20.70 C5.0 Summary
summary(model)##
## Call:
## C5.0.formula(formula = form, data = ds[tr, vars])
##
##
## C5.0 [Release 2.07 GPL Edition] Sat Jul 31 17:42:24 2021
## -------------------------------
##
## Class specified by attribute `outcome'
##
## Read 123722 cases (21 attributes) from undefined.data
##
## Decision tree:
##
## humidity_3pm <= 66:
## :...rain_today = Yes:
## : :...sunshine > 9:
## : : :...pressure_9am > 1014: No (1111/54)
## : : : pressure_9am <= 1014:
## : : : :...cloud_3pm > 6:
## : : : :...wind_speed_3pm > 13:
## : : : : :...wind_gust_speed <= 70: No (60/16)
## : : : : : wind_gust_speed > 70: Yes (4)
## : : : : wind_speed_3pm <= 13:
## : : : : :...evaporation > 6.8: Yes (6)
## : : : : evaporation <= 6.8:
## : : : : :...wind_dir_3pm in [N-E]: Yes (4/1)
## : : : : wind_dir_3pm in [ESE-NNW]: No (5)
## : : : cloud_3pm <= 6:
## : : : :...sunshine > 11:
## : : : :...wind_speed_3pm <= 20: No (123/3)
## : : : : wind_speed_3pm > 20:
## : : : : :...wind_dir_3pm in [ESE-NNW]: No (119/10)
## : : : : wind_dir_3pm in [N-E]:
## : : : : :...temp_9am <= 24.8: Yes (5)
## : : : : temp_9am > 24.8:
## : : : : :...cloud_3pm <= 4: No (7/1)
## : : : : cloud_3pm > 4: Yes (3)
## : : : sunshine <= 11:
## : : : :...wind_dir_9am in [SSE-NNW]: No (343/59)
## : : : wind_dir_9am in [N-SE]:
## : : : :...wind_dir_9am in [N-NE]: No (64/13)
## : : : wind_dir_9am in [ENE-SE]:
## : : : :...cloud_9am <= 4:
## : : : :...temp_9am <= 28.5: No (17/6)
## : : : : temp_9am > 28.5: Yes (13/1)
## : : : cloud_9am > 4:
## : : : :...evaporation > 8.8: Yes (7/2)
## : : : evaporation <= 8.8:
## : : : :...wind_gust_speed <= 87: No (35/4)
## : : : wind_gust_speed > 87: Yes (2)
## : : sunshine <= 9:
## : : :...wind_gust_speed <= 46:
## : : :...humidity_3pm <= 50:
## : : : :...sunshine > 6.4: No (1908/172)
## : : : : sunshine <= 6.4:
## : : : : :...wind_gust_speed <= 37:
## : : : : :...pressure_3pm > 1012.5: No (98/6)
## : : : : : pressure_3pm <= 1012.5:
## : : : : : :...pressure_9am <= 1012.4: No (20/2)
## : : : : : pressure_9am > 1012.4:
## : : : : : :...min_temp > 18.1: No (4)
## : : : : : min_temp <= 18.1:
## : : : : : :...wind_dir_9am in [N-WNW]: Yes (8)
## : : : : : wind_dir_9am in [NW-NNW]: No (2)
## : : : : wind_gust_speed > 37:
## : : : : :...wind_dir_9am in [N-E]:
## : : : : :...cloud_3pm > 4: Yes (39/10)
## : : : : : cloud_3pm <= 4:
## : : : : : :...wind_gust_speed <= 44: No (12/2)
## : : : : : wind_gust_speed > 44: Yes (2)
## : : : : wind_dir_9am in [ESE-NNW]:
## : : : : :...humidity_9am <= 78:
## : : : : :...wind_speed_3pm <= 28: No (58/6)
## : : : : : wind_speed_3pm > 28:
## : : : : : :...cloud_9am <= 5: Yes (3)
## : : : : : cloud_9am > 5: No (2)
## : : : : humidity_9am > 78:
## : : : : :...humidity_3pm <= 41: No (9)
## : : : : humidity_3pm > 41:
## : : : : :...sunshine <= 4.2: Yes (8/1)
## : : : : sunshine > 4.2: No (16/6)
## : : : humidity_3pm > 50:
## : : : :...wind_gust_speed <= 31:
## : : : :...pressure_3pm > 1016:
## : : : : :...min_temp <= 18.9: No (991/110)
## : : : : : min_temp > 18.9:
## : : : : : :...pressure_9am <= 1021.1: No (16/1)
## : : : : : pressure_9am > 1021.1:
## : : : : : :...cloud_9am <= 6: No (4/1)
## : : : : : cloud_9am > 6: Yes (11/1)
## : : : : pressure_3pm <= 1016:
## : : : : :...wind_dir_9am in [N-NNE]:
## : : : : :...sunshine <= 5.2:
## : : : : : :...sunshine <= 3.4: No (12/5)
## : : : : : : sunshine > 3.4: Yes (11)
## : : : : : sunshine > 5.2:
## : : : : : :...cloud_9am <= 7: No (108/30)
## : : : : : cloud_9am > 7: Yes (10/3)
## : : : : wind_dir_9am in [NE-NNW]:
## : : : : :...humidity_3pm <= 61:
## : : : : :...cloud_3pm <= 6: No (296/41)
## : : : : : cloud_3pm > 6:
## : : : : : :...sunshine > 8: No (20/1)
## : : : : : sunshine <= 8:
