21.70 C5.0 Summary

summary(model)
## 
## Call:
## C5.0.formula(formula = form, data = ds[tr, vars])
## 
## 
## C5.0 [Release 2.07 GPL Edition]      Sat Jun  5 10:49:23 2021
## -------------------------------
## 
## Class specified by attribute `outcome'
## 
## Read 123722 cases (21 attributes) from undefined.data
## 
## Decision tree:
## 
## humidity_3pm > 68:
## :...humidity_3pm > 83:
## :   :...min_temp <= 2:
## :   :   :...pressure_3pm <= 1013.5:
## :   :   :   :...humidity_9am <= 94: Yes (26)
## :   :   :   :   humidity_9am > 94:
## :   :   :   :   :...wind_dir_3pm in [N-NNE]: No (4)
## :   :   :   :       wind_dir_3pm in [NE-NNW]: Yes (24/3)
## :   :   :   pressure_3pm > 1013.5:
## :   :   :   :...wind_dir_9am in [N-WSW]:
## :   :   :       :...rainfall <= 3.6:
## :   :   :       :   :...wind_dir_9am in [E-WSW]: No (189/44)
## :   :   :       :   :   wind_dir_9am in [N-ENE]:
## :   :   :       :   :   :...wind_gust_speed <= 54: No (94/36)
## :   :   :       :   :       wind_gust_speed > 54: Yes (15/2)
## :   :   :       :   rainfall > 3.6:
## :   :   :       :   :...cloud_9am > 5: Yes (9)
## :   :   :       :       cloud_9am <= 5:
## :   :   :       :       :...humidity_3pm > 94: Yes (64/21)
## :   :   :       :           humidity_3pm <= 94:
## :   :   :       :           :...wind_speed_3pm <= 7: Yes (4)
## :   :   :       :               wind_speed_3pm > 7: No (17/2)
## :   :   :       wind_dir_9am in [W-NNW]:
## :   :   :       :...wind_gust_speed <= 39: No (37/13)
## :   :   :           wind_gust_speed > 39:
## :   :   :           :...temp_3pm <= 2.2: Yes (94/10)
## :   :   :               temp_3pm > 2.2:
## :   :   :               :...cloud_9am > 5: Yes (10)
## :   :   :                   cloud_9am <= 5:
## :   :   :                   :...wind_dir_3pm in [N-WNW]: No (23/5)
## :   :   :                       wind_dir_3pm in [NW-NNW]:
## :   :   :                       :...humidity_3pm <= 93: No (4/1)
## :   :   :                           humidity_3pm > 93: Yes (6)
## :   :   min_temp > 2:
## :   :   :...temp_3pm > 29.2:
## :   :       :...rainfall <= 12.1: No (29/2)
## :   :       :   rainfall > 12.1: Yes (7/1)
## :   :       temp_3pm <= 29.2:
## :   :       :...rainfall > 2.3: Yes (3680/424)
## :   :           rainfall <= 2.3:
## :   :           :...pressure_3pm <= 1014.8:
## :   :               :...cloud_3pm <= 4:
## :   :               :   :...wind_dir_3pm in [WNW-NNW]: Yes (7)
## :   :               :   :   wind_dir_3pm in [N-W]:
## :   :               :   :   :...rainfall <= 0.1: No (19/2)
## :   :               :   :       rainfall > 0.1: Yes (4/1)
## :   :               :   cloud_3pm > 4:
## :   :               :   :...max_temp <= 20.7: Yes (934/98)
## :   :               :       max_temp > 20.7:
## :   :               :       :...sunshine <= 2.9:
## :   :               :           :...wind_dir_3pm in [N-SSE]: Yes (121/4)
## :   :               :           :   wind_dir_3pm in [S-NNW]:
## :   :               :           :   :...cloud_3pm > 5: Yes (106/15)
## :   :               :           :       cloud_3pm <= 5:
## :   :               :           :       :...max_temp > 23.8: Yes (7)
## :   :               :           :           max_temp <= 23.8:
## :   :               :           :           :...humidity_3pm <= 91: No (6)
## :   :               :           :               humidity_3pm > 91: Yes (2)
## :   :               :           sunshine > 2.9:
## :   :               :           :...humidity_9am <= 86: Yes (426/93)
## :   :               :               humidity_9am > 86:
## :   :               :               :...rain_today = Yes: Yes (31/7)
## :   :               :                   rain_today = No:
## :   :               :                   :...humidity_3pm <= 86:
## :   :               :                       :...pressure_9am > 1012.1: No (20/1)
## :   :               :                       :   pressure_9am <= 1012.1:
## :   :               :                       :   :...cloud_9am <= 6: No (12/4)
## :   :               :                       :       cloud_9am > 6: Yes (9/1)
## :   :               :                       humidity_3pm > 86:
## :   :               :                       :...sunshine <= 7.9: No (6/1)
## :   :               :                           sunshine > 7.9:
## :   :               :                           :...temp_9am > 25.6: No (5)
## :   :               :                               temp_9am <= 25.6: [S1]
## :   :               pressure_3pm > 1014.8:
## :   :               :...humidity_9am > 96:
## :   :                   :...pressure_3pm > 1025.9:
## :   :                   :   :...wind_gust_speed <= 19: No (19)
## :   :                   :   :   wind_gust_speed > 19:
## :   :                   :   :   :...evaporation <= 0.7: Yes (8/2)
## :   :                   :   :       evaporation > 0.7:
## :   :                   :   :       :...rainfall <= 1.5: No (48/6)
## :   :                   :   :           rainfall > 1.5: Yes (7/2)
## :   :                   :   pressure_3pm <= 1025.9:
## :   :                   :   :...humidity_3pm <= 90: No (135/54)
## :   :                   :       humidity_3pm > 90:
## :   :                   :       :...max_temp <= 7.4: Yes (18)
## :   :                   :           max_temp > 7.4:
## :   :                   :           :...wind_speed_9am <= 6: Yes (70/15)
## :   :                   :               wind_speed_9am > 6:
## :   :                   :               :...rainfall > 0.5:
## :   :                   :                   :...humidity_9am <= 97: No (14/6)
## :   :                   :                   :   humidity_9am > 97: Yes (78/20)
## :   :                   :                   rainfall <= 0.5:
## :   :                   :                   :...cloud_3pm <= 6:
## :   :                   :                       :...evaporation <= 4.3: No (6)
## :   :                   :                       :   evaporation > 4.3: [S2]
## :   :                   :                       cloud_3pm > 6: [S3]
## :   :                   humidity_9am <= 96:
## :   :                   :...humidity_3pm <= 88:
## :   :                       :...pressure_3pm > 1028.8:
## :   :                       :   :...wind_speed_9am > 19: Yes (4)
## :   :                       :   :   wind_speed_9am <= 19:
## :   :                       :   :   :...wind_speed_3pm <= 6: Yes (3)
## :   :                       :   :       wind_speed_3pm > 6: No (29/5)
## :   :                       :   pressure_3pm <= 1028.8:
## :   :                       :   :...humidity_9am <= 78: Yes (213/57)
## :   :                       :       humidity_9am > 78:
## :   :                       :       :...rainfall > 0: Yes (198/63)
## :   :                       :           rainfall <= 0:
## :   :                       :           :...cloud_9am <= 5: No (67/25)
## :   :                       :               cloud_9am > 5:
## :   :                       :               :...evaporation <= 1.9: Yes (7)
## :   :                       :                   evaporation > 1.9: No (73/34)
## :   :                       humidity_3pm > 88:
## :   :                       :...sunshine <= 0.2: Yes (98/5)
## :   :                           sunshine > 0.2:
## :   :                           :...wind_gust_dir in [N-NE]: Yes (101/9)
## :   :                               wind_gust_dir in [ENE-NNW]:
## :   :                               :...rainfall > 0.6: Yes (144/19)
## :   :                                   rainfall <= 0.6:
## :   :                                   :...humidity_3pm > 93:
## :   :                                       :...humidity_3pm <= 96: Yes (99/14)
## :   :                                       :   humidity_3pm > 96:
## :   :                                       :   :...sunshine > 8.7: No (6)
## :   :                                       :       sunshine <= 8.7: [S4]
## :   :                                       humidity_3pm <= 93:
## :   :                                       :...humidity_9am <= 83: Yes (142/36)
## :   :                                           humidity_9am > 83:
## :   :                                           :...evaporation > 4.2:
## :   :                                               :...rainfall <= 0.3: No (51/18)
## :   :                                               :   rainfall > 0.3: [S5]
## :   :                                               evaporation <= 4.2: [S6]
## :   humidity_3pm <= 83:
## :   :...wind_gust_speed > 50:
## :       :...rainfall > 0:
## :       :   :...min_temp <= -0.3: No (30/4)
## :       :   :   min_temp > -0.3:
## :       :   :   :...pressure_3pm <= 1006.9:
## :       :   :       :...wind_gust_speed > 72: Yes (126/3)
## :       :   :       :   wind_gust_speed <= 72:
## :       :   :       :   :...wind_dir_3pm in [WSW-NNW]: Yes (297/32)
## :       :   :       :       wind_dir_3pm in [N-SW]:
## :       :   :       :       :...cloud_3pm <= 5:
## :       :   :       :           :...min_temp <= 13.6: Yes (29/3)
## :       :   :       :           :   min_temp > 13.6:
## :       :   :       :           :   :...wind_dir_9am in [N-SE]: Yes (24/8)
## :       :   :       :           :       wind_dir_9am in [SSE-NNW]: No (17/3)
## :       :   :       :           cloud_3pm > 5:
## :       :   :       :           :...wind_dir_3pm in [N-SSE]: Yes (65/5)
## :       :   :       :               wind_dir_3pm in [S-SW]:
## :       :   :       :               :...wind_gust_dir in [N-SE]: No (3)
## :       :   :       :                   wind_gust_dir in [SSE-NNW]:
## :       :   :       :                   :...wind_gust_dir in [SSE-WSW]: Yes (27/3)
## :       :   :       :                       wind_gust_dir in [W-NNW]: [S7]
## :       :   :       pressure_3pm > 1006.9:
## :       :   :       :...humidity_3pm > 76: Yes (615/142)
## :       :   :           humidity_3pm <= 76:
## :       :   :           :...wind_gust_speed <= 54:
## :       :   :               :...wind_speed_9am <= 24: Yes (225/86)
## :       :   :               :   wind_speed_9am > 24:
## :       :   :               :   :...rainfall <= 26.8: No (94/36)
## :       :   :               :       rainfall > 26.8: Yes (7/1)
## :       :   :               wind_gust_speed > 54:
## :       :   :               :...min_temp > 18.2:
## :       :   :                   :...temp_3pm <= 21.5: No (19/3)
## :       :   :                   :   temp_3pm > 21.5: Yes (94/40)
## :       :   :                   min_temp <= 18.2:
## :       :   :                   :...cloud_9am > 4:
## :       :   :                       :...min_temp > 4.9: Yes (488/117)
## :       :   :                       :   min_temp <= 4.9:
## :       :   :                       :   :...sunshine <= 7.4: Yes (11/2)
## :       :   :                       :       sunshine > 7.4: No (26/9)
## :       :   :                       cloud_9am <= 4:
## :       :   :                       :...wind_gust_speed <= 61: No (26/8)
## :       :   :                           wind_gust_speed > 61:
## :       :   :                           :...wind_dir_3pm in [SW-NNW]: Yes (23/2)
## :       :   :                               wind_dir_3pm in [N-SSW]:
## :       :   :                               :...humidity_9am <= 68: Yes (3)
## :       :   :                                   humidity_9am > 68: No (7/1)
## :       :   rainfall <= 0:
## :       :   :...wind_dir_3pm in [SSW-NNW]:
## :       :       :...sunshine <= 4.1:
## :       :       :   :...wind_speed_9am > 37: No (5/1)
## :       :       :   :   wind_speed_9am <= 37:
## :       :       :   :   :...humidity_9am <= 92: Yes (76/6)
## :       :       :   :       humidity_9am > 92: No (5/1)
## :       :       :   sunshine > 4.1:
## :       :       :   :...pressure_3pm <= 1010.4:
## :       :       :       :...cloud_9am > 6: Yes (33/2)
## :       :       :       :   cloud_9am <= 