :       :               :   wind_gust_speed > 30:
## :       :               :   :...humidity_3pm <= 79:
## :       :               :       :...evaporation > 1.5: Yes (467/127)
## :       :               :       :   evaporation <= 1.5:
## :       :               :       :   :...wind_gust_speed <= 43: No (76/31)
## :       :               :       :       wind_gust_speed > 43: Yes (28/6)
## :       :               :       humidity_3pm > 79:
## :       :               :       :...wind_gust_dir in [SW-NNW]: Yes (43)
## :       :               :           wind_gust_dir in [N-SSW]:
## :       :               :           :...humidity_9am <= 96: Yes (45/7)
## :       :               :               humidity_9am > 96: No (4)
## :       :               sunshine > 4:
## :       :               :...wind_gust_speed <= 39:
## :       :                   :...cloud_3pm > 5:
## :       :                   :   :...wind_gust_speed > 28:
## :       :                   :   :   :...humidity_3pm > 69: Yes (404/163)
## :       :                   :   :   :   humidity_3pm <= 69:
## :       :                   :   :   :   :...wind_gust_dir in [N-S]:
## :       :                   :   :   :       :...rainfall <= 4.7: No (5/1)
## :       :                   :   :   :       :   rainfall > 4.7: Yes (6)
## :       :                   :   :   :       wind_gust_dir in [SSW-NNW]:
## :       :                   :   :   :       :...cloud_9am <= 5: Yes (8/3)
## :       :                   :   :   :           cloud_9am > 5: No (20/2)
## :       :                   :   :   wind_gust_speed <= 28:
## :       :                   :   :   :...cloud_9am <= 6: No (27/8)
## :       :                   :   :       cloud_9am > 6:
## :       :                   :   :       :...cloud_9am <= 7: [S6]
## :       :                   :   :           cloud_9am > 7:
## :       :                   :   :           :...pressure_9am > 1021.9: No (18/1)
## :       :                   :   :               pressure_9am <= 1021.9:
## :       :                   :   :               :...sunshine <= 6.3: No (5)
## :       :                   :   :                   sunshine > 6.3: Yes (32/12)
## :       :                   :   cloud_3pm <= 5:
## :       :                   :   :...humidity_3pm <= 75: No (495/178)
## :       :                   :       humidity_3pm > 75:
## :       :                   :       :...wind_dir_9am in [N-NNE]: Yes (80/27)
## :       :                   :           wind_dir_9am in [NE-NNW]:
## :       :                   :           :...wind_dir_3pm in [N-NE]: No (31/5)
## :       :                   :               wind_dir_3pm in [ENE-NNW]:
## :       :                   :               :...cloud_3pm <= 3: [S7]
## :       :                   :                   cloud_3pm > 3:
## :       :                   :                   :...cloud_9am > 5: Yes (14/2)
## :       :                   :                       cloud_9am <= 5: [S8]
## :       :                   wind_gust_speed > 39:
## :       :                   :...humidity_9am > 85:
## :       :                       :...temp_3pm > 26.3: Yes (33/1)
## :       :                       :   temp_3pm <= 26.3:
## :       :                       :   :...rainfall > 5.9: Yes (285/80)
## :       :                       :       rainfall <= 5.9:
## :       :                       :       :...wind_dir_3pm in [E-NNW]: Yes (118/49)
## :       :                       :           wind_dir_3pm in [N-ENE]:
## :       :                       :           :...humidity_9am <= 86: Yes (2)
## :       :                       :               humidity_9am > 86: No (16/1)
## :       :                       humidity_9am <= 85:
## :       :                       :...humidity_3pm > 77:
## :       :                           :...wind_gust_speed <= 44:
## :       :                           :   :...rainfall <= 35.8: Yes (24/1)
## :       :                           :   :   rainfall > 35.8: No (2)
## :       :                           :   wind_gust_speed > 44:
## :       :                           :   :...cloud_9am <= 7: Yes (44/12)
## :       :                           :       cloud_9am > 7: No (10/3)
## :       :                           humidity_3pm <= 77:
## :       :                           :...wind_dir_9am in [N-SW]:
## :       :                               :...humidity_9am <= 77:
## :       :                               :   :...wind_speed_3pm > 17: No (89/43)
## :       :                               :   :   wind_speed_3pm <= 17: [S9]
## :       :                               :   humidity_9am > 77:
## :       :                               :   :...wind_gust_speed > 48:
## :       :                               :       :...max_temp <= 17.6: No (7)
## :       :                               :       :   max_temp > 17.6: [S10]
## :       :                               :       wind_gust_speed <= 48: [S11]
## :       :                               wind_dir_9am in [WSW-NNW]:
## :       :                               :...wind_dir_9am in [WSW-W]: [S12]
## :       :                                   wind_dir_9am in [WNW-NNW]:
## :       :                                   :...humidity_3pm > 76: No (5)
## :       :                                       humidity_3pm <= 76:
## :       :                                       :...sunshine <= 6.1: Yes (8)
## :       :                                           sunshine > 6.1: [S13]
## :       rainfall <= 2.6:
## :       :...wind_gust_speed > 41:
## :           :...sunshine <= 7.7:
## :           :   :...pressure_3pm <= 1010.5: Yes (380/84)
## :           :   :   pressure_3pm > 1010.5:
## :           :   :   :...humidity_3pm > 75:
## :           :   :       :...wind_dir_3pm in [N-NE]:
## :           :   :       :   :...temp_3pm <= 25.9: Yes (35/4)
## :           :   :       :   :   temp_3pm > 25.9: No (2)
## :           :   :       :   wind_dir_3pm in [ENE-NNW]:
## :           :   :       :   :...rain_today = No: Yes (171/65)
## :           :   :       :       rain_today = Yes:
## :           :   :       :       :...wind_dir_9am in [N-ESE]: No (6)
## :           :   :       :           wind_dir_9am in [SE-NNW]:
## :           :   :       :           :...max_temp <= 14.9: No (10/2)
## :           :   :       :               max_temp > 14.9: Yes (30/6)
## :           :   :       humidity_3pm <= 75:
## :           :   :       :...cloud_9am > 7:
## :           :   :           :...sunshine > 5.4: No (11/1)
## :           :   :           :   sunshine <= 5.4:
## :           :   :           :   :...wind_gust_speed > 44: Yes (62/12)
## :           :   :           :       wind_gust_speed <= 44:
## :           :   :           :       :...wind_dir_9am in [N-SSW]: Yes (9/2)
## :           :   :           :           wind_dir_9am in [SW-NNW]: No (9/1)
## :           :   :           cloud_9am <= 7:
## :           :   :           :...wind_dir_3pm in [N-S]: No (191/74)
## :           :   :               wind_dir_3pm in [SSW-NNW]:
## :           :   :               :...cloud_3pm <= 3: No (10)
## :           :   :                   cloud_3pm > 3:
## :           :   :                   :...wind_gust_speed > 48: Yes (99/32)
## :           :   :                       wind_gust_speed <= 48:
## :           :   :                       :...wind_speed_3pm <= 13: Yes (11/2)
## :           :   :                           wind_speed_3pm > 13: [S14]
## :           :   sunshine > 7.7:
## :           :   :...wind_gust_dir in [WSW-NNW]:
## :           :       :...temp_9am <= 2.8: No (28/4)
## :           :       :   temp_9am > 2.8:
## :           :       :   :...pressure_3pm > 1017.3:
## :           :       :       :...rain_today = No: No (94/28)
## :           :       :       :   rain_today = Yes:
## :           :       :       :   :...humidity_3pm <= 72:
## :           :       :       :       :...wind_gust_dir = WSW: Yes (2)
## :           :       :       :       :   wind_gust_dir in [W-NNW]: No (8)
## :           :       :       :       humidity_3pm > 72:
## :           :       :       :       :...humidity_3pm <= 79: Yes (12)
## :           :       :       :           humidity_3pm > 79: No (8/3)
## :           :       :       pressure_3pm <= 1017.3:
## :           :       :       :...humidity_3pm > 77:
## :           :       :           :...cloud_9am > 4: Yes (126/28)
## :           :       :           :   cloud_9am <= 4:
## :           :       :           :   :...wind_speed_3pm <= 17: Yes (4)
## :           :       :           :       wind_speed_3pm > 17: No (9/1)
## :           :       :           humidity_3pm <= 77:
## :           :       :           :...wind_dir_9am in [N-E]: Yes (113/36)
## :           :       :               wind_dir_9am in [ESE-NNW]:
## :           :       :               :...wind_gust_speed <= 50: No (141/57)
## :           :       :                   wind_gust_speed > 50:
## :           :       :                   :...wind_dir_3pm in [N-SW]: No (34/12)
## :           :       :                       wind_dir_3pm in [WSW-NNW]:
## :           :       :                       :...rainfall > 0.1:
## :           :       :                           :...max_temp <= 11: No (4)
## :           :       :                           :   max_temp > 11: Yes (76/16)
## :           :       :                           rainfall <= 0.1: [S15]
## :           :       wind_gust_dir in [N-SW]:
## :           :       :...wind_dir_3pm in [S-NNW]:
## :           :           :...wind_speed_9am <= 13: Yes (116/41)
## :           :           :   wind_speed_9am > 13:
## :           :           :   :...wind_dir_9am in [SW-NNW]:
## :           :           :       :...wind_gust_speed <= 69: No (123/60)
## :           :           :       :   wind_gust_speed > 69: Yes (9)
## :           :           :       wind_dir_9am in [N-SSW]:
## :           :           :       :...wind_dir_9am in [S-SSW]: No (139/36)
## :           :           :           wind_dir_9am in [N-SSE]:
## :           :           :           :...evaporation > 5.2: No (4)
## :           :           :               evaporation <= 5.2:
## :           :           :               :...humidity_9am <= 95: Yes (42/15)
## :           :           :                   humidity_9am > 95: No (6)
## :           :           wind_dir_3pm in [N-SSE]:
## :           :           :...rainfall > 0.3:
## :           :               :...wind_dir_3pm in [NE-SSE]: No (214/91)
## :           :               :   wind_dir_3pm in [N-NNE]:
## :           :               :   :...wind_speed_3pm > 31: No (15/5)
## :           :               :       wind_speed_3pm <= 31:
## :           :               :       :...wind_dir_9am in [N-WNW]: Yes (24/2)
## :           :               :           wind_dir_9am in [NW-NNW]:
## :           :               :           :...pressure_3pm <= 1019.3: No (3)
## :           :               :               pressure_3pm > 1019.3: Yes (2)
## :           :               rainfall <= 0.3:
## :           :               :...cloud_3pm > 5:
## :           :                   :...wind_speed_3pm > 19: No (158/57)
## :           :                   :   wind_speed_3pm <= 19:
## :           :                   :   :...cloud_9am <= 7: Yes (25/3)
## :           :                   :       cloud_9am > 7:
## :           :                   :       :...wind_gust_dir in [N-SSE]: Yes (8/3)
## :           :                   :           wind_gust_dir in [S-SW]: No (6)
## :           :                   cloud_3pm <= 5:
## :           :                   :...wind_gust_speed <= 56: No (575/101)
## :           :                       wind_gust_speed > 56:
## :           :                       :...rainfall > 0.1:
## :           :                           :...pressure_3pm <= 1013.5: Yes (6)
## :           :                           :   pressure_3pm > 1013.5:
## :           :                           :   :...cloud_3pm <= 4: Yes (2)
## :           :                           :       cloud_3pm > 4: [S16]
## :           :                           rainfall <= 0.1:
## :           :                           :...max_temp > 22.6:
## :           :                               :...temp_3pm <= 26.7: No (73/10)
## :           :                               :   temp_3pm > 26.7:
## :           :                               :   :...temp_9am <= 26.4: No (4)
## :           :                               :       temp_9am > 26.4: Yes (12/3)
## :           :                               max_temp <= 22.6:
## :           :                               :...cloud_9am <= 4: No (5)
## :           :                                   cloud_9am > 4: [S17]
## :           wind_gust_speed <= 41:
## :           :...min_temp > 22.8:
## :               :...sunshine <= 4: Yes (67/14)
## :               :   sunshine > 4:
## :               :   :...cloud_3pm <= 5:
## :               :       :...rain_today = No:
## :               :       :   :...wind_dir_3pm in [N-NW]: No (141/34)
## :               :       :   :   wind_dir_3pm = NNW: Yes (3)
## :               :       :   rain_today = Yes:
## :               :       :   :...min_temp <= 23.9: No (4)
## :               :       :       min_temp > 23.9: Yes (9/2)
## :               :       cloud_3pm > 5:
## :               :       :...humidity_3pm <= 73:
## :               :           :...rain_today = No:
## :               :           :   :...wind_speed_9am <= 2: Yes (4)
## :               :           :   :   wind_speed_9am > 2: No (65/23)
## :               :           :   rain_today = Yes:
## :               :           :   :...wind_dir_9am = N: Yes (2)
## :               :           :       wind_dir_9am in [NNE-NNW]: No (8)
## :               :           humidity_3pm > 73:
## :               :           :...humidity_9am > 79: No (11/3)
## :               :               humidity_9am <= 79:
## :               :               :...evaporation <= 8.5: Yes (48/7)
## :               :                   evaporation > 8.5: No (3)
## :               min_temp <= 22.8:
## :               :...sunshine > 8.6: No (420/39)
## :                   sunshine <= 8.6:
## :                   :...pressure_3pm > 1022.9:
## :                       :...max_temp <= 12.1: No (203/6)
## :                       :   max_temp > 12.1:
## :                       :   :...wind_dir_3pm in [N-NNE]: No (81/4)
## :                       :       wind_dir_3pm in [NE-NNW]:
## :                       :       :...wind_gust_speed <= 28:
## :                       :           :...rain_today = No: No (486/52)
## :                       :           :   rain_today = Yes:
## :                       :           :   :...temp_9am > 15.6: Yes (10/3)
## :                       :           :       temp_9am <= 15.6:
## :                       :           :       :...rainfall > 1.3: No (65/6)
## :                       :           :           rainfall <= 1.3: [S18]
## :                       :           wind_gust_speed > 28:
## :                       :           :...wind_gust_dir in [N-ESE]:
## :                       :               :...wind_speed_3pm <= 11: Yes (18/3)
## :                       :               :   wind_speed_3pm > 11:
## :                       :               :   :...cloud_3pm > 7:
## :                       :               :       :...max_temp <= 17.5: No (8/3)
## :                       :               :       :   max_temp > 17.5: Yes (9)
## :                       :               :       cloud_3pm <= 7:
## :                       :               :       :...rain_today = No: No (57/9)
## :                       :               :           rain_today = Yes: [S19]
## :                       :               wind_gust_dir in [SE-NNW]:
## :                       :               :...sunshine <= 1.3:
## :                       :                   :...temp_9am > 11.6:
## :                       :                   :   :...min_temp <= 13.9: Yes (19/4)
## :                       :                   :   :   min_temp > 13.9: No (4)
## :                       :                   :   temp_9am <= 11.6:
## :                       :                   :   :...min_temp > 5.8: No (16/1)
## :                       :                   :       min_temp <= 5.8: [S20]
## :                       :                   sunshine > 1.3:
## :                       :                   :...cloud_3pm <= 3: No (21)
## :                       :                       cloud_3pm > 3: [S21]
## :                       pressure_3pm <= 1022.9:
## :                       :...cloud_3pm > 6:
## :                           :...pressure_3pm <= 1011.7:
## :                           :   :...humidity_9am <= 65: Yes (39/8)
## :                           :   :   humidity_9am > 65:
## :                           :   :   :...wind_speed_3pm > 13:
## :                           :   :       :...wind_gust_speed <= 30: No (16/1)
## :                           :   :       :   wind_gust_speed > 30: [S22]
## :                           :   :       wind_speed_3pm <= 13:
## :                           :   :       :...wind_gust_speed <= 20:
## :                           :   :           :...max_temp <= 12.4: Yes (4/1)
## :                           :   :           :   max_temp > 12.4: No (13)
## :                           :   :           wind_gust_speed > 20:
## :                           :   :           :...humidity_3pm > 70: Yes (77/18)
## :                           :   :               humidity_3pm <= 70:
## :                           :   :               :...cloud_9am <= 7: No (20/6)
## :                           :   :                   cloud_9am > 7: Yes (4)
## :                           :   pressure_3pm > 1011.7:
## :                           :   :...wind_gust_dir in [N-NNE]:
## :                           :       :...wind_speed_9am <= 2: No (16/2)
## :                           :       :   wind_speed_9am > 2:
## :                           :       :   :...wind_dir_3pm in [N-NW]: Yes (100/39)
## :                           :       :       wind_dir_3pm = NNW: No (17/3)
## :                           :       wind_gust_dir in [NE-NNW]:
## :                           :       :...humidity_3pm <= 71: No (359/92)
## :                           :           humidity_3pm > 71:
## :                           :           :...wind_speed_3pm <= 9: [S23]
## :                           :               wind_speed_3pm > 9:
## :                           :               :...humidity_3pm <= 79: No (477/150)
## :                           :                   humidity_3pm > 79:
## :                           :                   :...humidity_9am > 97: No (11)
## :                           :                       humidity_9am <= 97: [S24]
## :                           cloud_3pm <= 6:
## :                           :...rain_today = Yes:
## :                               :...pressure_3pm > 1011.6: No (278/80)
## :                               :   pressure_3pm <= 1011.6:
## :                               :   :...wind_gust_speed > 31:
## :                               :       :...humidity_9am > 81: Yes (25/1)
## :                               :       :   humidity_9am <= 81: [S25]
## :                               :       wind_gust_speed <= 31:
## :                               :       :...sunshine <= 8.3: No (8)
## :                               :           sunshine > 8.3:
## :                               :           :...evaporation <= 2.9: Yes (4)
## :                               :               evaporation > 2.9:
## :                               :               :...rainfall <= 2.1: No (16/3)
## :                               :                   rainfall > 2.1: Yes (4)
## :                               rain_today = No:
## :                               :...wind_dir_3pm in [SSW-NNW]: No (760/229)
## :                                   wind_dir_3pm in [N-S]:
## :                                   :...sunshine <= 1.6:
## :                                       :...evaporation > 5.7: Yes (8/1)
## :                                       :   evaporation <= 5.7: [S26]
## :                                       sunshine > 1.6:
## :                                       :...pressure_3pm > 1015.3: No (746/112)
## :                                           pressure_3pm <= 1015.3:
## :                                           :...wind_gust_dir in [WNW-NNW]: [S27]
## :                                               wind_gust_dir in [N-W]:
## :                                               :...cloud_3pm <= 5: No (941/200)
## :                                                   cloud_3pm > 5: [S28]
## humidity_3pm <= 68:
## :...rain_today = Yes:
##     :...humidity_3pm <= 50:
##     :   :...sunshine > 6.4:
##     :   :   :...wind_gust_speed <= 46: No (2643/228)
##     :   :   :   wind_gust_speed > 46:
##     :   :   :   :...wind_dir_3pm in [N-ESE]:
##     :   :   :       :...sunshine > 11.5: No (13)
##     :   :   :       :   sunshine <= 11.5:
##     :   :   :       :   :...wind_speed_3pm <= 15:
##     :   :   :       :       :...pressure_3pm <= 1006.9: Yes (12)
##     :   :   :       :       :   pressure_3pm > 1006.9:
##     :   :   :       :       :   :...wind_dir_9am in [N-S]: Yes (26/11)
##     :   :   :       :       :       wind_dir_9am in [SSW-NNW]: No (7)
##     :   :   :       :       wind_speed_3pm > 15:
##     :   :   :       :       :...wind_gust_speed <= 54: No (59/8)
##     :   :   :       :           wind_gust_speed > 54:
##     :   :   :       :           :...cloud_9am > 4: No (44/14)
##     :   :   :       :               cloud_9am <= 4:
##     :   :   :       :               :...humidity_9am <= 46: No (4)
##     :   :   :       :                   humidity_9am > 46: Yes (18/4)
##     :   :   :       wind_dir_3pm in [SE-NNW]:
##     :   :   :       :...wind_dir_3pm in [SE-WNW]: No (1170/188)
##     :   :   :           wind_dir_3pm in [NW-NNW]:
##     :   :   :           :...wind_gust_speed > 85: Yes (16/5)
##     :   :   :               wind_gust_speed <= 85:
##     :   :   :               :...cloud_9am <= 7:
##     :   :   :                   :...wind_dir_3pm = NW: No (131/28)
##     :   :   :                   :   wind_dir_3pm = NNW:
##     :   :   :                   :   :...humidity_9am <= 85: No (69/22)
##     :   :   :                   :       humidity_9am > 85: Yes (6/1)
##     :   :   :                   cloud_9am > 7:
##     :   :   :                   :...rainfall <= 2.9: No (5)
##     :   :   :                       rainfall > 2.9:
##     :   :   :                       :...humidity_3pm <= 30: No (2)
##     :   :   :                           humidity_3pm > 30: Yes (11/1)
##     :   :   sunshine <= 6.4:
##     :   :   :...wind_gust_speed <= 39: No (163/23)
##     :   :       wind_gust_speed > 39:
##     :   :       :...wind_gust_dir in [NW-NNW]: Yes (52/17)
##     :   :           wind_gust_dir in [N-WNW]:
##     :   :           :...humidity_3pm <= 41:
##     :   :               :...wind_dir_3pm in [N-ENE]: Yes (9/2)
##     :   :               :   wind_dir_3pm in [E-NNW]: No (73/10)
##     :   :               humidity_3pm > 41:
##     :   :               :...pressure_3pm <= 1008.1: Yes (56/16)
##     :   :                   pressure_3pm > 1008.1:
##     :   :                   :...humidity_9am > 85:
##     :   :                       :...wind_gust_dir in [W-WNW]: Yes (8)
##     :   :                       :   wind_gust_dir in [N-WSW]:
##     :   :                       :   :...wind_speed_9am > 19: No (5)
##     :   :                       :       wind_speed_9am <= 19:
##     :   :                       :       :...wind_gust_dir in [N-SSW]: Yes (10/1)
##     :   :                       :           wind_gust_dir in [SW-WSW]:
##     :   :                       :           :...temp_9am <= 13.7: Yes (3)
##     :   :                       :               temp_9am > 13.7: No (7/1)
##     :   :                       humidity_9am <= 85:
##     :   :                       :...wind_gust_speed <= 46: No (33/3)
##     :   :                           wind_gust_speed > 46:
##     :   :                           :...cloud_9am <= 2: No (5)
##     :   :                               cloud_9am > 2:
##     :   :                               :...cloud_9am <= 4: Yes (8/2)
##     :   :                                   cloud_9am > 4:
##     :   :                                   :...wind_speed_3pm > 28: [S29]
##     :   :                                       wind_speed_3pm <= 28:
##     :   :                                       :...humidity_3pm <= 45: No (13/1)
##     :   :                                           humidity_3pm > 45:
##     :   :                                           :...humidity_3pm > 49: [S30]
##     :   :                                               humidity_3pm <= 49: [S31]
##     :   humidity_3pm > 50:
##     :   :...wind_gust_speed > 46:
##     :       :...pressure_3pm > 1012:
##     :       :   :...humidity_9am <= 68:
##     :       :   :   :...wind_dir_3pm in [N-WNW]: No (496/126)
##     :       :   :   :   wind_dir_3pm in [NW-NNW]:
##     :       :   :   :   :...cloud_3pm > 7: No (3)
##     :       :   :   :       cloud_3pm <= 7:
##     :       :   :   :       :...wind_dir_3pm = NW:
##     :       :   :   :           :...temp_3pm <= 21.3: Yes (11)
##     :       :   :   :           :   temp_3pm > 21.3: No (2)
##     :       :   :   :           wind_dir_3pm = NNW:
##     :       :   :   :           :...humidity_9am <= 64: No (5)
##     :       :   :   :               humidity_9am > 64: Yes (2)
##     :       :   :   humidity_9am > 68:
##     :       :   :   :...sunshine <= 6.2:
##     :       :   :       :...cloud_3pm <= 6:
##     :       :   :       :   :...wind_speed_9am <= 17: Yes (80/13)
##     :       :   :       :   :   wind_speed_9am > 17:
##     :       :   :       :   :   :...wind_gust_speed > 48: Yes (92/31)
##     :       :   :       :   :       wind_gust_speed <= 48:
##     :       :   :       :   :       :...evaporation <= 4.4: No (9)
##     :       :   :       :   :           evaporation > 4.4:
##     :       :   :       :   :           :...wind_speed_3pm <= 28: Yes (3)
##     :       :   :       :   :               wind_speed_3pm > 28: No (2)
##     :       :   :       :   cloud_3pm > 6:
##     :       :   :       :   :...pressure_3pm > 1025.3: Yes (14/1)
##     :       :   :       :       pressure_3pm <= 1025.3:
##     :       :   :       :       :...humidity_9am > 85:
##     :       :   :       :           :...cloud_3pm <= 7: Yes (42/13)
##     :       :   :       :           :   cloud_3pm > 7: No (11/4)
##     :       :   :       :           humidity_9am <= 85:
##     :       :   :       :           :...cloud_3pm <= 7: No (86/26)
##     :       :   :       :               cloud_3pm > 7:
##     :       :   :       :               :...humidity_9am <= 79: No (11/4)
##     :       :   :       :                   humidity_9am > 79: Yes (5)
##     :       :   :       sunshine > 6.2:
##     :       :   :       :...sunshine > 9:
##     :       :   :           :...pressure_9am <= 1009: Yes (3)
##     :       :   :           :   pressure_9am > 1009:
##     :       :   :           :   :...wind_dir_3pm in [N-WNW]: No (45/4)
##     :       :   :           :       wind_dir_3pm in [NW-NNW]: Yes (2)
##     :       :   :           sunshine <= 9:
##     :       :   :           :...humidity_9am <= 69:
##     :       :   :               :...cloud_9am <= 6:
##     :       :   :               :   :...cloud_3pm <= 4: No (4/1)
##     :       :   :               :   :   cloud_3pm > 4: Yes (76/21)
##     :       :   :               :   cloud_9am > 6:
##     :       :   :               :   :...wind_dir_9am in [N-ENE]: Yes (3)
##     :       :   :               :       wind_dir_9am in [E-NNW]: No (12/1)
##     :       :   :               humidity_9am > 69:
##     :       :   :               :...humidity_3pm > 63: Yes (259/120)
##     :       :   :                   humidity_3pm <= 63:
##     :       :   :                   :...evaporation <= 2.5: No (49/8)
##     :       :   :                       evaporation > 2.5:
##     :       :   :                       :...humidity_9am > 98:
##     :       :   :                           :...cloud_9am <= 6: Yes (23/4)
##     :       :   :                           :   cloud_9am > 6: No (5)
##     :       :   :                           humidity_9am <= 98:
##     :       :   :                           :...min_temp <= 5.6:
##     :       :   :                               :...temp_3pm <= 16.5: No (64/7)
##     :       :   :                               :   temp_3pm > 16.5: Yes (4)
##     :       :   :                               min_temp > 5.6:
##     :       :   :                               :...wind_gust_speed <= 52:
##     :       :   :                                   :...temp_9am <= 24.3: No (158/50)
##     :       :   :                                   :   temp_9am > 24.3: [S32]
##     :       :   :                                   wind_gust_speed > 52: [S33]
##     :       :   pressure_3pm <= 1012:
##     :       :   :...sunshine > 9:
##     :       :       :...wind_speed_9am <= 26:
##     :       :       :   :...evaporation <= 3.6: No (16/2)
##     :       :       :   :   evaporation > 3.6: Yes (57/27)
##     :       :       :   wind_speed_9am > 26:
##     :       :       :   :...max_temp <= 15.9: Yes (3)
##     :       :       :       max_temp > 15.9: No (22)
##     :       :       sunshine <= 9:
##     :       :       :...evaporation <= 0.9:
##     :       :           :...wind_gust_speed <= 54: No (14)
##     :       :           :   wind_gust_speed > 54:
##     :       :           :   :...humidity_9am > 84: Yes (5)
##     :       :           :       humidity_9am <= 84:
##     :       :           :       :...cloud_9am <= 4: Yes (5/1)
##     :       :           :           cloud_9am > 4: No (9)
##     :       :           evaporation > 0.9:
##     :       :           :...humidity_9am <= 76:
##     :       :               :...wind_speed_9am <= 26:
##     :       :               :   :...wind_gust_dir in [N-SW]:
##     :       :               :   :   :...wind_dir_9am in [N-NNE]: Yes (15/2)
##     :       :               :   :   :   wind_dir_9am in [NE-NNW]:
##     :       :               :   :   :   :...temp_3pm <= 29.8: [S34]
##     :       :               :   :   :       temp_3pm > 29.8:
##     :       :               :   :   :       :...cloud_3pm <= 1: No (2)
##     :       :               :   :   :           cloud_3pm > 1: Yes (23/3)
##     :       :               :   :   wind_gust_dir in [WSW-NNW]:
##     :       :               :   :   :...wind_gust_speed > 59:
##     :       :               :   :       :...cloud_3pm <= 3:
##     :       :               :   :       :   :...wind_gust_speed <= 67: No (5/1)
##     :       :               :   :       :   :   wind_gust_speed > 67: Yes (4)
##     :       :               :   :       :   cloud_3pm > 3:
##     :       :               :   :       :   :...pressure_9am <= 997.5: No (4/1)
##     :       :               :   :       :       pressure_9am > 997.5: Yes (69/2)
##     :       :               :   :       wind_gust_speed <= 59:
##     :       :               :   :       :...wind_speed_3pm > 33: No (6)
##     :       :               :   :           wind_speed_3pm <= 33:
##     :       :               :   :           :...wind_gust_speed <= 48: No (7/1)
##     :       :               :   :               wind_gust_speed > 48:
##     :       :               :   :               :...cloud_3pm <= 7: Yes (88/21)
##     :       :               :   :                   cloud_3pm > 7: [S35]
##     :       :               :   wind_speed_9am > 26:
##     :       :               :   :...wind_gust_speed <= 59: No (61/14)
##     :       :               :       wind_gust_speed > 59:
##     :       :               :       :...pressure_3pm <= 1006:
##     :       :               :           :...evaporation > 3.1: Yes (35/3)
##     :       :               :           :   evaporation <= 3.1: [S36]
##     :       :               :           pressure_3pm > 1006:
##     :       :               :           :...wind_speed_9am <= 30: [S37]
##     :       :               :               wind_speed_9am > 30:
##     :       :               :               :...humidity_3pm <= 64: No (42/7)
##     :       :               :                   humidity_3pm > 64:
##     :       :               :                   :...sunshine <= 8.1: Yes (5)
##     :       :               :                       sunshine > 8.1: [S38]
##     :       :               humidity_9am > 76:
##     :       :               :...wind_gust_speed > 57: Yes (367/67)
##     :       :                   wind_gust_speed <= 57:
##     :       :                   :...cloud_3pm <= 3: No (43/19)
##     :       :                       cloud_3pm > 3:
##     :       :                       :...temp_9am > 27.5: Yes (24)
##     :       :                           temp_9am <= 27.5:
##     :       :                           :...humidity_3pm <= 64:
##     :       :                               :...cloud_9am <= 3:
##     :       :                               :   :...sunshine <= 6.2: Yes (3)
##     :       :                               :   :   sunshine > 6.2: No (11/1)
##     :       :                               :   cloud_9am > 3: [S39]
##     :       :                               humidity_3pm > 64: [S40]
##     :       wind_gust_speed <= 46:
##     :       :...wind_speed_9am > 43:
##     :           :...cloud_3pm <= 4: No (2)
##     :           :   cloud_3pm > 4:
##     :           :   :...max_temp <= 17.5: Yes (18/2)
##     :           :       max_temp > 17.5:
##     :           :       :...temp_9am <= 15.9: No (5)
##     :           :           temp_9am > 15.9: Yes (5/1)
##     :           wind_speed_9am <= 43:
##     :           :...pressure_3pm > 1015.4:
##     :               :...sunshine > 8.7:
##     :               :   :...temp_3pm <= 25.6: No (317/13)
##     :               :   :   temp_3pm > 25.6:
##     :               :   :   :...humidity_9am <= 82: No (20/3)
##     :               :   :       humidity_9am > 82: Yes (3)
##     :               :   sunshine <= 8.7:
##     :               :   :...wind_gust_speed <= 31: No (1205/165)
##     :               :       wind_gust_speed > 31:
##     :               :       :...humidity_9am <= 82:
##     :               :           :...wind_speed_3pm <= 9: No (66/5)
##     :               :           :   wind_speed_3pm > 9:
##     :               :           :   :...cloud_9am <= 2: No (69/6)
##     :               :           :       cloud_9am > 2:
##     :               :           :       :...wind_dir_3pm in [N-SW]: [S41]
##     :               :           :           wind_dir_3pm in [WSW-NNW]:
##     :               :           :           :...wind_speed_9am > 20: No (36/2)
##     :               :           :               wind_speed_9am <= 20:
##     :               :           :               :...pressure_3pm <= 1019.6: [S42]
##     :               :           :                   pressure_3pm > 1019.6:
##     :               :           :                   :...min_temp <= 6.5: No (26)
##     :               :           :                       min_temp > 6.5: [S43]
##     :               :           humidity_9am > 82:
##     :               :           :...temp_9am <= 10.2: No (254/50)
##     :               :               temp_9am > 10.2:
##     :               :               :...humidity_3pm > 59:
##     :               :                   :...cloud_9am > 7:
##     :               :                   :   :...rainfall <= 2.6: No (33/11)
##     :               :                   :   :   rainfall > 2.6: [S44]
##     :               :                   :   cloud_9am <= 7:
##     :               :                   :   :...wind_gust_speed <= 39: No (168/60)
##     :               :                   :       wind_gust_speed > 39:
##     :               :                   :       :...cloud_9am <= 4: Yes (6)
##     :               :                   :           cloud_9am > 4: [S45]
##     :               :                   humidity_3pm <= 59:
##     :               :                   :...wind_gust_speed <= 37: No (83/15)
##     :               :                       wind_gust_speed > 37: [S46]
##     :               pressure_3pm <= 1015.4:
##     :               :...cloud_3pm <= 2:
##     :                   :...humidity_9am <= 71: No (104/8)
##     :                   :   humidity_9am > 71:
##     :                   :   :...wind_speed_9am <= 0: No (14)
##     :                   :       wind_speed_9am > 0:
##     :                   :       :...wind_dir_9am in [NE-NNW]: No (164/39)
##     :                   :           wind_dir_9am in [N-NNE]:
##     :                   :           :...min_temp <= 9.8: Yes (7)
##     :                   :               min_temp > 9.8: No (12/4)
##     :                   cloud_3pm > 2:
##     :                   :...wind_gust_speed <= 35:
##     :                       :...sunshine > 8: No (883/205)
##     :                       :   sunshine <= 8:
##     :                       :   :...wind_dir_3pm in [N-E]:
##     :                       :       :...cloud_3pm > 7: Yes (10/2)
##     :                       :       :   cloud_3pm <= 7:
##     :                       :       :   :...wind_gust_speed <= 26: No (27/5)
##     :                       :       :       wind_gust_speed > 26:
##     :                       :       :       :...wind_speed_3pm <= 11: Yes (15/3)
##     :                       :       :           wind_speed_3pm > 11: No (81/39)
##     :                       :       wind_dir_3pm in [ESE-NNW]:
##     :                       :       :...wind_gust_dir in [N-WNW]:
##     :                       :           :...cloud_3pm > 6:
##     :                       :           :   :...rainfall <= 2.1: Yes (28/10)
##     :                       :           :   :   rainfall > 2.1: No (85/21)
##     :                       :           :   cloud_3pm <= 6:
##     :                       :           :   :...humidity_9am <= 91: No (71/8)
##     :                       :           :       humidity_9am > 91:
##     :                       :           :       :...rainfall <= 3.4: No (7)
##     :                       :           :           rainfall > 3.4: Yes (19/8)
##     :                       :           wind_gust_dir in [NW-NNW]:
##     :                       :           :...min_temp <= 12: Yes (8)
##     :                       :               min_temp > 12:
##     :                       :               :...cloud_3pm <= 5: Yes (8/2)
##     :                       :                   cloud_3pm > 5: [S47]
##     :                       wind_gust_speed > 35:
##     :                       :...humidity_3pm > 64:
##     :                           :...wind_dir_3pm in [N-SW]: No (242/112)
##     :                           :   wind_dir_3pm in [WSW-NNW]:
##     :                           :   :...wind_gust_dir in [N-NE]: Yes (11)
##     :                           :       wind_gust_dir in [ENE-NNW]:
##     :                           :       :...cloud_3pm <= 5:
##     :                           :           :...humidity_9am <= 71: No (7/1)
##     :                           :           :   humidity_9am > 71: Yes (56/11)
##     :                           :           cloud_3pm > 5:
##     :                           :           :...max_temp <= 16.7: Yes (26/5)
##     :                           :               max_temp > 16.7: No (60/27)
##     :                           humidity_3pm <= 64:
##     :                           :...humidity_3pm > 51:
##     :                               :...sunshine > 7.3: No (745/207)
##     :                               :   sunshine <= 7.3:
##     :                               :   :...wind_speed_9am <= 15: [S48]
##     :                               :       wind_speed_9am > 15:
##     :                               :       :...rainfall <= 1.9: No (26/2)
##     :                               :           rainfall > 1.9: [S49]
##     :                               humidity_3pm <= 51:
##     :                               :...wind_dir_3pm = NNW: Yes (8)
##     :                                   wind_dir_3pm in [N-NW]:
##     :                                   :...max_temp > 19.4:
##     :                                       :...rainfall <= 4.7: No (123/25)
##     :                                       :   rainfall > 4.7:
##     :                                       :   :...humidity_9am > 79: [S50]
##     :                                       :       humidity_9am <= 79: [S51]
##     :                                       max_temp <= 19.4:
##     :                                       :...min_temp <= 5.6: [S52]
##     :                                           