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