6:
## :       :       :       :   :...wind_speed_3pm <= 24: Yes (39/6)
## :       :       :       :       wind_speed_3pm > 24:
## :       :       :       :       :...temp_3pm <= 21.8: Yes (49/18)
## :       :       :       :           temp_3pm > 21.8: No (6)
## :       :       :       pressure_3pm > 1010.4:
## :       :       :       :...wind_speed_9am > 15: No (157/71)
## :       :       :           wind_speed_9am <= 15:
## :       :       :           :...humidity_3pm <= 69: No (3)
## :       :       :               humidity_3pm > 69:
## :       :       :               :...wind_gust_dir in [N-SW]: Yes (15)
## :       :       :                   wind_gust_dir in [WSW-NNW]:
## :       :       :                   :...temp_9am <= 15.4: No (11/4)
## :       :       :                       temp_9am > 15.4: Yes (14/1)
## :       :       wind_dir_3pm in [N-S]:
## :       :       :...humidity_3pm <= 75:
## :       :           :...temp_3pm > 20.6:
## :       :           :   :...wind_speed_3pm > 31: No (99/12)
## :       :           :   :   wind_speed_3pm <= 31:
## :       :           :   :   :...wind_speed_9am > 15: No (53/10)
## :       :           :   :       wind_speed_9am <= 15:
## :       :           :   :       :...humidity_3pm <= 70: No (15/4)
## :       :           :   :           humidity_3pm > 70: Yes (30/10)
## :       :           :   temp_3pm <= 20.6:
## :       :           :   :...wind_speed_9am <= 30:
## :       :           :       :...cloud_3pm <= 6: No (60/25)
## :       :           :       :   cloud_3pm > 6:
## :       :           :       :   :...wind_dir_9am in [S-NNW]:
## :       :           :       :       :...temp_3pm <= 18.3: No (13/1)
## :       :           :       :       :   temp_3pm > 18.3: Yes (7/1)
## :       :           :       :       wind_dir_9am in [N-SSE]:
## :       :           :       :       :...sunshine > 6.5: Yes (13)
## :       :           :       :           sunshine <= 6.5:
## :       :           :       :           :...wind_gust_dir in [NNE-NNW]: Yes (19/2)
## :       :           :       :               wind_gust_dir = N:
## :       :           :       :               :...max_temp <= 14.1: No (5)
## :       :           :       :                   max_temp > 14.1: Yes (2)
## :       :           :       wind_speed_9am > 30:
## :       :           :       :...cloud_9am > 6: No (25/3)
## :       :           :           cloud_9am <= 6:
## :       :           :           :...cloud_3pm > 7: Yes (3)
## :       :           :               cloud_3pm <= 7:
## :       :           :               :...wind_speed_3pm > 44: Yes (3)
## :       :           :                   wind_speed_3pm <= 44:
## :       :           :                   :...min_temp <= 11.6: No (12)
## :       :           :                       min_temp > 11.6:
## :       :           :                       :...wind_speed_3pm <= 31: Yes (4)
## :       :           :                           wind_speed_3pm > 31: No (8/2)
## :       :           humidity_3pm > 75:
## :       :           :...wind_gust_dir in [SW-NNW]: Yes (56/9)
## :       :               wind_gust_dir in [N-SSW]:
## :       :               :...cloud_3pm > 6:
## :       :                   :...humidity_9am <= 77: Yes (65/14)
## :       :                   :   humidity_9am > 77:
## :       :                   :   :...cloud_3pm <= 7:
## :       :                   :       :...wind_dir_9am in [N-S]: No (10/1)
## :       :                   :       :   wind_dir_9am in [SSW-NNW]: Yes (3)
## :       :                   :       cloud_3pm > 7:
## :       :                   :       :...sunshine <= 5.5: Yes (6/1)
## :       :                   :           sunshine > 5.5:
## :       :                   :           :...wind_dir_3pm in [N-SE]: Yes (7/2)
## :       :                   :               wind_dir_3pm in [SSE-S]: No (6)
## :       :                   cloud_3pm <= 6:
## :       :                   :...wind_gust_dir = N: Yes (13/2)
## :       :                       wind_gust_dir in [NNE-SSW]:
## :       :                       :...temp_9am > 27:
## :       :                           :...pressure_9am <= 1007.9: No (2)
## :       :                           :   pressure_9am > 1007.9: Yes (11)
## :       :                           temp_9am <= 27:
## :       :                           :...wind_gust_speed > 59:
## :       :                               :...wind_speed_3pm <= 20: No (10/1)
## :       :                               :   wind_speed_3pm > 20: Yes (42/18)
## :       :                               wind_gust_speed <= 59:
## :       :                               :...wind_dir_9am in [N-SE]: No (51/7)
## :       :                                   wind_dir_9am in [SSE-NNW]:
## :       :                                   :...pressure_3pm <= 1008.6: Yes (4)
## :       :                                       pressure_3pm > 1008.6: [S8]
## :       wind_gust_speed <= 50:
## :       :...rainfall > 2.5:
## :           :...temp_9am <= 8.9:
## :           :   :...wind_gust_speed <= 35: No (171/43)
## :           :   :   wind_gust_speed > 35:
## :           :   :   :...wind_dir_9am in [NW-NNW]:
## :           :   :       :...cloud_9am > 5: Yes (20/1)
## :           :   :       :   cloud_9am <= 5:
## :           :   :       :   :...max_temp > 12.9: Yes (6)
## :           :   :       :       max_temp <= 12.9:
## :           :   :       :       :...wind_gust_dir in [N-SW]: Yes (2)
## :           :   :       :           wind_gust_dir in [WSW-NNW]: No (8/1)
## :           :   :       wind_dir_9am in [N-WNW]:
## :           :   :       :...wind_gust_speed > 44:
## :           :   :           :...rainfall > 7.2: Yes (21/4)
## :           :   :           :   rainfall <= 7.2:
## :           :   :           :   :...pressure_9am <= 1014.6: Yes (5)
## :           :   :           :       pressure_9am > 1014.6: No (16/4)
## :           :   :           wind_gust_speed <= 44:
## :           :   :           :...cloud_9am <= 4: No (9)
## :           :   :               cloud_9am > 4:
## :           :   :               :...sunshine <= 5.7: Yes (21/7)
## :           :   :                   sunshine > 5.7:
## :           :   :                   :...wind_dir_3pm in [N-W]: No (42/8)
## :           :   :                       wind_dir_3pm in [WNW-NNW]: Yes (16/7)
## :           :   temp_9am > 8.9:
## :           :   :...cloud_9am <= 2:
## :           :       :...min_temp <= 8.2:
## :           :       :   :...wind_gust_speed <= 31: No (5)
## :           :       :   :   wind_gust_speed > 31: Yes (16/1)
## :           :       :   min_temp > 8.2:
## :           :       :   :...cloud_9am <= 1: No (46/11)
## :           :       :       cloud_9am > 1:
## :           :       :       :...wind_speed_3pm > 30: Yes (4)
## :           :       :           wind_speed_3pm <= 30:
## :           :       :           :...wind_dir_3pm in [N-NE]: No (12/1)
## :           :       :               wind_dir_3pm in [ENE-NNW]:
## :           :       :               :...pressure_3pm <= 1008.6: Yes (5)
## :           :       :                   pressure_3pm > 1008.6:
## :           :       :                   :...wind_dir_9am in [N-NNE]: Yes (5/1)
## :           :       :                       wind_dir_9am in [NE-NNW]:
## :           :       :                       :...humidity_3pm > 70: No (18/1)
## :           :       :                           humidity_3pm <= 70: [S9]
## :           :       cloud_9am > 2:
## :           :       :...wind_gust_speed <= 31:
## :           :           :...cloud_3pm > 5:
## :           :           :   :...wind_gust_speed > 28: Yes (175/60)
## :           :           :   :   wind_gust_speed <= 28:
## :           :           :   :   :...pressure_3pm <= 1023.9: Yes (229/105)
## :           :           :   :       pressure_3pm > 1023.9:
## :           :           :   :       :...sunshine > 7: No (9)
## :           :           :   :           sunshine <= 7:
## :           :           :   :           :...temp_9am <= 14: No (19/2)
## :           :           :   :               temp_9am > 14: Yes (4)
## :           :           :   cloud_3pm <= 5:
## :           :           :   :...wind_speed_3pm > 9: No (303/105)
## :           :           :       wind_speed_3pm <= 9:
## :           :           :       :...humidity_3pm > 82: Yes (9)
## :           :           :           humidity_3pm <= 82:
## :           :           :           :...wind_gust_speed <= 22:
## :           :           :               :...min_temp <= 20: No (52/13)
## :           :           :               :   min_temp > 20: Yes (3)
## :           :           :               wind_gust_speed > 22:
## :           :           :               :...sunshine <= 3.4: Yes (7)
## :           :           :                   sunshine > 3.4:
## :           :           :                   :...evaporation <= 1.9: No (5)
## :           :           :                       evaporation > 1.9: Yes (83/32)
## :           :           wind_gust_speed > 31:
## :           :           :...sunshine <= 5:
## :           :               :...humidity_3pm > 78: Yes (198/35)
## :           :               :   humidity_3pm <= 78:
## :           :               :   :...evaporation > 1.3: Yes (422/131)
## :           :               :       evaporation <= 1.3:
## :           :               :       :...wind_gust_dir in [N-S]: No (28/7)
## :           :               :           wind_gust_dir in [SSW-NNW]: Yes (54/20)
## :           :               sunshine > 5:
## :           :               :...wind_speed_3pm > 28:
## :           :                   :...humidity_3pm <= 70:
## :           :                   :   :...cloud_9am <= 7: No (19/1)
## :           :                   :   :   cloud_9am > 7: Yes (4/1)
## :           :                   :   humidity_3pm > 70:
## :           :                   :   :...cloud_3pm <= 5: No (66/23)
## :           :                   :       cloud_3pm > 5:
## :           :                   :       :...temp_3pm > 23.1: Yes (12)
## :           :                   :           temp_3pm <= 23.1:
## :           :                   :           :...pressure_3pm <= 1008: Yes (6)
## :           :                   :               pressure_3pm > 1008:
## :           :                   :               :...humidity_3pm > 79: No (9)
## :           :                   :                   humidity_3pm <= 79: [S10]
## :           :                   wind_speed_3pm <= 28:
## :           :                   :...humidity_3pm <= 77:
## :           :                       :...wind_gust_speed > 44:
## :           :                       :   :...wind_speed_9am > 28: No (10/2)
## :           :                       :   :   wind_speed_9am <= 28:
## :           :                       :   :   :...humidity_9am > 85: Yes (76/15)
## :           :                       :   :       humidity_9am <= 85:
## :           :                       :   :       :...evaporation > 6.4: Yes (11)
## :           :                       :   :           evaporation <= 6.4: [S11]
## :           :                       :   wind_gust_speed <= 44:
## :           :                       :   :...wind_gust_dir in [N-ESE]: Yes (179/69)
## :           :                       :       wind_gust_dir in [SE-NNW]:
## :           :                       :       :...wind_gust_speed <= 41: No (449/210)
## :           :                       :           wind_gust_speed > 41:
## :           :                       :           :...wind_dir_9am in [SW-NNW]: [S12]
## :           :                       :               wind_dir_9am in [N-SSW]: [S13]
## :           :                       humidity_3pm > 77:
## :           :                       :...wind_dir_3pm = NNW: Yes (24/2)
## :           :                           wind_dir_3pm in [N-NW]:
## :           :                           :...wind_gust_speed > 39:
## :           :                               :...cloud_3pm > 4: Yes (159/42)
## :           :                               :   cloud_3pm <= 4: [S14]
## :           :                               wind_gust_speed <= 39:
## :           :                               :...rainfall > 23.2: [S15]
## :           :                                   rainfall <= 23.2:
## :           :                                   :...sunshine <= 8.1: [S16]
## :           :                                       sunshine > 8.1: [S17]
## :           rainfall <= 2.5:
## :           :...cloud_3pm > 6:
## :               :...pressure_3pm <= 1014.8:
## :               :   :...wind_gust_dir in [N-NNE]:
## :               :   :   :...wind_gust_speed > 30: Yes (122/27)
## :               :   :   :   wind_gust_speed <= 30:
## :               :   :   :   :...sunshine <= 6.8: Yes (28/7)
## :               :   :   :       sunshine > 6.8: No (17/1)
## :               :   :   wind_gust_dir in [NE-NNW]:
## :               :   :   :...humidity_3pm > 76:
## :               :   :       :...wind_speed_3pm <= 28: Yes (387/140)
## :               :   :       :   wind_speed_3pm > 28:
## :               :   :       :   :...rain_today = Yes: Yes (2)
## :               :   :       :       rain_today = No:
## :               :   :       :       :...temp_3pm <= 15.1: Yes (7/1)
## :               :   :       :           temp_3pm > 15.1: No (25/3)
## :               :   :       humidity_3pm <= 76:
## :               :   :       :...wind_dir_9am = N: Yes (73/21)
## :               :   :           wind_dir_9am in [NNE-NNW]:
## :               :   :           :...sunshine <= 0.3: Yes (60/21)
## :               :   :               sunshine > 0.3:
## :               :   :               :...wind_gust_speed <= 37:
## :               :   :                   :...min_temp <= 24.5: No (214/61)
## :               :   :                   :   min_temp > 24.5: Yes (33/12)
## :               :   :                   wind_gust_speed > 37:
## :               :   :                   :...wind_speed_3pm <= 15: Yes (50/14)
## :               :   :                       wind_speed_3pm > 15: No (229/95)
## :               :   pressure_3pm > 1014.8:
## :               :   :...humidity_3pm <= 77:
## :               :       :...wind_gust_speed <= 31: No (643/126)
## :               :       :   wind_gust_speed > 31:
## :               :       :   :...sunshine <= 0.1:
## :               :       :       :...min_temp <= 9.7: No (4)
## :               :       :       :   min_temp > 9.7: Yes (42/15)
## :               :       :       sunshine > 0.1:
## :               :       :       :...humidity_3pm <= 69: No (106/19)
## :               :       :           humidity_3pm > 69:
## :               :       :           :...pressure_3pm > 1022:
## :               :       :               :...rain_today = No: No (155/30)
## :               :       :               :   rain_today = Yes:
## :               :       :               :   :...humidity_9am <= 76: Yes (7)
## :               :       :               :       humidity_9am > 76: No (25/8)
## :               :       :               pressure_3pm <= 1022:
## :               :       :               :...humidity_3pm > 76:
## :               :       :                   :...wind_speed_3pm > 15: No (31/2)
## :               :       :                   :   wind_speed_3pm <= 15: [S18]
## :               :       :                   humidity_3pm <= 76:
## :               :       :                   :...cloud_9am <= 5:
## :               :       :                       :...sunshine <= 6.4: Yes (27/5)
## :               :       :                       :   sunshine > 6.4: No (81/33)
## :               :       :                       cloud_9am > 5: [S19]
## :               :       humidity_3pm > 77:
## :               :       :...humidity_9am > 96:
## :               :           :...wind_dir_3pm in [N-WNW]: No (107/19)
## :               :           :   wind_dir_3pm in [NW-NNW]:
## :               :           :   :...cloud_9am <= 6: No (3)
## :               :           :       cloud_9am > 6: Yes (9/2)
## :               :           humidity_9am <= 96:
## :               :           :...wind_gust_speed > 44: Yes (64/18)
## :               :               wind_gust_speed <= 44:
## :               :               :...rainfall > 0.1: Yes (179/79)
## :               :                   rainfall <= 0.1:
## :               :                   :...cloud_3pm <= 7: No (97/33)
## :               :                       cloud_3pm > 7:
## :               :                       :...humidity_9am <= 74:
## :               :                           :...pressure_3pm <= 1024.8: Yes (38/10)
## :               :                           :   pressure_3pm > 1024.8: No (3)
## :               :                           humidity_9am > 74: [S20]
## :               cloud_3pm <= 6:
## :               :...sunshine > 8.6: No (516/56)
## :                   sunshine <= 8.6:
## :                   :...temp_9am <= 3.9:
## :                       :...pressure_3pm > 1014.2: No (197/13)
## :                       :   pressure_3pm <= 1014.2:
## :                       :   :...humidity_3pm <= 79: No (7/1)
## :                       :       humidity_3pm > 79: Yes (5)
## :                       temp_9am > 3.9:
## :                       :...wind_dir_3pm in [SW-NNW]:
## :                           :...wind_gust_speed <= 26: No (289/57)
## :                           :   wind_gust_speed > 26:
## :                           :   :...wind_gust_speed > 39:
## :                           :       :...wind_dir_9am = N:
## :                           :       :   :...humidity_9am <= 56: No (5)
## :                           :       :   :   humidity_9am > 56: Yes (53/9)
## :                           :       :   wind_dir_9am in [NNE-NNW]:
## :                           :       :   :...humidity_3pm <= 75: No (177/67)
## :                           :       :       humidity_3pm > 75:
## :                           :       :       :...wind_speed_3pm <= 19: Yes (52/12)
## :                           :       :           wind_speed_3pm > 19: [S21]
## :                           :       wind_gust_speed <= 39:
## :                           :       :...rain_today = No: No (563/191)
## :                           :           rain_today = Yes:
## :                           :           :...humidity_3pm > 81: Yes (8)
## :                           :               humidity_3pm <= 81:
## :                           :               :...pressure_9am <= 1011.8: Yes (18/2)
## :                           :                   pressure_9am > 1011.8: [S22]
## :                           wind_dir_3pm in [N-SSW]:
## :                           :...rain_today = Yes:
## :                               :...pressure_9am <= 1016: Yes (117/53)
## :                               :   pressure_9am > 1016:
## :                               :   :...max_temp > 27.6: No (18)
## :                               :       max_temp <= 27.6:
## :                               :       :...evaporation <= 1.5:
## :                               :           :...wind_gust_speed <= 41: No (36/1)
## :                               :           :   wind_gust_speed > 41:
## :                               :           :   :...evaporation <= 0.7: No (3)
## :                               :           :       evaporation > 0.7: Yes (3)
## :                               :           evaporation > 1.5:
## :                               :           :...wind_gust_dir in [N-S]:
## :                               :               :...rainfall <= 2.3: No (131/51)
## :                               :               :   rainfall > 2.3: Yes (13/4)
## :                               :               wind_gust_dir in [SSW-NNW]:
## :                               :               :...sunshine <= 3.1: Yes (5/1)
## :                               :                   sunshine > 3.1: [S23]
## :                               rain_today = No:
## :                               :...pressure_3pm > 1030.1: No (82/1)
## :                                   pressure_3pm <= 1030.1:
## :                                   :...sunshine <= 0.1: Yes (33/13)
## :                                       sunshine > 0.1:
## :                                       :...pressure_9am <= 1009.9:
## :                                           :...min_temp <= 13.2:
## :                                           :   :...sunshine <= 2.1: No (3)
## :                                           :   :   sunshine > 2.1: [S24]
## :                                           :   min_temp > 13.2:
## :                                           :   :...sunshine > 6.6: No (143/40)
## :                                           :       sunshine <= 6.6: [S25]
## :                                           pressure_9am > 1009.9:
## :                                           :...wind_gust_dir in [N-W]:
## :                                               :...temp_3pm > 18.3: No (1935/347)
## :                                               :   temp_3pm <= 18.3: [S26]
## :                                               wind_gust_dir in [WNW-NNW]:
## :                                               :...pressure_3pm > 1018.5: No (61/9)
## :                                                   pressure_3pm <= 1018.5: [S27]
## humidity_3pm <= 68:
## :...rain_today = No:
##     :...wind_gust_speed <= 52:
##     :   :...cloud_3pm <= 5:
##     :   :   :...humidity_3pm <= 49: No (38457/1480)
##     :   :   :   humidity_3pm > 49:
##     :   :   :   :...pressure_9am > 1013.2: No (19920/1904)
##     :   :   :       pressure_9am <= 1013.2:
##     :   :   :       :...max_temp <= 21.5:
##     :   :   :           :...wind_gust_speed <= 28: No (37/2)
##     :   :   :           :   wind_gust_speed > 28:
##     :   :   :           :   :...temp_3pm > 20.8:
##     :   :   :           :       :...pressure_3pm <= 1011: Yes (33/3)
##     :   :   :           :       :   pressure_3pm > 1011:
##     :   :   :           :       :   :...wind_dir_9am in [N-ENE]: Yes (3)
##     :   :   :           :       :       wind_dir_9am in [E-NNW]: No (20/5)
##     :   :   :           :       temp_3pm <= 20.8:
##     :   :   :           :       :...wind_speed_9am > 26: No (24/1)
##     :   :   :           :           wind_speed_9am <= 26:
##     :   :   :           :           :...humidity_3pm > 66: Yes (44/16)
##     :   :   :           :               humidity_3pm <= 66:
##     :   :   :           :               :...pressure_3pm <= 1009.3:
##     :   :   :           :                   :...wind_speed_9am <= 2: [S28]
##     :   :   :           :                   :   wind_speed_9am > 2:
##     :   :   :           :                   :   :...max_temp > 16.9: [S29]
##     :   :   :           :                   :       max_temp <= 16.9:
##     :   :   :           :                   :       :...sunshine > 5.1: No (48/5)
##     :   :   :           :                   :           sunshine <= 5.1: [S30]
##     :   :   :           :                   pressure_3pm > 1009.3:
##     :   :   :           :                   :...wind_gust_speed > 46:
##     :   :   :           :                       :...rainfall > 0.8: Yes (2)
##     :   :   :           :                       :   rainfall <= 0.8: [S31]
##     :   :   :           :                       wind_gust_speed <= 46:
##     :   :   :           :                       :...pressure_9am <= 1013.1: No (124/17)
##     :   :   :           :                           pressure_9am > 1013.1: [S32]
##     :   :   :           max_temp > 21.5:
##     :   :   :           :...sunshine > 11.6: No (286/19)
##     :   :   :               sunshine <= 11.6:
##     :   :   :               :...wind_gust_speed <= 43: No (1890/295)
##     :   :   :                   wind_gust_speed > 43:
##     :   :   :                   :...wind_speed_3pm > 15:
##     :   :   :                       :...wind_dir_3pm in [N-WSW]:
##     :   :   :                       :   :...rainfall <= 0.1: No (261/46)
##     :   :   :                       :   :   rainfall > 0.1:
##     :   :   :                       :   :   :...wind_speed_3pm > 24: No (28/4)
##     :   :   :                       :   :       wind_speed_3pm <= 24: [S33]
##     :   :   :                       :   wind_dir_3pm in [W-NNW]:
##     :   :   :                       :   :...sunshine > 10.7: No (7)
##     :   :   :                       :       sunshine <= 10.7:
##     :   :   :                       :       :...wind_dir_3pm in [W-NW]: [S34]
##     :   :   :                       :           wind_dir_3pm = NNW:
##     :   :   :                       :           :...evaporation <= 5.8: No (11/1)
##     :   :   :                       :               evaporation > 5.8: Yes (2)
##     :   :   :                       wind_speed_3pm <= 15:
##     :   :   :                       :...cloud_3pm <= 2: Yes (4)
##     :   :   :                           cloud_3pm > 2:
##     :   :   :                           :...wind_speed_9am > 13: No (20)
##     :   :   :                               wind_speed_9am <= 13:
##     :   :   :                               :...cloud_3pm <= 4: [S35]
##     :   :   :                                   cloud_3pm > 4: [S36]
##     :   :   cloud_3pm > 5:
##     :   :   :...sunshine > 8.8: No (2208/154)
##     :   :       sunshine <= 8.8:
##     :   :       :...pressure_3pm > 1016.1: No (5356/671)
##     :   :           pressure_3pm <= 1016.1:
##     :   :           :...pressure_3pm <= 1008.4:
##     :   :               :...wind_gust_speed <= 37:
##     :   :               :   :...rainfall <= 0.1: No (345/89)
##     :   :               :   :   rainfall > 0.1:
##     :   :               :   :   :...min_temp <= 15.8: Yes (26/7)
##     :   :               :   :       min_temp > 15.8: No (56/13)
##     :   :               :   wind_gust_speed > 37:
##     :   :               :   :...humidity_3pm <= 49: No (383/95)
##     :   :               :       humidity_3pm > 49:
##     :   :               :       :...wind_dir_9am in [N-NNE]: Yes (53/10)
##     :   :               :           wind_dir_9am in [NE-NNW]:
##     :   :               :           :...wind_gust_speed <= 46: No (218/95)
##     :   :               :               wind_gust_speed > 46:
##     :   :               :               :...temp_9am <= 12.5: Yes (11)
##     :   :               :                   temp_9am > 12.5:
##     :   :               :                   :...evaporation > 8.2: Yes (10)
##     :   :               :                       evaporation <= 8.2: [S37]
##     :   :               pressure_3pm > 1008.4:
##     :   :               :...humidity_3pm <= 23: No (314/20)
##     :   :                   humidity_3pm > 23:
##     :   :                   :...sunshine <= 0.7:
##     :   :                       :...cloud_3pm <= 7:
##     :   :                       :   :...humidity_3pm <= 44:
##     :   :                       :   :   :...wind_speed_9am <= 24: No (21)
##     :   :                       :   :   :   wind_speed_9am > 24: Yes (2)
##     :   :                       :   :   humidity_3pm > 44:
##     :   :                       :   :   :...wind_gust_dir in [N-NW]: No (78/29)
##     :   :                       :   :       wind_gust_dir = NNW: Yes (5)
##     :   :                       :   cloud_3pm > 7:
##     :   :                       :   :...wind_gust_dir in [N-ESE]: Yes (36/8)
##     :   :                       :       wind_gust_dir in [SE-NNW]:
##     :   :                       :       :...humidity_9am <= 46: Yes (6)
##     :   :                       :           humidity_9am > 46: No (60/24)
##     :   :                       sunshine > 0.7:
##     :   :                       :...wind_dir_9am in [E-NNW]:
##     :   :                           :...humidity_3pm <= 57: No (1572/269)
##     :   :                           :   humidity_3pm > 57:
##     :   :                           :   :...wind_speed_9am <= 7:
##     :   :                           :       :...wind_speed_3pm > 26: [S38]
##     :   :                           :       :   wind_speed_3pm <= 26: [S39]
##     :   :                           :       wind_speed_9am > 7:
##     :   :                           :       :...wind_gust_dir in [N-NE]:
##     :   :                           :           :...temp_9am <= 15.6: Yes (15/5)
##     :   :                           :           :   temp_9am > 15.6: No (42/13)
##     :   :                           :           wind_gust_dir in [ENE-NNW]:
##     :   :                           :           :...wind_speed_3pm <= 26: [S40]
##     :   :                           :               wind_speed_3pm > 26: [S41]
##     :   :                           wind_dir_9am in [N-ENE]:
##     :   :                           :...evaporation <= 4.4:
##     :   :                               :...wind_gust_speed <= 35: No (185/50)
##     :   :                               :   wind_gust_speed > 35:
##     :   :                               :   :...evaporation <= 1.5: Yes (25/7)
##     :   :                               :       evaporation > 1.5:
##     :   :                               :       :...cloud_3pm > 7: Yes (23/8)
##     :   :                               :           cloud_3pm <= 7: [S42]
##     :   :                               evaporation > 4.4:
##     :   :                               :...wind_gust_speed <= 41:
##     :   :                                   :...wind_speed_9am > 19: No (55/6)
##     :   :                                   :   wind_speed_9am <= 19:
##     :   :                                   :   :...wind_speed_9am <= 4: [S43]
##     :   :                                   :       wind_speed_9am > 4:
##     :   :                                   :       :...rainfall <= 0.1: No (245/62)
##     :   :                                   :           rainfall > 0.1: [S44]
##     :   :                                   wind_gust_speed > 41:
##     :   :                                   :...pressure_9am <= 1010.7: No (14)
##     :   :                                       pressure_9am > 1010.7:
##     :   :                                       :...cloud_9am <= 5:
##     :   :                                           :...cloud_9am > 2: [S45]
##     :   :                                           :   cloud_9am <= 2: [S46]
##     :   :                                           cloud_9am > 5: [S47]
##     :   wind_gust_speed > 52:
##     :   :...sunshine > 10.1:
##     :       :...wind_gust_speed <= 74: No (1753/88)
##     :       :   wind_gust_speed > 74:
##     :       :   :...min_temp > 21.4:
##     :       :       :...evaporation > 16.6: No (4)
##     :       :       :   evaporation <= 16.6:
##     :       :       :   :...wind_speed_9am <= 15: No (3)
##     :       :       :       wind_speed_9am > 15: Yes (9)
##     :       :       min_temp <= 21.4:
##     :       :       :...pressure_3pm > 1000: No (87/7)
##     :       :           pressure_3pm <= 1000:
##     :       :           :...wind_dir_9am in [NW-NNW]: Yes (6)
##     :       :               wind_dir_9am in [N-WNW]:
##     :       :               :...min_temp <= 10.6: Yes (2)
##     :       :                   min_temp > 10.6: No (12/1)
##     :       sunshine <= 10.1:
##     :       :...sunshine <= 6:
##     :           :...pressure_3pm > 1014.8: No (335/77)
##     :           :   pressure_3pm <= 1014.8:
##     :           :   :...humidity_3pm > 50:
##     :           :       :...wind_gust_speed > 61: Yes (226/65)
##     :           :       :   wind_gust_speed <= 61:
##     :           :       :   :...pressure_9am > 1016.5: Yes (31/3)
##     :           :       :       pressure_9am <= 1016.5:
##     :           :       :       :...wind_gust_speed <= 54: No (54/21)
##     :           :       :           wind_gust_speed > 54:
##     :           :       :           :...wind_speed_9am <= 24: Yes (101/39)
##     :           :       :               wind_speed_9am > 24: No (34/12)
##     :           :       humidity_3pm <= 50:
##     :           :       :...cloud_3pm > 7:
##     :           :           :...max_temp > 30.2: No (31/12)
##     :           :           :   max_temp <= 30.2:
##     :           :           :   :...temp_3pm <= 17.1: No (4)
##     :           :           :       temp_3pm > 17.1: Yes (38/4)
##     :           :           cloud_3pm <= 7:
##     :           :           :...humidity_3pm <= 24:
##     :           :               :...wind_speed_9am <= 28:
##     :           :               :   :...wind_gust_dir in [NNE-NNW]: No (58/5)
##     :           :               :   :   wind_gust_dir = N:
##     :           :               :   :   :...sunshine <= 4.3: Yes (10/2)
##     :           :               :   :       sunshine > 4.3: No (5)
##     :           :               :   wind_speed_9am > 28:
##     :           :               :   :...sunshine <= 2: No (10/1)
##     :           :               :       sunshine > 2:
##     :           :               :       :...wind_dir_9am in [E-NNW]: Yes (4)
##     :           :               :           wind_dir_9am in [N-ENE]: [S48]
##     :           :               humidity_3pm > 24:
##     :           :               :...wind_speed_9am <= 33: No (331/161)
##     :           :                   wind_speed_9am > 33:
##     :           :                   :...wind_gust_dir in [WNW-NNW]:
##     :           :                       :...temp_3pm <= 25.5: Yes (10/1)
##     :           :                       :   temp_3pm > 25.5: No (3)
##     :           :                       wind_gust_dir in [N-W]:
##     :           :                       :...temp_9am <= 22.8: No (45/3)
##     :           :                           temp_9am > 22.8:
##     :           :                           :...sunshine <= 0.9: No (2)
##     :           :                               sunshine > 0.9: Yes (8/1)
##     :           sunshine > 6:
##     :           :...cloud_3pm > 5:
##     :               :...humidity_3pm <= 13: No (104/9)
##     :               :   humidity_3pm > 13:
##     :               :   :...pressure_3pm > 1009.8: No (759/200)
##     :               :       pressure_3pm <= 1009.8:
##     :               :       :...wind_dir_9am in [N-SE]:
##     :               :           :...wind_dir_3pm in [N-NNE]:
##     :               :           :   :...temp_3pm > 31.6: Yes (31/2)
##     :               :           :   :   temp_3pm <= 31.6:
##     :               :           :   :   :...sunshine <= 8.5: Yes (65/22)
##     :               :           :   :       sunshine > 8.5: No (7)
##     :               :           :   wind_dir_3pm in [NE-NNW]:
##     :               :           :   :...sunshine <= 8.8:
##     :               :           :       :...humidity_9am > 62: Yes (76/22)
##     :               :           :       :   humidity_9am <= 62:
##     :               :           :       :   :...rainfall <= 0.1: No (152/70)
##     :               :           :       :       rainfall > 0.1: Yes (15/5)
##     :               :           :       sunshine > 8.8:
##     :               :           :       :...wind_dir_3pm in [NE-NW]: No (29/3)
##     :               :           :           wind_dir_3pm = NNW:
##     :               :           :           :...evaporation <= 6.3: Yes (4)
##     :               :           :               evaporation > 6.3: No (4/1)
##     :               :           wind_dir_9am in [SSE-NNW]:
##     :               :           :...wind_speed_9am > 31:
##     :               :               :...rainfall <= 0.1: No (27/1)
##     :               :               :   rainfall > 0.1:
##     :               :               :   :...wind_gust_speed <= 72: No (5)
##     :               :               :       wind_gust_speed > 72: Yes (4)
##     :               :               wind_speed_9am <= 31:
##     :               :               :...humidity_3pm > 52: Yes (70/31)
##     :               :                   humidity_3pm <= 52:
##     :               :                   :...cloud_3pm <= 6:
##     :               :                       :...pressure_3pm > 1004.2: No (45/5)
##     :               :                       :   pressure_3pm <= 1004.2:
##     :               :                       :   :...cloud_9am <= 4: Yes (12/3)
##     :               :                       :       cloud_9am > 4: No (7/1)
##     :               :                       cloud_3pm > 6:
##     :               :                       :...cloud_3pm > 7: No (62/21)
##     :               :                           cloud_3pm <= 7: [S49]
##     :               cloud_3pm <= 5:
##     :               :...max_temp <= 5.6:
##     :                   :...wind_dir_3pm in [N-SSW]: Yes (6)
##     :                   :   wind_dir_3pm in [SW-NNW]:
##     :                   :   :...wind_gust_speed <= 57: No (5)
##     :                   :       wind_gust_speed > 57:
##     :                   :       :...rainfall <= 0.1: Yes (9/1)
##     :                   :           rainfall > 0.1: No (5/1)
##     :                   max_temp > 5.6:
##     :                   :...wind_dir_3pm in [E-NNW]:
##     :                       :...wind_dir_3pm in [E-WNW]:
##     :                       :   :...wind_speed_3pm > 15: No (3060/369)
##     :                       :   :   wind_speed_3pm <= 15:
##     :                       :   :   :...humidity_3pm <= 24:
##     :                       :   :       :...wind_gust_speed <= 65: No (63/1)
##     :                       :   :       :   wind_gust_speed > 65:
##     :                       :   :       :   :...wind_speed_9am <= 4: Yes (3)
##     :                       :   :       :       wind_speed_9am > 4: No (19/2)
##     :                       :   :       humidity_3pm > 24:
##     :                       :   :       :...temp_9am <= 18.5:
##     :                       :   :           :...pressure_3pm <= 1001.9: Yes (4/1)
##     :                       :   :           :   pressure_3pm > 1001.9: No (112/11)
##     :                       :   :           temp_9am > 18.5:
##     :                       :   :           :...rainfall > 0.5: Yes (6)
##     :                       :   :               rainfall <= 0.5: [S50]
##     :                       :   wind_dir_3pm in [NW-NNW]:
##     :                       :   :...humidity_3pm <= 19:
##     :                       :       :...wind_gust_speed <= 83: No (337/43)
##     :                       :       :   wind_gust_speed > 83:
##     :                       :       :   :...min_temp <= 21.8: No (13/2)
##     :                       :       :       min_temp > 21.8: Yes (6)
##     :                       :       humidity_3pm > 19:
##     :                       :       :...pressure_3pm > 1016: No (42/1)
##     :                       :           pressure_3pm <= 1016:
##     :                       :           :...humidity_3pm > 57: Yes (64/20)
##     :                       :               humidity_3pm <= 57:
##     :                       :               :...evaporation > 8.1: No (35/3)
##     :                       :                   evaporation <= 8.1:
##     :                       :                   :...wind_gust_speed > 69: [S51]
##     :                       :                       wind_gust_speed <= 69: [S52]
##     :                       wind_dir_3pm in [N-ENE]:
##     :                       :...wind_gust_dir in [SSW-NNW]:
##     :                           :...humidity_3pm <= 11: No (21)
##     :                           :   humidity_3pm > 11:
##     :                           :   :...temp_3pm > 26.5:
##     :                           :       :...humidity_3pm > 17: Yes (135/37)
##     :                           :       :   humidity_3pm <= 17:
##     :                           :       :   :...min_temp <= 18.9: No (11)
##     :                           :       :       min_temp > 18.9:
##     :                           :       :       :...temp_3pm <= 39.9: Yes (6)
##     :                           :       :           temp_3pm > 39.9: No (5/1)
##     :                           :       temp_3pm <= 26.5:
##     :                           :       :...wind_gust_dir in [SSW-WSW]: No (17/1)
##     :                           :           wind_gust_dir in [W-NNW]:
##     :                           :           :...cloud_3pm <= 4: Yes (28/10)
##     :                           :               cloud_3pm > 4:
##     :                           :               :...max_temp <= 16.8: Yes (5)
##     :                           :                   max_temp > 16.8: [S53]
##     :                           wind_gust_dir in [N-S]:
##     :                           :...rainfall > 0.3:
##     :                               :...cloud_9am <= 2: No (5)
##     :                               :   cloud_9am > 2: Yes (27/11)
##     :                               rainfall <= 0.3:
##     :                               :...pressure_3pm > 1007.4: No (510/84)
##     :                                   pressure_3pm <= 1007.4:
##     :                                   :...wind_speed_3pm <= 11: No (11)
##     :                                       wind_speed_3pm > 11:
##     :                                       :...cloud_3pm <= 1: No (24/4)
##     :                                           cloud_3pm > 1:
##     :                                           :...wind_gust_speed <= 56: [S54]
##     :                                               wind_gust_speed > 56:
##     :                                               :...rainfall > 0.1: [S55]
##     :                                                   rainfall <= 0.1: [S56]
##     rain_today = Yes:
##     :...humidity_3pm <= 50:
##         :...sunshine <= 6.3:
##         :   :...pressure_3pm > 1014.7:
##         :   :   :...rainfall <= 7.6: No (154/21)
##         :   :   :   rainfall > 7.6:
##         :   :   :   :...wind_gust_speed <= 44:
##         :   :   :       :...wind_dir_3pm in [N-WSW]: No (25/2)
##         :   :   :       :   wind_dir_3pm in [W-NNW]: Yes (2)
##         :   :   :       wind_gust_speed > 44:
##         :   :   :       :...humidity_9am > 74: Yes (13/1)
##         :   :   :           humidity_9am <= 74:
##         :   :   :           :...wind_gust_speed <= 50: No (6)
##         :   :   :               wind_gust_speed > 50: Yes (4/1)
##         :   :   pressure_3pm <= 1014.7:
##         :   :   :...pressure_3pm <= 1001.2:
##         :   :       :...min_temp <= 14.5: Yes (35/4)
##         :   :       :   min_temp > 14.5: No (4)
##         :   :       pressure_3pm > 1001.2:
##         :   :       :...humidity_3pm > 45:
##         :   :           :...wind_speed_9am <= 20: Yes (78/26)
##         :   :           :   wind_speed_9am > 20: No (34/10)
##         :   :           humidity_3pm <= 45:
##         :   :           :...wind_gust_speed <= 41: No (42/5)
##         :   :               wind_gust_speed > 41:
##         :   :               :...wind_dir_9am in [WNW-NNW]: No (19/3)
##         :   :                   wind_dir_9am in [N-W]:
##         :   :                   :...sunshine <= 5.6: No (49/19)
##         :   :                       sunshine > 5.6:
##         :   :                       :...min_temp <= 9: No (4)
##         :   :                           min_temp > 9: Yes (18/2)
##         :   sunshine > 6.3:
##         :   :...wind_gust_speed <= 46:
##         :       :...wind_dir_3pm in [ENE-NNW]: No (2421/175)
##         :       :   wind_dir_3pm in [N-NE]:
##         :       :   :...wind_dir_9am = NNW: Yes (12/5)
##         :       :       wind_dir_9am in [N-NW]:
##         :       :       :...cloud_9am <= 7:
##         :       :           :...wind_speed_9am > 2: No (187/18)
##         :       :           :   wind_speed_9am <= 2:
##         :       :           :   :...wind_gust_speed <= 39: No (28/4)
##         :       :           :       wind_gust_speed > 39: Yes (5)
##         :       :           cloud_9am > 7:
##         :       :           :...humidity_3pm <= 40: No (5)
##         :       :               humidity_3pm > 40:
##         :       :               :...wind_speed_9am <= 7: No (4/1)
##         :       :                   wind_speed_9am > 7: Yes (6)
##         :       wind_gust_speed > 46:
##         :       :...wind_dir_3pm in [N-NE]:
##         :           :...cloud_9am <= 4: Yes (37/14)
##         :           :   cloud_9am > 4:
##         :           :   :...cloud_9am <= 7: No (47/13)
##         :           :       cloud_9am > 7:
##         :           :       :...humidity_3pm <= 43: No (2)
##         :           :           humidity_3pm > 43: Yes (6)
##         :           wind_dir_3pm in [ENE-NNW]:
##         :           :...sunshine > 10.4: No (184/13)
##         :               sunshine <= 10.4:
##         :               :...wind_dir_3pm in [WNW-NNW]: No (408/125)
##         :                   wind_dir_3pm in [ENE-W]:
##         :                   :...wind_dir_3pm in [ENE-ESE]:
##         :                       :...wind_gust_speed <= 56: No (48/7)
##         :                       :   wind_gust_speed > 56:
##         :                       :   :...wind_speed_9am <= 20: Yes (15/1)
##         :                       :       wind_speed_9am > 20:
##         :                       :       :...temp_9am <= 19.9: Yes (3)
##         :                       :           temp_9am > 19.9: No (7/1)
##         :                       wind_dir_3pm in [SE-W]:
##         :                       :...min_temp <= 5.7: No (83/2)
##         :                           min_temp > 5.7:
##         :                           :...humidity_3pm <= 39: No (276/26)
##         :                               humidity_3pm > 39:
##         :                               :...wind_gust_speed <= 61: [S57]
##         :                                   wind_gust_speed > 61:
##         :                                   :...wind_dir_9am in [W-NNW]: [S58]
##         :                                       wind_dir_9am in [N-WSW]:
##         :                                       :...sunshine <= 6.9: Yes (6)
##         :                                           sunshine > 6.9: [S59]
##         humidity_3pm > 50:
##         :...wind_gust_speed <= 46:
##             :...wind_gust_speed <= 30:
##             :   :...pressure_3pm <= 1016:
##             :   :   :...cloud_3pm <= 7: No (692/156)
##             :   :   :   cloud_3pm > 7:
##             :   :   :   :...temp_9am > 22.2: No (8)
##             :   :   :       temp_9am <= 22.2:
##             :   :   :       :...evaporation <= 3.3: Yes (8)
##             :   :   :           evaporation > 3.3:
##             :   :   :           :...evaporation <= 4.5: No (4)
##             :   :   :               evaporation > 4.5:
##             :   :   :               :...humidity_3pm <= 64: No (9/2)
##             :   :   :                   humidity_3pm > 64:
##             :   :   :                   :...pressure_9am <= 1008.4: No (2)
##             :   :   :                       pressure_9am > 1008.4: Yes (11)
##             :   :   pressure_3pm > 1016:
##             :   :   :...min_temp > 18.6:
##             :   :       :...cloud_9am > 6: Yes (13/4)
##             :   :       :   cloud_9am <= 6:
##             :   :       :   :...wind_speed_3pm <= 9: Yes (2)
##             :   :       :       wind_speed_3pm > 9: No (10)
##             :   :       min_temp <= 18.6:
##             :   :       :...humidity_3pm <= 65: No (805/60)
##             :   :           humidity_3pm > 65:
##             :   :           :...humidity_3pm > 66: No (115/16)
##             :   :               humidity_3pm <= 66:
##             :   :               :...wind_gust_dir in [S-NNW]: No (26/2)
##             :   :                   wind_gust_dir in [N-SSE]:
##             :   :                   :...wind_gust_dir in [N-ENE]: No (9)
##             :   :                       wind_gust_dir in [E-SSE]:
##             :   :                       :...humidity_9am <= 76: No (2)
##             :   :                           humidity_9am > 76: Yes (10/1)
##             :   wind_gust_speed > 30:
##             :   :...sunshine > 8.9: No (507/75)
##             :       sunshine <= 8.9:
##             :       :...cloud_3pm <= 1: No (146/20)
##             :           cloud_3pm > 1:
##             :           :...pressure_3pm > 1015.2:
##             :               :...min_temp <= 4.7:
##             :               :   :...wind_gust_speed <= 41: No (181/12)
##             :               :   :   wind_gust_speed > 41:
##             :               :   :   :...evaporation <= 3.8:
##             :               :   :       :...rainfall > 5.5: Yes (6)
##             :               :   :       :   rainfall <= 5.5:
##             :               :   :       :   :...max_temp <= 15: No (9/1)
##             :               :   :       :       max_temp > 15: Yes (2)
##             :               :   :       evaporation > 3.8:
##             :               :   :       :...wind_dir_9am in [E-NNW]: No (33/3)
##             :               :   :           wind_dir_9am in [N-ENE]:
##             :               :   :           :...humidity_3pm <= 58: Yes (3)
##             :               :   :               humidity_3pm > 58: No (2)
##             :               :   min_temp > 4.7:
##             :               :   :...humidity_9am <= 82:
##             :               :       :...wind_dir_3pm in [WNW-NNW]:
##             :               :       :   :...wind_dir_3pm = NNW: No (20/4)
##             :               :       :   :   wind_dir_3pm in [WNW-NW]:
##             :               :       :   :   :...humidity_3pm > 66: Yes (7)
##             :               :       :   :       humidity_3pm <= 66: [S60]
##             :               :       :   wind_dir_3pm in [N-W]:
##             :               :       :   :...rainfall <= 4.7:
##             :               :       :       :...wind_speed_9am <= 13:
##             :               :       :       :   :...cloud_9am <= 6: No (270/50)
##             :               :       :       :   :   cloud_9am > 6: [S61]
##             :               :       :       :   wind_speed_9am > 13:
##             :               :       :       :   :...wind_gust_dir in [N-NNE]: [S62]
##             :               :       :       :       wind_gust_dir in [NE-NNW]:
##             :               :       :       :       :...sunshine > 1.7: No (387/45)
##             :               :       :       :           sunshine <= 1.7: [S63]
##             :               :       :       rainfall > 4.7:
##             :               :       :       :...wind_speed_9am > 31:
##             :               :       :           :...temp_9am <= 11.7: Yes (9)
##             :               :       :           :   temp_9am > 11.7: [S64]
##             :               :       :           wind_speed_9am <= 31:
##             :               :       :           :...wind_gust_dir in [N-E]: [S65]
##             :               :       :               wind_gust_dir in [ESE-NNW]: [S66]
##             :               :       humidity_9am > 82:
##             :               :       :...wind_speed_9am > 26: Yes (35/12)
##             :               :           wind_speed_9am <= 26:
##             :               :           :...rainfall <= 7.5:
##             :               :               :...wind_speed_9am <= 15: No (577/193)
##             :               :               :   wind_speed_9am > 15:
##             :               :               :   :...pressure_9am <= 1028.6: No (134/20)
##             :               :               :       pressure_9am > 1028.6: [S67]
##             :               :               rainfall > 7.5:
##             :               :               :...min_temp <= 7.3: No (58/13)
##             :               :                   min_temp > 7.3:
##             :               :                   :...cloud_9am <= 7: [S68]
##             :               :                       cloud_9am > 7: [S69]
##             :               pressure_3pm <= 1015.2:
##             :               :...wind_dir_9am in [N-NNE]:
##             :                   :...wind_gust_speed <= 39:
##             :                   :   :...cloud_9am <= 3: Yes (15/2)
##             :                   :   :   cloud_9am > 3: No (149/72)
##             :                   :   wind_gust_speed > 39:
##             :                   :   :...wind_dir_9am = NNE: Yes (23/2)
##             :                   :       wind_dir_9am = N:
##             :                   :       :...cloud_9am <= 3: No (7/1)
##             :                   :           cloud_9am > 3:
##             :                   :           :...pressure_3pm > 1013.2: [S70]
##             :                   :               pressure_3pm <= 1013.2:
##             :                   :               :...sunshine <= 7.2: Yes (23)
##             :                   :                   sunshine > 7.2: [S71]
##             :                   wind_dir_9am in [NE-NNW]:
##             :                   :...wind_gust_speed <= 31:
##             :                       :...humidity_3pm <= 57: No (25/1)
##             :                       :   humidity_3pm > 57:
##             :                       :   :...sunshine > 7.3: No (50/10)
##             :                       :       sunshine <= 7.3:
##             :                       :       :...cloud_3pm <= 6: Yes (16/4)
##             :                       :           cloud_3pm > 6: [S72]
##             :                       wind_gust_speed > 31:
##             :                       :...humidity_3pm > 64:
##             :                           :...rainfall <= 2.9:
##             :                           :   :...rainfall <= 2.2: [S73]
##             :                           :   :   rainfall > 2.2:
##             :                           :   :   :...cloud_3pm <= 6: No (15)
##             :                           :   :       cloud_3pm > 6: [S74]
##             :                           :   rainfall > 2.9:
##             :                           :   :...wind_gust_speed > 37: Yes (173/62)
##             :                           :       wind_gust_speed <= 37:
##             :                           :       :...sunshine <= 5: Yes (33/10)
##             :                           :           sunshine > 5: [S75]
##             :                           humidity_3pm <= 64:
##             :                           :...wind_speed_3pm > 19:
##             :                               :...cloud_9am > 4: No (413/128)
##             :                               :   cloud_9am <= 4: [S76]
##             :                               wind_speed_3pm <= 19:
##             :                               :...pressure_9am <= 1002.6: Yes (31/6)
##             :                                   pressure_9am > 1002.6:
##             :                                   :...wind_dir_3pm in [N-ENE]: [S77]
##             :                                       wind_dir_3pm in [E-NNW]: [S78]
##             wind_gust_speed > 46:
##             :...pressure_3pm <= 1012:
##                 :...evaporation <= 0.9:
##                 :   :...humidity_9am > 85:
##                 :   :   :...wind_speed_3pm <= 19: No (2)
##                 :   :   :   wind_speed_3pm > 19: Yes (6)
##                 :   :   humidity_9am <= 85:
##                 :   :   :...cloud_9am > 4: No (18)
##                 :   :       cloud_9am <= 4:
##                 :   :       :...cloud_9am <= 2: No (4)
##                 :   :           cloud_9am > 2: Yes (3)
##                 :   evaporation > 0.9:
##                 :   :...sunshine > 9: No (91/36)
##                 :       sunshine <= 9:
##                 :       :...wind_gust_speed > 65:
##                 :           :...wind_dir_3pm in [N-ENE]: Yes (33/1)
##                 :           :   wind_dir_3pm in [E-NNW]:
##                 :           :   :...wind_dir_3pm in [SW-NNW]: Yes (301/67)
##                 :           :       wind_dir_3pm in [E-SSW]:
##                 :           :       :...rainfall <= 3.8: Yes (8)
##                 :           :           rainfall > 3.8:
##                 :           :           :...wind_dir_9am in [N-W]: No (20/3)
##                 :           :               wind_dir_9am in [WNW-NNW]: Yes (3)
##                 :           wind_gust_speed <= 65:
##                 :           :...wind_speed_9am <= 26:
##                 :               :...humidity_3pm > 60:
##                 :               :   :...wind_speed_9am <= 6: No (18/8)
##                 :               :   :   wind_speed_9am > 6: Yes (321/85)
##                 :               :   humidity_3pm <= 60:
##                 :               :   :...wind_gust_dir in [WSW-NNW]:
##                 :               :       :...cloud_9am > 4: Yes (228/69)
##                 :               :       :   cloud_9am <= 4:
##                 :               :       :   :...wind_speed_3pm <= 22: Yes (14/3)
##                 :               :       :       wind_speed_3pm > 22: No (24/8)
##                 :               :       wind_gust_dir in [N-SW]:
##                 :               :       :...humidity_9am <= 64: [S79]
##                 :               :           humidity_9am > 64:
##                 :               :           :...evaporation <= 7.1: Yes (102/37)
##                 :               :               evaporation > 7.1:
##                 :               :               :...temp_3pm > 33.1: Yes (5)
##                 :               :                   temp_3pm <= 33.1: [S80]
##                 :               wind_speed_9am > 26:
##                 :               :...humidity_9am > 90: Yes (17/2)
##                 :                   humidity_9am <= 90:
##                 :                   :...wind_dir_3pm in [N-NE]: Yes (8/1)
##                 :                       wind_dir_3pm in [ENE-NNW]:
##                 :                       :...cloud_3pm <= 7:
##                 :                           :...wind_gust_speed <= 54:
##                 :                           :   :...evaporation > 4.7: No (18)
##                 :                           :   :   evaporation <= 4.7: [S81]
##                 :                           :   wind_gust_speed > 54:
##                 :                           :   :...cloud_3pm > 6: No (18/3)
##                 :                           :       cloud_3pm <= 6: [S82]
##                 :                           cloud_3pm > 7:
##                 :                           :...sunshine <= 8.4: Yes (8)
##                 :                               sunshine > 8.4:
##                 :                               :...evaporation <= 4: Yes (2)
##                 :                                   evaporation > 4:
##                 :                                   :...max_temp > 17.7: No (7)
##                 :                                       max_temp <= 17.7: [S83]
##                 pressure_3pm > 1012:
##                 :...sunshine > 9:
##                     :...max_temp > 15.3: No (90/6)
##                     :   max_temp <= 15.3:
##                     :   :...cloud_9am <= 2: No (5)
##                     :       cloud_9am > 2:
##                     :       :...wind_speed_3pm <= 26: No (3)
##                     :           wind_speed_3pm > 26:
##                     :           :...min_temp <= 7.3: Yes (9)
##                     :               min_temp > 7.3:
##                     :               :...evaporation <= 6.8: No (3)
##                     :                   evaporation > 6.8: Yes (2)
##                     sunshine <= 9:
##                     :...humidity_9am <= 68: No (452/139)
##                         humidity_9am > 68:
##                         :...cloud_9am <= 3:
##                             :...humidity_3pm <= 65: No (85/16)
##                             :   humidity_3pm > 65: Yes (10/2)
##                             cloud_9am > 3:
##                             :...rainfall > 10.2:
##                                 :...humidity_9am <= 69: Yes (36/3)
##                                 :   humidity_9am > 69:
##                                 :   :...sunshine <= 7.5: Yes (122/34)
##                                 :       sunshine > 7.5:
##                                 :       :...wind_dir_3pm in [N-NW]: No (167/79)
##                                 :           wind_dir_3pm = NNW: Yes (6)
##                                 rainfall <= 10.2:
##                                 :...humidity_3pm > 63:
##                                     :...wind_gust_speed > 63: Yes (30/7)
##                                     :   wind_gust_speed <= 63:
##                                     :   :...cloud_9am <= 6:
##                                     :       :...rainfall <= 3.6: No (70/30)
##                                     :       :   rainfall > 3.6: Yes (50/13)
##                                     :       cloud_9am > 6:
##                                     :       :...sunshine <= 0.3: Yes (7)
##                                     :           sunshine > 0.3: No (77/30)
##                                     humidity_3pm <= 63:
##                                     :...temp_9am <= 9.3:
##                                         :...sunshine <= 6.2:
##                                         :   :...humidity_9am <= 90: No (20/6)
##                                         :   :   humidity_9am > 90: Yes (6)
##                                         :   sunshine > 6.2:
##                                         :   :...max_temp <= 15.7: No (76/8)
##                                         :       max_temp > 15.7: [S84]
##                                         temp_9am > 9.3:
##                                         :...wind_speed_9am > 20:
##                                             :...wind_gust_speed <= 59:
##                                             :   :...temp_3pm <= 24.5: [S85]
##                                             :   :   temp_3pm > 24.5: [S86]
##                                             :   wind_gust_speed > 59:
##                                             :   :...min_temp > 13: No (20/5)
##                                             :       min_temp <= 13: [S87]
##                                             wind_speed_9am <= 20:
##                                             :...wind_gust_speed <= 50: [S88]
##                                                 wind_gust_speed > 50:
##                                                 :...pressure_9am <= 1012.2: [S89]
##                                                     pressure_9am > 1012.2:
##                                                     :...pressure_3pm > 1018.7: [S90]
##                                                         pressure_3pm <= 1018.7: [S91]
## 
## SubTree [S1]
## 
## evaporation > 5.5: No (4/1)
## evaporation <= 5.5:
## :...wind_speed_9am <= 24: Yes (75/18)
##     wind_speed_9am > 24:
##     :...wind_dir_3pm in [N-NE]: Yes (2)
##         wind_dir_3pm in [ENE-NNW]: No (5/1)
## 
## SubTree [S2]
## 
## humidity_3pm <= 97: No (38/10)
## humidity_3pm > 97: Yes (46/20)
## 
## SubTree [S3]
## 
## wind_dir_3pm in [SW-NNW]: Yes (10)
## wind_dir_3pm in [N-SSW]:
## :...temp_9am <= 7.6: No (5)
##     temp_9am > 7.6: Yes (12/4)
## 
## SubTree [S4]
## 
## cloud_9am <= 7: Yes (83/18)
## cloud_9am > 7:
## :...wind_gust_dir in [ENE-SSW]: Yes (5/1)
##     wind_gust_dir in [SW-NNW]: No (5)
## 
## SubTree [S5]
## 
## wind_gust_speed <= 54: Yes (13)
## wind_gust_speed > 54: No (2)
## 
## SubTree [S6]
## 
## cloud_3pm > 7: Yes (12)
## cloud_3pm <= 7:
## :...wind_gust_dir in [ENE-E]: Yes (4)
##     wind_gust_dir in [ESE-NNW]:
##     :...wind_speed_9am <= 4: Yes (3)
##         wind_speed_9am > 4:
##         :...wind_speed_9am <= 11: No (8)
##             wind_speed_9am > 11:
##             :...pressure_3pm <= 1021.7: No (3)
##                 pressure_3pm > 1021.7: Yes (3)
## 
## SubTree [S7]
## 
## wind_gust_dir in [W-WNW]: No (4)
## wind_gust_dir in [NW-NNW]: Yes (2)
## 
## SubTree [S8]
## 
## wind_gust_dir in [S-SSW]: No (19/3)
## wind_gust_dir in [NNE-SSE]:
## :...cloud_3pm <= 4: No (2)
##     cloud_3pm > 4:
##     :...temp_9am <= 22.9: Yes (6)
##         temp_9am > 22.9: No (5/1)
## 
## SubTree [S9]
## 
## wind_speed_3pm <= 15: No (2)
## wind_speed_3pm > 15: Yes (4)
## 
## SubTree [S10]
## 
## humidity_3pm > 72: Yes (14/4)
## humidity_3pm <= 72:
## :...temp_9am <= 19.8: No (8)
##     temp_9am > 19.8: Yes (2)
## 
## SubTree [S11]
## 
## humidity_3pm <= 75: Yes (72/31)
## humidity_3pm > 75:
## :...wind_dir_3pm in [N-W]: No (10)
##     wind_dir_3pm in [WNW-NNW]: Yes (2)
## 
## SubTree [S12]
## 
## wind_dir_9am in [SW-NW]: Yes (56/13)
## wind_dir_9am = NNW: No (4)
## 
## SubTree [S13]
## 
## wind_dir_9am in [ESE-SSW]:
## :...humidity_3pm <= 76: No (40/10)
## :   humidity_3pm > 76: Yes (3)
## wind_dir_9am in [N-E]:
## :...humidity_9am > 86: Yes (8)
##     humidity_9am <= 86:
##     :...temp_3pm <= 14.9: Yes (2)
##         temp_3pm > 14.9: No (3)
## 
## SubTree [S14]
## 
## wind_gust_speed <= 41: Yes (7/2)
## wind_gust_speed > 41: No (4)
## 
## SubTree [S15]
## 
## wind_speed_3pm <= 22: Yes (29/2)
## wind_speed_3pm > 22: No (4/1)
## 
## SubTree [S16]
## 
## rainfall <= 3.3: No (3)
## rainfall > 3.3: Yes (27/4)
## 
## SubTree [S17]
## 
## evaporation <= 3.9: No (12/2)
## evaporation > 3.9:
## :...rainfall <= 5.5:
##     :...pressure_3pm <= 1009.1: No (4)
##     :   pressure_3pm > 1009.1: Yes (42/9)
##     rainfall > 5.5:
##     :...cloud_3pm <= 5: No (52/16)
##         cloud_3pm > 5:
##         :...evaporation <= 5.7: Yes (36/14)
##             evaporation > 5.7: No (2)
## 
## SubTree [S18]
## 
## wind_dir_3pm in [N-SSE]: No (8/1)
## wind_dir_3pm in [S-NNW]: Yes (5)
## 
## SubTree [S19]
## 
## wind_dir_3pm in [ENE-NNW]: No (271/89)
## wind_dir_3pm in [N-NE]:
## :...wind_speed_3pm <= 7: No (8/2)
##     wind_speed_3pm > 7: Yes (32/13)
## 
## SubTree [S20]
## 
## wind_dir_3pm in [WSW-NNW]: No (21/2)
## wind_dir_3pm in [N-SW]:
## :...wind_dir_3pm in [N-SSE]: No (60/18)
##     wind_dir_3pm in [S-SW]:
##     :...cloud_9am <= 6: No (5/1)
##         cloud_9am > 6: Yes (17/4)
## 
## SubTree [S21]
## 
## wind_dir_9am in [NNE-WSW]: No (16/2)
## wind_dir_9am in [W-NNW]: Yes (50/18)
## 
## SubTree [S22]
## 
## wind_dir_9am in [N-WNW]: No (68/17)
## wind_dir_9am in [NW-NNW]:
## :...wind_gust_speed <= 28: No (3)
##     wind_gust_speed > 28: Yes (25/8)
## 
## SubTree [S23]
## 
## humidity_3pm <= 74: No (45/3)
## humidity_3pm > 74:
## :...min_temp > 11.5: No (12)
##     min_temp <= 11.5:
##     :...temp_9am <= 12.9: No (14/4)
##         temp_9am > 12.9: Yes (7/1)
## 
## SubTree [S24]
## 
## evaporation > 2.2: Yes (19/1)
## evaporation <= 2.2:
## :...temp_9am <= 8.3: Yes (2)
##     temp_9am > 8.3: No (3)
## 
## SubTree [S25]
## 
## pressure_3pm <= 1005.5: Yes (10)
## pressure_3pm > 1005.5:
## :...sunshine <= 4.6: No (3)
##     sunshine > 4.6: Yes (7/2)
## 
## SubTree [S26]
## 
## pressure_3pm <= 1012.2: Yes (49/15)
## pressure_3pm > 1012.2:
## :...max_temp <= 21.2: No (898/220)
##     max_temp > 21.2: Yes (26/10)
## 
## SubTree [S27]
## 
## wind_speed_3pm > 30: No (7)
## wind_speed_3pm <= 30:
## :...wind_gust_speed <= 20: No (11/1)
##     wind_gust_speed > 20:
##     :...wind_gust_dir in [WNW-NW]: No (59/28)
##         wind_gust_dir = NNW:
##         :...temp_3pm > 25.4: No (4)
##             temp_3pm <= 25.4:
##             :...cloud_9am <= 6: Yes (21/1)
##                 cloud_9am > 6:
##                 :...rainfall <= 0.1: No (7/2)
##                     rainfall > 0.1: Yes (2)
## 
## SubTree [S28]
## 
## pressure_3pm <= 1008.8: Yes (13/1)
## pressure_3pm > 1008.8: No (2)
## 
## SubTree [S29]
## 
## wind_gust_speed <= 50: No (119/53)
## wind_gust_speed > 50: Yes (8/1)
## 
## SubTree [S30]
## 
## pressure_9am <= 1006.9: Yes (5)
## pressure_9am > 1006.9: No (8/2)
## 
## SubTree [S31]
## 
## cloud_9am <= 1: Yes (2)
## cloud_9am > 1: No (34/11)
## 
## SubTree [S32]
## 
## cloud_3pm <= 4: No (2)
## cloud_3pm > 4:
## :...wind_dir_9am in [N-WNW]: Yes (5)
##     wind_dir_9am in [NW-NNW]: No (2)
## 
## SubTree [S33]
## 
## wind_dir_9am in [N-SE]: Yes (6)
## wind_dir_9am in [SSE-NNW]: No (15/6)
## 
## SubTree [S34]
## 
## wind_dir_3pm = W: No (20/8)
## wind_dir_3pm in [WNW-NW]: Yes (36/14)
## 
## SubTree [S35]
## 
## wind_gust_dir in [N-SSW]: Yes (4)
## wind_gust_dir in [SW-NNW]: No (2)
## 
## SubTree [S36]
## 
## humidity_3pm > 59: Yes (10/2)
## humidity_3pm <= 59:
## :...pressure_3pm > 1007: No (14/1)
##     pressure_3pm <= 1007:
##     :...wind_speed_9am <= 11: Yes (21/7)
##         wind_speed_9am > 11: No (4)
## 
## SubTree [S37]
## 
## wind_speed_3pm <= 22: Yes (23/6)
## wind_speed_3pm > 22: No (26/9)
## 
## SubTree [S38]
## 
## wind_dir_3pm in [N-SSE]: Yes (8)
## wind_dir_3pm in [S-NNW]: No (3)
## 
## SubTree [S39]
## 
## wind_speed_3pm > 9: No (132/36)
## wind_speed_3pm <= 9:
## :...pressure_3pm <= 1015.2: Yes (39/14)
##     pressure_3pm > 1015.2:
##     :...rainfall > 0.3: No (8)
##         rainfall <= 0.3:
##         :...rainfall <= 0.1: No (29/9)
##             rainfall > 0.1: Yes (3)
## 
## SubTree [S40]
## 
## humidity_3pm <= 67: No (454/87)
## humidity_3pm > 67:
## :...wind_gust_speed <= 28: Yes (5/1)
##     wind_gust_speed > 28:
##     :...pressure_9am <= 1016.6: No (19/1)
##         pressure_9am > 1016.6:
##         :...wind_speed_9am <= 17: Yes (9/2)
##             wind_speed_9am > 17: No (10/1)
## 
## SubTree [S41]
## 
## wind_gust_dir in [W-NNW]:
## :...wind_speed_3pm <= 28: Yes (20/8)
## :   wind_speed_3pm > 28:
## :   :...evaporation <= 8.3: No (22/5)
## :       evaporation > 8.3: Yes (2)
## wind_gust_dir in [ENE-WSW]:
## :...cloud_3pm > 6: No (61/11)
##     cloud_3pm <= 6:
##     :...wind_gust_speed > 48: Yes (3)
##         wind_gust_speed <= 48:
##         :...evaporation <= 5.3: Yes (6/2)
##             evaporation > 5.3: No (9)
## 
## SubTree [S42]
## 
## humidity_9am <= 49: Yes (11/3)
## humidity_9am > 49: No (158/62)
## 
## SubTree [S43]
## 
## temp_9am <= 26.4: No (236/46)
## temp_9am > 26.4: Yes (3)
## 
## SubTree [S44]
## 
## wind_speed_9am > 9: No (21/4)
## wind_speed_9am <= 9:
## :...humidity_9am <= 68: No (3)
##     humidity_9am > 68: Yes (16/4)
## 
## SubTree [S45]
## 
## wind_dir_3pm in [N-W]: No (40/3)
## wind_dir_3pm in [WNW-NNW]:
## :...temp_9am <= 25.5: No (13/3)
##     temp_9am > 25.5: Yes (4)
## 
## SubTree [S46]
## 
## pressure_9am > 1016.8: No (8)
## pressure_9am <= 1016.8:
## :...cloud_3pm > 7: Yes (4)
##     cloud_3pm <= 7:
##     :...wind_dir_3pm in [N-NNE]: Yes (5)
##         wind_dir_3pm in [NE-NNW]: No (11/3)
## 
## SubTree [S47]
## 
## wind_speed_3pm > 28: No (30/6)
## wind_speed_3pm <= 28:
## :...min_temp <= 7.1: Yes (13/1)
##     min_temp > 7.1:
##     :...wind_gust_speed <= 46:
##         :...evaporation <= 13.5: No (55/16)
##         :   evaporation > 13.5: Yes (4)
##         wind_gust_speed > 46:
##         :...humidity_3pm <= 29: Yes (8)