min_temp > 5.6:
##     :                                           :...rainfall <= 1.9: [S53]
##     :                                               rainfall > 1.9: [S54]
##     rain_today = No:
##     :...sunshine <= 7.7:
##         :...pressure_3pm <= 1013.5:
##         :   :...wind_gust_speed > 52:
##         :   :   :...humidity_3pm > 49:
##         :   :   :   :...wind_dir_3pm in [WNW-NNW]: Yes (202/54)
##         :   :   :   :   wind_dir_3pm in [N-W]:
##         :   :   :   :   :...wind_speed_9am <= 30: Yes (290/111)
##         :   :   :   :       wind_speed_9am > 30: No (70/27)
##         :   :   :   humidity_3pm <= 49:
##         :   :   :   :...pressure_3pm <= 1006:
##         :   :   :       :...humidity_3pm > 18: Yes (318/140)
##         :   :   :       :   humidity_3pm <= 18:
##         :   :   :       :   :...wind_gust_dir in [ENE-NNW]: No (49/9)
##         :   :   :       :       wind_gust_dir in [N-NE]:
##         :   :   :       :       :...cloud_9am <= 5: No (4)
##         :   :   :       :           cloud_9am > 5: Yes (9/1)
##         :   :   :       pressure_3pm > 1006:
##         :   :   :       :...wind_dir_9am in [N-E]:
##         :   :   :           :...wind_gust_dir in [W-NNW]:
##         :   :   :           :   :...wind_dir_3pm in [N-E]: Yes (15/2)
##         :   :   :           :   :   wind_dir_3pm in [ESE-NNW]: No (64/30)
##         :   :   :           :   wind_gust_dir in [N-WSW]:
##         :   :   :           :   :...cloud_3pm <= 7: No (164/47)
##         :   :   :           :       cloud_3pm > 7:
##         :   :   :           :       :...rainfall <= 0.1: Yes (23/9)
##         :   :   :           :           rainfall > 0.1: No (2)
##         :   :   :           wind_dir_9am in [ESE-NNW]:
##         :   :   :           :...humidity_9am <= 62: No (117/14)
##         :   :   :               humidity_9am > 62:
##         :   :   :               :...wind_speed_3pm <= 20:
##         :   :   :                   :...wind_gust_speed <= 54: No (3)
##         :   :   :                   :   wind_gust_speed > 54: Yes (11)
##         :   :   :                   wind_speed_3pm > 20:
##         :   :   :                   :...cloud_9am <= 6: Yes (26/11)
##         :   :   :                       cloud_9am > 6: No (30/4)
##         :   :   wind_gust_speed <= 52:
##         :   :   :...humidity_3pm <= 27: No (280/31)
##         :   :       humidity_3pm > 27:
##         :   :       :...wind_dir_9am in [E-NNW]:
##         :   :           :...wind_speed_9am <= 9:
##         :   :           :   :...wind_gust_speed <= 41:
##         :   :           :   :   :...temp_9am <= 27.9: No (422/133)
##         :   :           :   :   :   temp_9am > 27.9:
##         :   :           :   :   :   :...max_temp > 33.9: No (8)
##         :   :           :   :   :       max_temp <= 33.9:
##         :   :           :   :   :       :...pressure_3pm <= 1007.7: Yes (17/2)
##         :   :           :   :   :           pressure_3pm > 1007.7: No (12/3)
##         :   :           :   :   wind_gust_speed > 41:
##         :   :           :   :   :...cloud_3pm <= 4:
##         :   :           :   :       :...humidity_3pm <= 37: Yes (4/1)
##         :   :           :   :       :   humidity_3pm > 37: No (12)
##         :   :           :   :       cloud_3pm > 4:
##         :   :           :   :       :...pressure_3pm > 1011.7: No (13/2)
##         :   :           :   :           pressure_3pm <= 1011.7:
##         :   :           :   :           :...wind_speed_3pm > 17: Yes (44/8)
##         :   :           :   :               wind_speed_3pm <= 17:
##         :   :           :   :               :...temp_9am <= 10.3: No (6)
##         :   :           :   :                   temp_9am > 10.3: Yes (29/10)
##         :   :           :   wind_speed_9am > 9:
##         :   :           :   :...humidity_3pm <= 49:
##         :   :           :       :...temp_9am > 19.1: No (200/18)
##         :   :           :       :   temp_9am <= 19.1:
##         :   :           :       :   :...wind_dir_9am in [SSE-NNW]: No (224/40)
##         :   :           :       :       wind_dir_9am in [E-SE]:
##         :   :           :       :       :...rainfall <= 0.4: Yes (16/4)
##         :   :           :       :           rainfall > 0.4: No (2)
##         :   :           :       humidity_3pm > 49:
##         :   :           :       :...pressure_3pm > 1004.6: No (687/169)
##         :   :           :           pressure_3pm <= 1004.6:
##         :   :           :           :...wind_gust_speed <= 37: No (21/4)
##         :   :           :               wind_gust_speed > 37:
##         :   :           :               :...cloud_9am <= 4: Yes (7)
##         :   :           :                   cloud_9am > 4:
##         :   :           :                   :...wind_speed_3pm <= 19: No (25/9)
##         :   :           :                       wind_speed_3pm > 19: Yes (26/6)
##         :   :           wind_dir_9am in [N-ENE]:
##         :   :           :...cloud_3pm <= 4:
##         :   :               :...sunshine <= 4.4: Yes (19/8)
##         :   :               :   sunshine > 4.4: No (97/20)
##         :   :               cloud_3pm > 4:
##         :   :               :...wind_gust_speed <= 35: No (250/88)
##         :   :                   wind_gust_speed > 35:
##         :   :                   :...sunshine > 5.6: No (182/69)
##         :   :                       sunshine <= 5.6:
##         :   :                       :...min_temp > 13.2:
##         :   :                           :...wind_speed_3pm <= 19: Yes (85/30)
##         :   :                           :   wind_speed_3pm > 19: No (69/27)
##         :   :                           min_temp <= 13.2:
##         :   :                           :...pressure_9am > 1016.5: Yes (36/2)
##         :   :                               pressure_9am <= 1016.5:
##         :   :                               :...humidity_9am <= 43: Yes (12)
##         :   :                                   humidity_9am > 43: [S55]
##         :   pressure_3pm > 1013.5:
##         :   :...pressure_3pm > 1022:
##         :       :...wind_gust_speed <= 44: No (2285/153)
##         :       :   wind_gust_speed > 44:
##         :       :   :...wind_dir_9am in [N-SW]:
##         :       :       :...wind_speed_3pm > 33:
##         :       :       :   :...wind_speed_9am <= 28: No (6)
##         :       :       :   :   wind_speed_9am > 28: Yes (8/1)
##         :       :       :   wind_speed_3pm <= 33:
##         :       :       :   :...cloud_9am > 6: No (115/9)
##         :       :       :       cloud_9am <= 6:
##         :       :       :       :...max_temp <= 17.9: No (42/2)
##         :       :       :           max_temp > 17.9:
##         :       :       :           :...wind_speed_9am <= 17: Yes (7/1)
##         :       :       :               wind_speed_9am > 17: No (29/8)
##         :       :       wind_dir_9am in [WSW-NNW]:
##         :       :       :...humidity_3pm <= 53: No (31/4)
##         :       :           humidity_3pm > 53:
##         :       :           :...pressure_3pm > 1024.1: Yes (19/4)
##         :       :               pressure_3pm <= 1024.1:
##         :       :               :...humidity_9am <= 74: No (8)
##         :       :                   humidity_9am > 74:
##         :       :                   :...humidity_9am <= 79: Yes (4)
##         :       :                       humidity_9am > 79: No (3)
##         :       pressure_3pm <= 1022:
##         :       :...pressure_9am > 1026.2:
##         :           :...sunshine <= 7.3: Yes (21/6)
##         :           :   sunshine > 7.3: No (5)
##         :           pressure_9am <= 1026.2:
##         :           :...humidity_3pm > 58:
##         :               :...wind_dir_3pm in [N-WSW]: No (1204/286)
##         :               :   wind_dir_3pm in [W-NNW]:
##         :               :   :...wind_speed_3pm <= 17: No (149/38)
##         :               :       wind_speed_3pm > 17:
##         :               :       :...max_temp > 23.9: Yes (9)
##         :               :           max_temp <= 23.9:
##         :               :           :...wind_dir_9am in [N-S]:
##         :               :               :...humidity_3pm <= 62:
##         :               :               :   :...wind_speed_9am <= 4: No (2)
##         :               :               :   :   wind_speed_9am > 4: Yes (19/2)
##         :               :               :   humidity_3pm > 62:
##         :               :               :   :...pressure_3pm <= 1015.3: Yes (6)
##         :               :               :       pressure_3pm > 1015.3: [S56]
##         :               :               wind_dir_9am in [SSW-NNW]:
##         :               :               :...wind_speed_9am <= 7: Yes (4)
##         :               :                   wind_speed_9am > 7: [S57]
##         :               humidity_3pm <= 58:
##         :               :...wind_dir_9am in [E-NNW]:
##         :                   :...wind_gust_speed > 57:
##         :                   :   :...rainfall <= 0.3: No (93/23)
##         :                   :   :   rainfall > 0.3:
##         :                   :   :   :...humidity_9am <= 67: No (4)
##         :                   :   :       humidity_9am > 67: Yes (9/1)
##         :                   :   wind_gust_speed <= 57:
##         :                   :   :...humidity_3pm <= 28: No (102)
##         :                   :       humidity_3pm > 28:
##         :                   :       :...temp_3pm <= 28.5: No (2045/212)
##         :                   :           temp_3pm > 28.5:
##         :                   :           :...wind_gust_dir in [S-NNW]:
##         :                   :               :...evaporation <= 5.2: No (4/1)
##         :                   :               :   evaporation > 5.2: Yes (7)
##         :                   :               wind_gust_dir in [N-SSE]: [S58]
##         :                   wind_dir_9am in [N-ENE]:
##         :                   :...pressure_3pm > 1020.6: No (146/10)
##         :                       pressure_3pm <= 1020.6:
##         :                       :...wind_gust_dir in [N-SW]: No (800/151)
##         :                           