##             humidity_3pm > 29:
##             :...humidity_3pm <= 39: No (16/2)
##                 humidity_3pm > 39: Yes (34/13)
## 
## SubTree [S48]
## 
## wind_dir_3pm in [N-NW]: No (16/6)
## wind_dir_3pm = NNW: Yes (5)
## 
## SubTree [S49]
## 
## pressure_3pm <= 999.8: Yes (9/1)
## pressure_3pm > 999.8: No (82/29)
## 
## SubTree [S50]
## 
## wind_gust_speed <= 65: No (60/23)
## wind_gust_speed > 65:
## :...wind_speed_9am > 19: No (4)
##     wind_speed_9am <= 19:
##     :...temp_9am <= 30.5: Yes (20)
##         temp_9am > 30.5: No (2)
## 
## SubTree [S51]
## 
## temp_3pm > 32.5: Yes (15/1)
## temp_3pm <= 32.5:
## :...wind_speed_3pm <= 43: No (123/52)
##     wind_speed_3pm > 43: Yes (18/3)
## 
## SubTree [S52]
## 
## wind_dir_9am in [WSW-NNW]:
## :...wind_dir_3pm = NW: No (130/22)
## :   wind_dir_3pm = NNW:
## :   :...pressure_3pm > 1015.1: Yes (9/2)
## :       pressure_3pm <= 1015.1:
## :       :...pressure_3pm <= 1000: Yes (5/1)
## :           pressure_3pm > 1000: No (41/9)
## wind_dir_9am in [N-SW]:
## :...wind_dir_9am = SW: Yes (6)
##     wind_dir_9am in [N-SSW]:
##     :...sunshine > 8.4: No (183/56)
##         sunshine <= 8.4:
##         :...cloud_9am <= 4: Yes (12/1)
##             cloud_9am > 4:
##             :...min_temp <= 7.8: Yes (7)
##                 min_temp > 7.8: No (19/6)
## 
## SubTree [S53]
## 
## wind_dir_3pm in [NE-ENE]: No (13)
## wind_dir_3pm in [N-NNE]:
## :...cloud_9am <= 5: No (46/13)
##     cloud_9am > 5: Yes (7/2)
## 
## SubTree [S54]
## 
## humidity_3pm <= 63: No (14)
## humidity_3pm > 63: Yes (2)
## 
## SubTree [S55]
## 
## cloud_3pm <= 4: Yes (2)
## cloud_3pm > 4: No (4)
## 
## SubTree [S56]
## 
## wind_dir_3pm in [NE-ENE]:
## :...wind_dir_9am in [N-S]: No (12/1)
## :   wind_dir_9am in [SSW-NNW]: Yes (5)
## wind_dir_3pm in [N-NNE]:
## :...wind_dir_3pm = NNE:
##     :...wind_gust_dir in [N-SSE]: Yes (17/1)
##     :   wind_gust_dir = S: No (3)
##     wind_dir_3pm = N:
##     :...sunshine <= 7: No (5)
##         sunshine > 7:
##         :...cloud_9am > 7: No (2)
##             cloud_9am <= 7:
##             :...cloud_9am <= 4: No (6/2)
##                 cloud_9am > 4: Yes (27/6)
## 
## SubTree [S57]
## 
## wind_gust_dir in [SE-NNW]: No (331/54)
## wind_gust_dir in [N-ESE]:
## :...humidity_3pm <= 42: No (3)
##     humidity_3pm > 42: Yes (8/2)
## 
## SubTree [S58]
## 
## wind_dir_9am in [W-NW]: No (46/9)
## wind_dir_9am = NNW: Yes (2)
## 
## SubTree [S59]
## 
## sunshine <= 8.4: No (20/3)
## sunshine > 8.4: Yes (30/10)
## 
## SubTree [S60]
## 
## wind_gust_speed <= 41: No (42/13)
## wind_gust_speed > 41:
## :...pressure_3pm <= 1020: Yes (15/2)
##     pressure_3pm > 1020: No (3)
## 
## SubTree [S61]
## 
## max_temp > 26.5: Yes (8)
## max_temp <= 26.5:
## :...rainfall > 4: Yes (14/5)
##     rainfall <= 4:
##     :...wind_dir_9am in [SSE-NNW]: No (55/13)
##         wind_dir_9am in [N-SE]:
##         :...cloud_3pm <= 7: No (37/4)
##             cloud_3pm > 7: Yes (4)
## 
## SubTree [S62]
## 
## max_temp <= 16.9: No (2)
## max_temp > 16.9: Yes (5)
## 
## SubTree [S63]
## 
## wind_speed_9am <= 17: No (10)
## wind_speed_9am > 17:
## :...wind_speed_3pm <= 17: No (5)
##     wind_speed_3pm > 17:
##     :...sunshine <= 0.5: No (8/3)
##         sunshine > 0.5: Yes (8)
## 
## SubTree [S64]
## 
## sunshine <= 5.8: Yes (5)
## sunshine > 5.8:
## :...wind_dir_9am in [N-S]: Yes (6/2)
##     wind_dir_9am in [SSW-NNW]: No (14/1)
## 
## SubTree [S65]
## 
## sunshine <= 3.7: Yes (6)
## sunshine > 3.7:
## :...temp_3pm <= 20.3: No (10)
##     temp_3pm > 20.3:
##     :...wind_speed_3pm <= 22: Yes (16/4)
##         wind_speed_3pm > 22: No (7/1)
## 
## SubTree [S66]
## 
## wind_gust_dir in [ESE-SW]:
## :...humidity_3pm <= 60: No (178/22)
## :   humidity_3pm > 60:
## :   :...cloud_9am <= 7:
## :       :...cloud_3pm <= 4: Yes (11/4)
## :       :   cloud_3pm > 4: No (100/21)
## :       cloud_9am > 7:
## :       :...temp_9am <= 20.1: Yes (8/1)
## :           temp_9am > 20.1: No (3)
## wind_gust_dir in [WSW-NNW]:
## :...cloud_9am <= 4:
##     :...sunshine > 8.5: Yes (3)
##     :   sunshine <= 8.5:
##     :   :...wind_speed_9am <= 22: No (41/2)
##     :       wind_speed_9am > 22: Yes (4/1)
##     cloud_9am > 4:
##     :...humidity_9am <= 57: Yes (12/3)
##         humidity_9am > 57:
##         :...wind_gust_dir in [WSW-WNW]: No (210/65)
##             wind_gust_dir in [NW-NNW]:
##             :...wind_speed_3pm <= 17: Yes (5)
##                 wind_speed_3pm > 17: No (2)
## 
## SubTree [S67]
## 
## wind_speed_3pm <= 17: No (3)
## wind_speed_3pm > 17: Yes (6)
## 
## SubTree [S68]
## 
## cloud_9am <= 6: Yes (163/80)
## cloud_9am > 6: No (92/36)
## 
## SubTree [S69]
## 
## wind_dir_3pm in [N-SE]: Yes (65/18)
## wind_dir_3pm in [SSE-NNW]:
## :...humidity_3pm <= 58: No (17/3)
##     humidity_3pm > 58:
##     :...humidity_3pm > 66: No (3)
##         humidity_3pm <= 66:
##         :...max_temp > 19.3: Yes (8)
##             max_temp <= 19.3:
##             :...temp_9am <= 12.9: Yes (5/1)
##                 temp_9am > 12.9: No (4)
## 
## SubTree [S70]
## 
## humidity_9am <= 83: Yes (4/1)
## humidity_9am > 83: No (8)
## 
## SubTree [S71]
## 
## wind_gust_dir in [NW-NNW]: Yes (7)
## wind_gust_dir in [N-WNW]:
## :...wind_speed_9am <= 2: Yes (4)
##     wind_speed_9am > 2:
##     :...wind_dir_3pm in [SSW-NNW]: No (7)
##         wind_dir_3pm in [N-S]:
##         :...wind_gust_speed <= 43: No (2)
##             wind_gust_speed > 43: Yes (4)
## 
## SubTree [S72]
## 
## humidity_3pm <= 58: Yes (2)
## humidity_3pm > 58:
## :...wind_dir_3pm in [N-NW]: No (16)
##     wind_dir_3pm = NNW: Yes (2)
## 
## SubTree [S73]
## 
## wind_dir_9am in [NE-WNW]: No (55/17)
## wind_dir_9am in [NW-NNW]: Yes (7/1)
## 
## SubTree [S74]
## 
## wind_gust_dir in [N-SSW]: Yes (5)
## wind_gust_dir in [SW-NNW]:
## :...temp_9am <= 12: Yes (2)
##     temp_9am > 12: No (6)
## 
## SubTree [S75]
## 
## pressure_3pm > 1013.5: Yes (11/2)
## pressure_3pm <= 1013.5:
## :...cloud_3pm <= 3:
##     :...rainfall <= 17: Yes (4)
##     :   rainfall > 17: No (2)
##     cloud_3pm > 3:
##     :...pressure_9am > 1009.2: No (25/1)
##         pressure_9am <= 1009.2:
##         :...wind_gust_speed <= 33: Yes (2)
##             wind_gust_speed > 33:
##             :...wind_dir_3pm in [N-ESE]: Yes (3)
##                 wind_dir_3pm in [SE-NNW]: No (5)
## 
## SubTree [S76]
## 
## wind_speed_9am > 15: No (36)
## wind_speed_9am <= 15:
## :...evaporation <= 3.8: Yes (5)
##     evaporation > 3.8: No (13/1)
## 
## SubTree [S77]
## 
## wind_dir_9am in [NE-E]: Yes (31/7)
## wind_dir_9am in [ESE-NNW]:
## :...wind_dir_3pm in [N-NE]:
##     :...wind_speed_9am <= 13: No (25/5)
##     :   wind_speed_9am > 13: Yes (8/2)
##     wind_dir_3pm = ENE:
##     :...temp_3pm <= 24.5: No (2)
##         temp_3pm > 24.5: Yes (8)
## 
## SubTree [S78]
## 
## wind_gust_dir in [N-S]:
## :...cloud_9am > 7:
## :   :...humidity_9am <= 72: No (5)
## :   :   humidity_9am > 72: Yes (28/10)
## :   cloud_9am <= 7:
## :   :...humidity_3pm > 61:
## :       :...wind_dir_9am in [NE-S]: Yes (10/2)
## :       :   wind_dir_9am in [SSW-NNW]: No (3)
## :       humidity_3pm <= 61:
## :       :...wind_gust_speed <= 43: No (83/9)
## :           wind_gust_speed > 43:
## :           :...max_temp <= 30.5: No (6)
## :               max_temp > 30.5: Yes (7/1)
## wind_gust_dir in [SSW-NNW]:
## :...humidity_3pm > 51:
##     :...wind_dir_3pm in [E-W]: No (118/42)
##     :   wind_dir_3pm in [WNW-NNW]: Yes (84/39)
##     humidity_3pm <= 51:
##     :...rainfall > 34.2: No (6)
##         rainfall <= 34.2:
##         :...max_temp <= 18.7:
##             :...wind_gust_dir in [SSW-WNW]: Yes (44/6)
##             :   wind_gust_dir in [NW-NNW]: No (2)
##             max_temp > 18.7:
##             :...sunshine <= 2.1: Yes (3)
##                 sunshine > 2.1:
##                 :...wind_gust_dir in [WNW-NNW]: Yes (6/1)
##                     wind_gust_dir in [SSW-W]:
##                     :...cloud_9am > 7: No (10)
##                         cloud_9am <= 7:
##                         :...wind_dir_9am in [NE-SSW]: Yes (7/1)
##                             wind_dir_9am in [SW-NNW]: No (21/5)
## 
## SubTree [S79]
## 
## wind_dir_3pm in [N-SSW]: No (14/1)
## wind_dir_3pm in [SW-NNW]: Yes (2)
## 
## SubTree [S80]
## 
## wind_speed_9am <= 4: Yes (2)
## wind_speed_9am > 4: No (28/5)
## 
## SubTree [S81]
## 
## humidity_9am <= 71: No (6)
## humidity_9am > 71: Yes (7/2)
## 
## SubTree [S82]
## 
## wind_speed_3pm > 41: No (6)
## wind_speed_3pm <= 41:
## :...pressure_9am <= 1000.2: No (5)
##     pressure_9am > 1000.2: Yes (51/21)
## 
## SubTree [S83]
## 
## wind_dir_9am in [N-SW]: No (2)
## wind_dir_9am in [WSW-NNW]: Yes (6)
## 
## SubTree [S84]
## 
## wind_dir_3pm in [N-WSW]: Yes (4)
## wind_dir_3pm in [W-NNW]: No (3)
## 
## SubTree [S85]
## 
## wind_speed_3pm > 19: No (125/28)
## wind_speed_3pm <= 19:
## :...wind_speed_3pm <= 13: No (3)
##     wind_speed_3pm > 13: Yes (5)
## 
## SubTree [S86]
## 
## wind_dir_3pm in [N-E]: No (2)
## wind_dir_3pm in [ESE-NNW]:
## :...evaporation <= 8.4: Yes (10)
##     evaporation > 8.4: No (2)
## 
## SubTree [S87]
## 
## wind_gust_dir in [N-SW]: Yes (15/1)
## wind_gust_dir in [WSW-NNW]:
## :...wind_gust_dir in [NW-NNW]: Yes (5)
##     wind_gust_dir in [WSW-WNW]:
##     :...temp_3pm <= 13.6: Yes (5/1)
##         temp_3pm > 13.6: No (6)
## 
## SubTree [S88]
## 
## wind_speed_3pm <= 13: No (8)
## wind_speed_3pm > 13:
## :...wind_speed_3pm <= 24: Yes (47/20)
##     wind_speed_3pm > 24:
##     :...humidity_9am <= 80: No (22/2)
##         humidity_9am > 80: Yes (24/11)
## 
## SubTree [S89]
## 
## temp_3pm <= 13.2: Yes (4/1)
## temp_3pm > 13.2: No (13)
## 
## SubTree [S90]
## 
## humidity_9am <= 84: No (20/4)
## humidity_9am > 84: Yes (13/3)
## 
## SubTree [S91]
## 
## wind_gust_speed > 61: Yes (11)
## wind_gust_speed <= 61:
## :...rainfall > 7.2: Yes (13)
##     rainfall <= 7.2:
##     :...wind_speed_3pm > 33: Yes (10)
##         wind_speed_3pm <= 33:
##         :...evaporation > 5.5: No (5)
##             evaporation <= 5.5:
##             :...wind_speed_3pm > 31: No (4)
##                 wind_speed_3pm <= 31:
##                 :...max_temp > 19: Yes (17/1)
##                     max_temp <= 19:
##                     :...temp_3pm > 16.7: No (8/1)
##                         temp_3pm <= 16.7:
##                         :...cloud_3pm <= 5: Yes (8)
##                             cloud_3pm > 5:
##                             :...humidity_9am <= 80: No (4)
##                                 humidity_9am > 80: Yes (2)
## 
## 
## Evaluation on training data (123722 cases):
## 
##      Decision Tree   
##    ----------------  
##    Size      Errors  
## 
##     808 15728(12.7%)   <<
## 
## 
##     (a)   (b)    <-classified as
##    ----  ----
##   93676  3859    (a): class No
##   11869 14318    (b): class Yes
## 
## 
##  Attribute usage:
## 
##  100.00% humidity_3pm
##   93.57% wind_gust_speed
##   84.49% rain_today
##   81.41% cloud_3pm
##   41.09% sunshine
##   32.21% pressure_3pm
##   24.50% rainfall
##   22.96% pressure_9am
##   17.48% wind_dir_3pm
##   13.16% min_temp
##   10.08% temp_3pm
##   10.08% max_temp
##    8.76% wind_gust_dir
##    8.43% temp_9am
##    8.14% wind_speed_3pm
##    7.94% wind_dir_9am
##    7.52% cloud_9am
##    7.25% wind_speed_9am
##    7.19% humidity_9am
##    4.13% evaporation
## 
## 
## Time: 2.3 secs


Your donation will support ongoing development and give you access to the PDF version of this book. Desktop Survival Guides include Data Science, GNU/Linux, and MLHub. Books available on Amazon include Data Mining with Rattle and Essentials of Data Science. Popular open source software includes rattle, wajig, and mlhub. Hosted by Togaware, a pioneer of free and open source software since 1984.
Copyright © 1995-2021 Graham.Williams@togaware.com Creative Commons Attribution-ShareAlike 4.0.