wind_gust_dir in [WSW-NNW]:
##         :                           :...humidity_3pm <= 24: No (19)
##         :                               humidity_3pm > 24:
##         :                               :...wind_gust_speed <= 41:
##         :                                   :...humidity_3pm <= 45: No (102/15)
##         :                                   :   humidity_3pm > 45: [S59]
##         :                                   wind_gust_speed > 41:
##         :                                   :...pressure_9am > 1019.6: Yes (33/6)
##         :                                       pressure_9am <= 1019.6:
##         :                                       :...pressure_3pm > 1014.2: No (61/19)
##         :                                           pressure_3pm <= 1014.2: [S60]
##         sunshine > 7.7:
##         :...wind_gust_speed > 52:
##             :...sunshine > 10.5:
##             :   :...wind_gust_speed > 63:
##             :   :   :...wind_dir_3pm in [N-WNW]: No (359/28)
##             :   :   :   wind_dir_3pm in [NW-NNW]:
##             :   :   :   :...min_temp <= 21.5: No (55/11)
##             :   :   :       min_temp > 21.5:
##             :   :   :       :...cloud_9am <= 4: Yes (9/1)
##             :   :   :           cloud_9am > 4: No (2)
##             :   :   wind_gust_speed <= 63:
##             :   :   :...rainfall <= 0.3: No (1155/36)
##             :   :       rainfall > 0.3:
##             :   :       :...wind_speed_3pm <= 15: Yes (3)
##             :   :           wind_speed_3pm > 15:
##             :   :           :...humidity_3pm <= 46: No (29)
##             :   :               humidity_3pm > 46:
##             :   :               :...wind_speed_3pm <= 28: Yes (3)
##             :   :                   wind_speed_3pm > 28: No (10/1)
##             :   sunshine <= 10.5:
##             :   :...humidity_9am <= 54:
##             :       :...wind_dir_3pm in [N-NNE]:
##             :       :   :...pressure_3pm <= 1007.4:
##             :       :   :   :...humidity_3pm <= 16:
##             :       :   :   :   :...humidity_9am <= 48: No (35/7)
##             :       :   :   :   :   humidity_9am > 48: Yes (3)
##             :       :   :   :   humidity_3pm > 16:
##             :       :   :   :   :...wind_gust_speed > 63: Yes (40/7)
##             :       :   :   :       wind_gust_speed <= 63:
##             :       :   :   :       :...wind_speed_9am > 24: No (7)
##             :       :   :   :           wind_speed_9am <= 24:
##             :       :   :   :           :...wind_gust_speed > 61: No (4)
##             :       :   :   :               wind_gust_speed <= 61:
##             :       :   :   :               :...cloud_9am <= 2: No (2)
##             :       :   :   :                   cloud_9am > 2: Yes (15/3)
##             :       :   :   pressure_3pm > 1007.4:
##             :       :   :   :...humidity_3pm <= 26: No (153/15)
##             :       :   :       humidity_3pm > 26:
##             :       :   :       :...cloud_3pm > 7: Yes (5)
##             :       :   :           cloud_3pm <= 7:
##             :       :   :           :...evaporation > 14.7: Yes (5)
##             :       :   :               evaporation <= 14.7:
##             :       :   :               :...wind_gust_dir in [N-ESE]: No (59/9)
##             :       :   :                   wind_gust_dir in [SE-NNW]:
##             :       :   :                   :...wind_gust_speed <= 54: No (5)
##             :       :   :                       wind_gust_speed > 54:
##             :       :   :                       :...cloud_3pm <= 6: Yes (19/5)
##             :       :   :                           cloud_3pm > 6: No (4/1)
##             :       :   wind_dir_3pm in [NE-NNW]:
##             :       :   :...wind_dir_3pm in [NE-WNW]: No (2123/204)
##             :       :       wind_dir_3pm in [NW-NNW]:
##             :       :       :...humidity_3pm <= 15: No (278/30)
##             :       :           humidity_3pm > 15:
##             :       :           :...pressure_3pm > 1015.4: No (28)
##             :       :               pressure_3pm <= 1015.4:
##             :       :               :...cloud_3pm > 6:
##             :       :                   :...humidity_3pm <= 18: No (10)
##             :       :                   :   humidity_3pm > 18:
##             :       :                   :   :...temp_9am <= 26.1: No (47/21)
##             :       :                   :       temp_9am > 26.1: Yes (13)
##             :       :                   cloud_3pm <= 6:
##             :       :                   :...evaporation > 6.7: No (39/2)
##             :       :                       evaporation <= 6.7:
##             :       :                       :...wind_dir_3pm = NW:
##             :       :                           :...humidity_3pm <= 33: No (117/22)
##             :       :                           :   humidity_3pm > 33: [S61]
##             :       :                           wind_dir_3pm = NNW:
##             :       :                           :...rainfall <= 0.1: No (91/38)
##             :       :                               rainfall > 0.1: [S62]
##             :       humidity_9am > 54:
##             :       :...pressure_3pm > 1011.9:
##             :           :...wind_speed_3pm <= 20:
##             :           :   :...pressure_3pm > 1018: No (66/5)
##             :           :   :   pressure_3pm <= 1018:
##             :           :   :   :...wind_dir_3pm in [N-ENE]:
##             :           :   :       :...humidity_3pm <= 49: No (35/15)
##             :           :   :       :   humidity_3pm > 49: Yes (25/4)
##             :           :   :       wind_dir_3pm in [E-NNW]:
##             :           :   :       :...wind_dir_9am = N:
##             :           :   :           :...rainfall > 0.1: Yes (5)
##             :           :   :           :   rainfall <= 0.1:
##             :           :   :           :   :...evaporation <= 3.6: No (3)
##             :           :   :           :       evaporation > 3.6: [S63]
##             :           :   :           wind_dir_9am in [NNE-NNW]:
##             :           :   :           :...wind_dir_3pm in [E-W]:
##             :           :   :               :...wind_speed_3pm <= 11:
##             :           :   :               :   :...min_temp > 16.4: Yes (9/1)
##             :           :   :               :   :   min_temp <= 16.4: [S64]
##             :           :   :               :   wind_speed_3pm > 11:
##             :           :   :               :   :...max_temp <= 5.8: [S65]
##             :           :   :               :       max_temp > 5.8: [S66]
##             :           :   :               wind_dir_3pm in [WNW-NNW]:
##             :           :   :               :...sunshine > 8.5: No (7)
##             :           :   :                   sunshine <= 8.5:
##             :           :   :                   :...evaporation > 5.7: Yes (3)
##             :           :   :                       evaporation <= 5.7: [S67]
##             :           :   wind_speed_3pm > 20:
##             :           :   :...humidity_3pm <= 50:
##             :           :       :...wind_dir_3pm in [N-NE]:
##             :           :       :   :...cloud_3pm > 7: Yes (5)
##             :           :       :   :   cloud_3pm <= 7:
##             :           :       :   :   :...cloud_3pm <= 1: No (16)
##             :           :       :   :       cloud_3pm > 1: [S68]
##             :           :       :   wind_dir_3pm in [ENE-NNW]:
##             :           :       :   :...wind_dir_3pm in [ENE-WNW]: No (472/18)
##             :           :       :       wind_dir_3pm in [NW-NNW]:
##             :           :       :       :...wind_gust_speed <= 69: No (72/7)
##             :           :       :           wind_gust_speed > 69: [S69]
##             :           :       humidity_3pm > 50:
##             :           :       :...wind_gust_dir in [WNW-NNW]: No (94/36)
##             :           :           wind_gust_dir in [N-W]:
##             :           :           :...rainfall > 0.1:
##             :           :               :...wind_dir_9am in [S-NNW]: No (99/20)
##             :           :               :   wind_dir_9am in [N-SSE]:
##             :           :               :   :...rainfall > 0.7: No (14/2)
##             :           :               :       rainfall <= 0.7:
##             :           :               :       :...rainfall > 0.5: Yes (7/1)
##             :           :               :           rainfall <= 0.5: [S70]
##             :           :               rainfall <= 0.1:
##             :           :               :...sunshine > 8.5: No (80/2)
##             :           :                   sunshine <= 8.5:
##             :           :                   :...wind_gust_speed <= 59:
##             :           :                       :...cloud_9am > 2: No (236/25)
##             :           :                       :   cloud_9am <= 2: [S71]
##             :           :                       wind_gust_speed > 59:
##             :           :                       :...wind_speed_9am <= 17: [S72]
##             :           :                           wind_speed_9am > 17: [S73]
##             :           pressure_3pm <= 1011.9:
##             :           :...humidity_3pm <= 23:
##             :               :...cloud_9am > 3: No (144/18)
##             :               :   cloud_9am <= 3:
##             :               :   :...wind_speed_3pm > 22: No (16/2)
##             :               :       wind_speed_3pm <= 22:
##             :               :       :...wind_speed_3pm <= 17: No (4/1)
##             :               :           wind_speed_3pm > 17: Yes (6)
##             :               humidity_3pm > 23:
##             :               :...pressure_3pm <= 1001.5: Yes (154/59)
##             :                   pressure_3pm > 1001.5:
##             :                   :...max_temp > 32.9:
##             :                       :...wind_gust_speed <= 65: No (131/57)
##             :                       :   wind_gust_speed > 65: Yes (80/18)
##             :                       max_temp <= 32.9:
##             :                       :...humidity_3pm > 51:
##             :                           :...sunshine > 9.2: No (40/8)
##             :                           :   sunshine <= 9.2: [S74]
##             :                           humidity_3pm <= 51:
##             :                           :...cloud_3pm > 6: No (92/42)
##             :                               cloud_3pm <= 6:
##             :                               :...rainfall > 0.3: [S75]
##             :                                   rainfall <= 0.3:
##             :                                   :...wind_dir_3pm in [N-NNE]: [S76]
##             :                                       wind_dir_3pm in [NE-NNW]: [S77]
##             wind_gust_speed <= 52:
##             :...humidity_3pm <= 49: No (40698/1573)
##                 humidity_3pm > 49:
##                 :...min_temp > 24.1:
##                     :...wind_gust_speed > 46:
##                     :   :...humidity_3pm <= 62: No (55/19)
##                     :   :   humidity_3pm > 62: Yes (20/4)
##                     :   wind_gust_speed <= 46:
##                     :   :...cloud_3pm <= 2: No (208/22)
##                     :       cloud_3pm > 2:
##                     :       :...wind_speed_3pm > 17: No (407/86)
##                     :           wind_speed_3pm <= 17:
##                     :           :...wind_gust_speed <= 31: No (121/28)
##                     :               wind_gust_speed > 31:
##                     :               :...cloud_3pm <= 5: No (71/18)
##                     :                   cloud_3pm > 5: Yes (23/6)
##                     min_temp <= 24.1:
##                     :...pressure_3pm > 1018: No (8610/586)
##                         pressure_3pm <= 1018:
##                         :...pressure_3pm > 1008.1: No (13187/1636)
##                             pressure_3pm <= 1008.1:
##                             :...max_temp <= 22.6:
##                                 :...wind_gust_speed <= 26: No (25/4)
##                                 :   wind_gust_speed > 26:
##                                 :   :...humidity_9am <= 81: No (155/63)
##                                 :       humidity_9am > 81: Yes (69/23)
##                                 max_temp > 22.6:
##                                 :...max_temp <= 22.8: No (182/2)
##                                     max_temp > 22.8:
##                                     :...sunshine > 11.6:
##                                         :...wind_gust_dir = N:
##                                         :   :...pressure_3pm <= 1005.9: Yes (3)
##                                         :   :   pressure_3pm > 1005.9: No (2)
##                                         :   wind_gust_dir in [NNE-NNW]:
##                                         :   :...min_temp > 13.7: No (107/3)
##                                         :       min_temp <= 13.7: [S78]
##                                         sunshine <= 11.6:
##                                         :...wind_dir_3pm in [W-NNW]:
##                                             :...cloud_3pm <= 3:
##                                             :   :...cloud_9am <= 0: Yes (2)
##                                             :   :   cloud_9am > 0: No (16)
##                                             :   cloud_3pm > 3: [S79]
##                                             wind_dir_3pm in [N-WSW]:
##                                             :...wind_gust_speed <= 35:
##                                                 :...rainfall > 0.3: [S80]
##                                                 :   rainfall <= 0.3: [S81]
##                                                 wind_gust_speed > 35:
##                                                 :...wind_speed_3pm <= 19: [S82]
##                                                     wind_speed_3pm > 19: [S83]
## 
## SubTree [S1]
## 
## pressure_3pm <= 1006.9: No (5)
## pressure_3pm > 1006.9: Yes (69/20)
## 
## SubTree [S2]
## 
## wind_dir_9am in [N-ENE]: Yes (10/1)
## wind_dir_9am in [E-NNW]:
## :...temp_9am <= 29.3: No (13/2)
##     temp_9am > 29.3: Yes (5)
## 
## SubTree [S3]
## 
## wind_speed_3pm <= 13: Yes (4/1)
## wind_speed_3pm > 13: No (11)
## 
## SubTree [S4]
## 
## wind_dir_3pm = N: Yes (5)
## wind_dir_3pm in [NNE-SW]: No (46/13)
## 
## SubTree [S5]
## 
## rain_today = Yes: Yes (15/1)
## rain_today = No:
## :...temp_9am <= 12.9: Yes (16)
##     temp_9am > 12.9:
##     :...wind_dir_3pm in [N-NNE]: No (23/8)
##         wind_dir_3pm in [NE-SW]: Yes (117/40)
## 
## SubTree [S6]
## 
## wind_dir_9am in [ESE-NNW]: Yes (30/9)
## wind_dir_9am in [N-E]:
## :...pressure_9am <= 1022.8: No (8)
##     pressure_9am > 1022.8: Yes (2)
## 
## SubTree [S7]
## 
## wind_dir_9am in [NE-NW]: No (14/2)
## wind_dir_9am = NNW: Yes (3)
## 
## SubTree [S8]
## 
## min_temp <= 11.7: No (51/15)
## min_temp > 11.7: Yes (102/44)
## 
## SubTree [S9]
## 
## wind_gust_speed > 50: Yes (6)
## wind_gust_speed <= 50:
## :...wind_speed_9am <= 20: Yes (21/4)
##     wind_speed_9am > 20: No (5/1)
## 
## SubTree [S10]
## 
## wind_speed_9am <= 35: Yes (35/13)
## wind_speed_9am > 35: No (2)
## 
## SubTree [S11]
## 
## wind_dir_9am = SW: Yes (20/9)
## wind_dir_9am in [N-SSW]:
## :...cloud_9am > 6: No (36/5)
##     cloud_9am <= 6:
##     :...cloud_9am <= 3: Yes (3)
##         cloud_9am > 3: No (49/13)
## 
## SubTree [S12]
## 
## wind_gust_dir in [N-ESE]: No (2)
## wind_gust_dir in [SE-NNW]: Yes (47/8)
## 
## SubTree [S13]
## 
## wind_speed_3pm > 26: No (14/3)
## wind_speed_3pm <= 26:
## :...wind_dir_3pm in [N-NW]: Yes (31/9)
##     wind_dir_3pm = NNW: No (3)
## 
## SubTree [S14]
## 
## wind_dir_9am in [N-NE]: Yes (9/3)
## wind_dir_9am in [ENE-NNW]: No (54/16)
## 
## SubTree [S15]
## 
## wind_speed_9am > 35: No (5)
## wind_speed_9am <= 35:
## :...cloud_3pm <= 3: No (4/1)
##     cloud_3pm > 3: Yes (62/25)
## 
## SubTree [S16]
## 
## wind_gust_speed <= 70: No (8)
## wind_gust_speed > 70: Yes (4/1)
## 
## SubTree [S17]
## 
## wind_gust_speed <= 57: Yes (9)
## wind_gust_speed > 57:
## :...wind_dir_3pm in [N-NNE]: Yes (10/2)
##     wind_dir_3pm in [NE-SSE]:
##     :...temp_9am <= 18: No (8)
##         temp_9am > 18:
##         :...wind_dir_9am in [N-ESE]: No (3)
##             wind_dir_9am in [SE-NNW]: Yes (5)
## 
## SubTree [S18]
## 
## wind_speed_3pm > 11: No (6)
## wind_speed_3pm <= 11:
## :...max_temp <= 16.6: Yes (7/1)
##     max_temp > 16.6: No (2)
## 
## SubTree [S19]
## 
## humidity_9am <= 83: No (3)
## humidity_9am > 83: Yes (4)
## 
## SubTree [S20]
## 
## sunshine <= 0.6: Yes (3)
## sunshine > 0.6: No (2)
## 
## SubTree [S21]
## 
## wind_gust_speed > 35: No (162/43)
## wind_gust_speed <= 35:
## :...rainfall <= 1.9:
##     :...wind_dir_3pm in [NE-ENE]: Yes (4/1)
##     :   wind_dir_3pm in [E-NNW]: No (180/17)
##     rainfall > 1.9:
##     :...pressure_9am <= 1024.9: No (7)
##         pressure_9am > 1024.9: Yes (14/4)
## 
## SubTree [S22]
## 
## wind_dir_9am in [N-ENE]: Yes (42/16)
## wind_dir_9am in [E-NNW]: No (99/36)
## 
## SubTree [S23]
## 
## wind_gust_dir in [NE-SW]: Yes (105/45)
## wind_gust_dir in [WSW-NNW]: No (123/43)
## 
## SubTree [S24]
## 
## cloud_3pm <= 7: No (44/19)
## cloud_3pm > 7: Yes (47/18)
## 
## SubTree [S25]
## 
## wind_dir_9am in [N-SSW]: No (9/1)
## wind_dir_9am in [SW-NNW]: Yes (9/1)
## 
## SubTree [S26]
## 
## wind_dir_3pm in [N-NE]: Yes (17/5)
## wind_dir_3pm in [ENE-S]: No (15/2)
## 
## SubTree [S27]
## 
## wind_gust_speed <= 20: No (8)
## wind_gust_speed > 20:
## :...wind_speed_9am > 15: No (12/1)
##     wind_speed_9am <= 15:
##     :...cloud_3pm <= 5: Yes (38/14)
##         cloud_3pm > 5: No (3)
## 
## SubTree [S28]
## 
## wind_speed_9am > 19: No (10)
## wind_speed_9am <= 19:
## :...max_temp > 29.3: Yes (11/1)
##     max_temp <= 29.3:
##     :...evaporation <= 1.2: Yes (3)
##         evaporation > 1.2:
##         :...evaporation > 6.5: No (8)
##             evaporation <= 6.5:
##             :...pressure_9am <= 1010.9: Yes (4)
##                 pressure_9am > 1010.9: No (38/10)
## 
## SubTree [S29]
## 
## pressure_9am <= 1009: Yes (3)
## pressure_9am > 1009: No (31/4)
## 
## SubTree [S30]
## 
## sunshine <= 2.9: Yes (3)
## sunshine > 2.9: No (9/1)
## 
## SubTree [S31]
## 
## humidity_9am <= 73: Yes (10)
## humidity_9am > 73:
## :...wind_gust_speed <= 59: No (5/1)
##     wind_gust_speed > 59: Yes (4)
## 
## SubTree [S32]
## 
## max_temp <= 29.9: Yes (4)
## max_temp > 29.9: No (4)
## 
## SubTree [S33]
## 
## wind_dir_9am in [WNW-NNW]: Yes (39/14)
## wind_dir_9am in [N-W]:
## :...wind_speed_9am <= 15: Yes (32/11)
##     wind_speed_9am > 15: No (125/47)
## 
## SubTree [S34]
## 
## wind_dir_3pm in [N-SSW]: No (68/21)
## wind_dir_3pm in [SW-NNW]: Yes (28/11)
## 
## SubTree [S35]
## 
## sunshine <= 6.2: Yes (4)
## sunshine > 6.2: No (5)
## 
## SubTree [S36]
## 
## wind_gust_dir in [N-W]: No (4)
## wind_gust_dir in [WNW-NNW]: Yes (2)
## 
## SubTree [S37]
## 
## wind_gust_dir in [N-S]: No (6/1)
## wind_gust_dir in [SSW-NNW]: Yes (14/2)
## 
## SubTree [S38]
## 
## wind_speed_9am <= 35: Yes (2)
## wind_speed_9am > 35: No (5)
## 
## SubTree [S39]
## 
## wind_gust_dir in [SSW-NNW]: Yes (159/48)
## wind_gust_dir in [N-S]:
## :...wind_gust_dir = N: Yes (13/2)
##     wind_gust_dir in [NNE-S]:
##     :...sunshine > 6.5: No (27/6)
##         sunshine <= 6.5:
##         :...pressure_9am <= 1010.1: Yes (8)
##             pressure_9am > 1010.1: No (8/2)
## 
## SubTree [S40]
## 
## wind_dir_3pm in [N-ESE]: Yes (17)
## wind_dir_3pm in [SE-NNW]:
## :...max_temp > 29.3: Yes (12)
##     max_temp <= 29.3:
##     :...wind_dir_3pm in [SE-SSE]: No (3)
##         wind_dir_3pm in [S-NNW]:
##         :...pressure_3pm <= 1001.6:
##             :...cloud_9am <= 6: Yes (2)
##             :   cloud_9am > 6: No (6/1)
##             pressure_3pm > 1001.6:
##             :...cloud_9am <= 7: Yes (36/5)
##                 cloud_9am > 7:
##                 :...wind_gust_speed <= 54: No (12/4)
##                     wind_gust_speed > 54: Yes (4)
## 
## SubTree [S41]
## 
## wind_gust_dir in [ESE-NNW]: No (743/138)
## wind_gust_dir in [N-E]:
## :...wind_speed_3pm <= 20:
##     :...cloud_9am <= 5: No (19/6)
##     :   cloud_9am > 5: Yes (25/6)
##     wind_speed_3pm > 20:
##     :...sunshine <= 1.9: Yes (3)
##         sunshine > 1.9: No (39/4)
## 
## SubTree [S42]
## 
## humidity_3pm <= 60: No (64/28)
## humidity_3pm > 60:
## :...wind_speed_9am <= 13: Yes (15)
##     wind_speed_9am > 13:
##     :...wind_gust_speed <= 39: No (5)
##         wind_gust_speed > 39: Yes (10/2)
## 
## SubTree [S43]
## 
## min_temp > 10.1: No (24/2)
## min_temp <= 10.1:
## :...cloud_9am <= 6: Yes (18/6)
##     cloud_9am > 6: No (6)
## 
## SubTree [S44]
## 
## humidity_3pm <= 66: Yes (32/2)
## humidity_3pm > 66:
## :...humidity_3pm <= 67: No (3)
##     humidity_3pm > 67: Yes (7/2)
## 
## SubTree [S45]
## 
## wind_dir_9am in [SE-NNW]: No (45/17)
## wind_dir_9am in [N-ESE]:
## :...temp_3pm <= 18.3: Yes (11)
##     temp_3pm > 18.3:
##     :...wind_dir_9am in [N-NE]: No (4)
##         wind_dir_9am in [ENE-ESE]: Yes (3)
## 
## SubTree [S46]
## 
## wind_dir_9am in [N-WSW]: No (104/30)
## wind_dir_9am in [W-NNW]:
## :...wind_gust_dir in [N-SSE]: No (5)
##     wind_gust_dir in [S-NNW]:
##     :...wind_dir_9am in [W-WNW]:
##         :...wind_dir_3pm in [N-WSW]: Yes (29/6)
##         :   wind_dir_3pm in [W-NNW]: No (5/1)
##         wind_dir_9am in [NW-NNW]:
##         :...cloud_9am <= 5: No (7)
##             cloud_9am > 5:
##             :...wind_dir_9am = NW: No (8/2)
##                 wind_dir_9am = NNW:
##                 :...humidity_9am <= 92: Yes (6)
##                     humidity_9am > 92: No (2)
## 
## SubTree [S47]
## 
## wind_dir_3pm in [ESE-NW]: No (12/1)
## wind_dir_3pm = NNW:
## :...pressure_3pm <= 1006.2: Yes (4)
##     pressure_3pm > 1006.2: No (2)
## 
## SubTree [S48]
## 
## wind_gust_dir in [N-ENE]: Yes (22/2)
## wind_gust_dir in [E-NNW]:
## :...pressure_3pm <= 1010.6: Yes (66/22)
##     pressure_3pm > 1010.6:
##     :...pressure_3pm <= 1015.2: No (63/19)
##         pressure_3pm > 1015.2: Yes (4)
## 
## SubTree [S49]
## 
## wind_dir_9am in [N-NNE]: Yes (18/4)
## wind_dir_9am in [NE-NNW]:
## :...humidity_3pm > 63:
##     :...wind_speed_3pm <= 26: Yes (7)
##     :   wind_speed_3pm > 26: No (2)
##     humidity_3pm <= 63:
##     :...wind_gust_dir in [N-SSW]:
##         :...temp_9am <= 25.5: No (28/1)
##         :   temp_9am > 25.5:
##         :   :...wind_speed_3pm <= 26: Yes (7/1)
##         :       wind_speed_3pm > 26: No (6/1)
##         wind_gust_dir in [SW-NNW]:
##         :...wind_speed_3pm <= 11: Yes (5)
##             wind_speed_3pm > 11:
##             :...wind_dir_3pm in [N-SSE]: No (7)
##                 wind_dir_3pm in [S-NNW]:
##                 :...humidity_3pm <= 60: No (23/7)
##                     humidity_3pm > 60: Yes (9)
## 
## SubTree [S50]
## 
## wind_gust_dir in [N-ESE]: No (9/1)
## wind_gust_dir in [SE-NNW]: Yes (116/49)
## 
## SubTree [S51]
## 
## wind_gust_speed <= 41: No (59/15)
## wind_gust_speed > 41:
## :...wind_dir_3pm in [N-WNW]: Yes (8/1)
##     wind_dir_3pm = NW: No (3)
## 
## SubTree [S52]
## 
## wind_dir_3pm in [N-E]: Yes (2)
## wind_dir_3pm in [ESE-NW]: No (24/1)
## 
## SubTree [S53]
## 
## wind_speed_3pm > 20: Yes (2)
## wind_speed_3pm <= 20:
## :...max_temp > 16.9: No (10)
##     max_temp <= 16.9:
##     :...min_temp <= 9.7: No (3)
##         min_temp > 9.7: Yes (4)
## 
## SubTree [S54]
## 
## cloud_9am > 6: Yes (57/7)
## cloud_9am <= 6:
## :...pressure_9am <= 1015.3:
##     :...rainfall <= 20.4: Yes (40/3)
##     :   rainfall > 20.4: No (5/1)
##     pressure_9am > 1015.3:
##     :...temp_9am > 15.9: Yes (7)
##         temp_9am <= 15.9:
##         :...wind_speed_3pm <= 15: No (5)
##             wind_speed_3pm > 15:
##             :...temp_3pm <= 19: Yes (3)
##                 temp_3pm > 19:
##                 :...rainfall <= 24.4: No (19/6)
##                     rainfall > 24.4: Yes (2)
## 
## SubTree [S55]
## 
## wind_speed_3pm > 24: Yes (20/3)
## wind_speed_3pm <= 24:
## :...sunshine > 0.8: No (95/41)
##     sunshine <= 0.8:
##     :...humidity_9am <= 88: Yes (20/2)
##         humidity_9am > 88: No (2)
## 
## SubTree [S56]
## 
## wind_dir_9am = N: No (20/5)
## wind_dir_9am in [NNE-S]: Yes (5/1)
## 
## SubTree [S57]
## 
## wind_dir_9am in [SSW-W]: No (28/4)
## wind_dir_9am in [WNW-NNW]:
## :...humidity_3pm <= 59: Yes (3)
##     humidity_3pm > 59: No (45/14)
## 
## SubTree [S58]
## 
## wind_dir_9am in [E-SSW]: No (16)
## wind_dir_9am in [SW-NNW]:
## :...cloud_3pm <= 4: Yes (3)
##     cloud_3pm > 4: No (6/1)
## 
## SubTree [S59]
## 
## wind_dir_9am in [NNE-ENE]: Yes (61/28)
## wind_dir_9am = N:
## :...min_temp <= 2.9: No (14)
##     min_temp > 2.9:
##     :...wind_speed_3pm <= 22: No (60/18)
##         wind_speed_3pm > 22: Yes (4)
## 
## SubTree [S60]
## 
## pressure_9am > 1015.6: Yes (10)
## pressure_9am <= 1015.6:
## :...temp_3pm <= 19.8: No (4)
##     temp_3pm > 19.8: Yes (2)
## 
## SubTree [S61]
## 
## wind_gust_speed <= 59: No (13/1)
## wind_gust_speed > 59: Yes (41/17)
## 
## SubTree [S62]
## 
## temp_9am <= 13.7: No (2)
## temp_9am > 13.7: Yes (8)
## 
## SubTree [S63]
## 
## pressure_3pm <= 1013.2: No (4)
## pressure_3pm > 1013.2: Yes (15/4)
## 
## SubTree [S64]
## 
## pressure_9am <= 1015.6: Yes (3)
## pressure_9am > 1015.6: No (19/1)
## 
## SubTree [S65]
## 
## temp_3pm <= 13: No (3)
## temp_3pm > 13: Yes (6/1)
## 
## SubTree [S66]
## 
## wind_gust_speed > 54: No (69/2)
## wind_gust_speed <= 54:
## :...pressure_3pm <= 1017: No (23/3)
##     pressure_3pm > 1017: Yes (3)
## 
## SubTree [S67]
## 
## humidity_3pm <= 29: No (7)
## humidity_3pm > 29:
## :...cloud_9am <= 6: Yes (39/17)
##     cloud_9am > 6: No (4/1)
## 
## SubTree [S68]
## 
## wind_dir_3pm in [N-NNE]: No (63/16)
## wind_dir_3pm = NE: Yes (5/1)
## 
## SubTree [S69]
## 
## wind_dir_9am = N: No (6)
## wind_dir_9am in [NNE-NNW]: Yes (10/1)
## 
## SubTree [S70]
## 
## evaporation <= 3.8: Yes (4)
## evaporation > 3.8: No (47/16)
## 
## SubTree [S71]
## 
## humidity_3pm <= 60: Yes (7/1)
## humidity_3pm > 60: No (7)
## 
## SubTree [S72]
## 
## humidity_9am <= 60: No (6)
## humidity_9am > 60: Yes (17/5)
## 
## SubTree [S73]
## 
## wind_speed_3pm > 43: No (20/1)
## wind_speed_3pm <= 43:
## :...temp_9am <= 25.8: No (90/19)
##     temp_9am > 25.8: Yes (5/1)
## 
## SubTree [S74]
## 
## wind_gust_dir in [W-NNW]: Yes (149/55)
## wind_gust_dir in [N-WSW]:
## :...rainfall <= 0.1: No (159/62)
##     rainfall > 0.1: Yes (37/15)
## 
## SubTree [S75]
## 
## wind_dir_3pm in [N-SSE]: Yes (9)
## wind_dir_3pm in [S-NNW]:
## :...wind_gust_speed <= 59: No (23/1)
##     wind_gust_speed > 59:
##     :...wind_dir_9am in [N-WSW]:
##         :...humidity_9am <= 69: Yes (2)
##         :   humidity_9am > 69: No (8)
##         wind_dir_9am in [W-NNW]:
##         :...humidity_3pm > 47: Yes (8)
##             humidity_3pm <= 47:
##             :...pressure_9am <= 1008.2: Yes (14/3)
##                 pressure_9am > 1008.2: No (8/1)
## 
## SubTree [S76]
## 
## humidity_9am <= 83: No (81/24)
## humidity_9am > 83: Yes (13/3)
## 
## SubTree [S77]
## 
## wind_dir_3pm in [WNW-NNW]:
## :...wind_speed_9am <= 31: No (203/55)
## :   wind_speed_9am > 31:
## :   :...evaporation <= 6: Yes (9)
## :       evaporation > 6: No (2)
## wind_dir_3pm in [NE-W]:
## :...wind_speed_3pm > 28: No (87/2)
##     wind_speed_3pm <= 28:
##     :...pressure_3pm > 1011.6: Yes (7/2)
##         pressure_3pm <= 1011.6:
##         :...min_temp <= 12.1: No (45/1)
##             min_temp > 12.1:
##             :...humidity_3pm <= 49: No (30/5)
##                 humidity_3pm > 49: Yes (4)
## 
## SubTree [S78]
## 
## wind_speed_9am <= 6: Yes (3)
## wind_speed_9am > 6: No (8/1)
## 
## SubTree [S79]
## 
## humidity_3pm > 61: Yes (16/3)
## humidity_3pm <= 61:
## :...wind_gust_speed <= 31: No (30/5)
##     wind_gust_speed > 31:
##     :...wind_speed_3pm <= 11: Yes (9/1)
##         wind_speed_3pm > 11: No (66/28)
## 
## SubTree [S80]
## 
## temp_9am <= 20.9: Yes (9/1)
## temp_9am > 20.9: No (19/3)
## 
## SubTree [S81]
## 
## evaporation > 4.7: No (241/32)
## evaporation <= 4.7:
## :...wind_speed_9am > 9: No (7)
##     wind_speed_9am <= 9:
##     :...cloud_9am <= 3: No (5/1)
##         cloud_9am > 3: Yes (9/1)
## 
## SubTree [S82]
## 
## humidity_3pm > 64: No (10)
## humidity_3pm <= 64:
## :...pressure_3pm > 1005.4: No (81/21)
##     pressure_3pm <= 1005.4:
##     :...wind_speed_9am <= 13: Yes (33/9)
##         wind_speed_9am > 13:
##         :...wind_speed_9am <= 20: No (13/2)
##             wind_speed_9am > 20: Yes (2)
## 
## SubTree [S83]
## 
## cloud_3pm > 6: No (24/10)
## cloud_3pm <= 6:
## :...cloud_3pm > 5: No (15)
##     cloud_3pm <= 5:
##     :...humidity_9am > 71: No (44/3)
##         humidity_9am <= 71:
##         :...humidity_3pm <= 50: Yes (6/1)
##             humidity_3pm > 50:
##             :...rainfall > 0.1:
##                 :...pressure_9am > 1008.7: No (7)
##                 :   pressure_9am <= 1008.7:
##                 :   :...wind_dir_3pm in [N-ENE]: No (2)
##                 :       wind_dir_3pm in [E-WSW]: Yes (6/1)
##                 rainfall <= 0.1:
##                 :...humidity_9am <= 65: No (80/8)
##                     humidity_9am > 65:
##                     :...sunshine > 9: No (12/1)
##                         sunshine <= 9:
##                         :...humidity_9am <= 68: Yes (11/1)
##                             humidity_9am > 68:
##                             :...cloud_3pm <= 4: Yes (3)
##                                 cloud_3pm > 4: No (13/1)
## 
## 
## Evaluation on training data (123722 cases):
## 
##      Decision Tree   
##    ----------------  
##    Size      Errors  
## 
##     780 15660(12.7%)   <<
## 
## 
##     (a)   (b)    <-classified as
##    ----  ----
##   93722  3998    (a): class No
##   11662 14340    (b): class Yes
## 
## 
##  Attribute usage:
## 
##  100.00% humidity_3pm
##   92.32% wind_gust_speed
##   91.59% sunshine
##   84.34% rain_today
##   47.63% pressure_3pm
##   29.55% min_temp
##   22.49% rainfall
##   16.85% wind_dir_3pm
##   14.23% humidity_9am
##   13.44% cloud_3pm
##   11.21% max_temp
##   10.48% wind_gust_dir
##   10.37% temp_9am
##    9.77% wind_speed_9am
##    9.61% temp_3pm
##    8.66% wind_dir_9am
##    7.49% wind_speed_3pm
##    6.58% pressure_9am
##    5.93% cloud_9am
##    2.88% evaporation
## 
## 
## Time: 1.7 secs


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