## : : : : : :...min_temp <= 12.7: Yes (7)
## : : : : : min_temp > 12.7: No (32/11)
## : : : : humidity_3pm > 61:
## : : : : :...cloud_3pm <= 4:
## : : : : :...sunshine <= 5.8: Yes (6)
## : : : : : sunshine > 5.8: No (30/12)
## : : : : cloud_3pm > 4:
## : : : : :...wind_gust_dir in [N-NW]: No (193/49)
## : : : : wind_gust_dir = NNW:
## : : : : :...sunshine <= 6.9: No (2)
## : : : : sunshine > 6.9: Yes (8/1)
## : : : wind_gust_speed > 31:
## : : : :...pressure_3pm > 1014.3:
## : : : :...rainfall > 6.5:
## : : : : :...min_temp <= 3: No (25/2)
## : : : : : min_temp > 3:
## : : : : : :...humidity_9am <= 82:
## : : : : : :...wind_speed_9am > 31:
## : : : : : : :...temp_9am <= 11.7: Yes (9)
## : : : : : : : temp_9am > 11.7:
## : : : : : : : :...sunshine <= 5.9: Yes (5)
## : : : : : : : sunshine > 5.9: No (11/3)
## : : : : : : wind_speed_9am <= 31:
## : : : : : : :...wind_dir_3pm in [WNW-NNW]:
## : : : : : : :...cloud_9am <= 2: No (6)
## : : : : : : : cloud_9am > 2: Yes (23/7)
## : : : : : : wind_dir_3pm in [N-W]:
## : : : : : : :...max_temp > 14: No (420/103)
## : : : : : : max_temp <= 14:
## : : : : : : :...temp_3pm <= 17.4: No (32/11)
## : : : : : : temp_3pm > 17.4: Yes (5)
## : : : : : humidity_9am > 82:
## : : : : : :...cloud_9am <= 7: No (303/125)
## : : : : : cloud_9am > 7:
## : : : : : :...humidity_3pm > 64: Yes (14/1)
## : : : : : humidity_3pm <= 64:
## : : : : : :...cloud_3pm <= 4: No (11/2)
## : : : : : cloud_3pm > 4: [S1]
## : : : : rainfall <= 6.5:
## : : : : :...wind_speed_9am > 15: No (649/100)
## : : : : wind_speed_9am <= 15:
## : : : : :...cloud_3pm <= 4: No (141/19)
## : : : : cloud_3pm > 4:
## : : : : :...pressure_3pm > 1021.7:
## : : : : :...humidity_9am <= 68: No (42/1)
## : : : : : humidity_9am > 68:
## : : : : : :...max_temp > 21.3:
## : : : : : :...cloud_3pm > 6: Yes (8)
## : : : : : : cloud_3pm <= 6: [S2]
## : : : : : max_temp <= 21.3:
## : : : : : :...rainfall <= 4.7: No (182/27)
## : : : : : rainfall > 4.7: [S3]
## : : : : pressure_3pm <= 1021.7:
## : : : : :...humidity_3pm > 59:
## : : : : :...evaporation <= 4.3: Yes (74/32)
## : : : : : evaporation > 4.3: [S4]
## : : : : humidity_3pm <= 59:
## : : : : :...humidity_3pm > 51: No (259/53)
## : : : : humidity_3pm <= 51:
## : : : : :...cloud_9am <= 1: No (17/1)
## : : : : cloud_9am > 1:
## : : : : :...wind_gust_speed > 41: [S5]
## : : : : wind_gust_speed <= 41: [S6]
## : : : pressure_3pm <= 1014.3:
## : : : :...pressure_3pm <= 1000:
## : : : :...rainfall > 27.6: No (4)
## : : : : rainfall <= 27.6:
## : : : : :...humidity_3pm <= 54: Yes (17/1)
## : : : : humidity_3pm > 54:
## : : : : :...min_temp <= 6.2: No (3)
## : : : : min_temp > 6.2:
## : : : : :...cloud_9am > 5: Yes (9)
## : : : : cloud_9am <= 5:
## : : : : :...min_temp <= 13.3: Yes (7/1)
## : : : : min_temp > 13.3: No (3)
## : : : pressure_3pm > 1000:
## : : : :...humidity_9am <= 86:
## : : : :...wind_dir_9am in [N-NNE]:
## : : : : :...wind_gust_speed <= 39:
## : : : : : :...wind_gust_speed <= 35: No (18/3)
## : : : : : : wind_gust_speed > 35:
## : : : : : : :...cloud_9am <= 3: Yes (5)
## : : : : : : cloud_9am > 3: No (32/13)
## : : : : : wind_gust_speed > 39:
## : : : : : :...pressure_3pm <= 1009.3: Yes (16)
## : : : : : pressure_3pm > 1009.3:
## : : : : : :...rainfall > 6.8: No (4)
## : : : : : rainfall <= 6.8: [S7]
## : : : : wind_dir_9am in [NE-NNW]:
## : : : : :...wind_speed_9am > 26:
## : : : : :...wind_gust_speed <= 39: Yes (25/6)
## : : : : : wind_gust_speed > 39: [S8]
## : : : : wind_speed_9am <= 26:
## : : : : :...wind_gust_speed <= 44: No (659/206)
## : : : : wind_gust_speed > 44:
## : : : : :...pressure_3pm > 1014: Yes (6)
## : : : : pressure_3pm <= 1014: [S9]
## : : : humidity_9am > 86:
## : : : :...humidity_3pm > 60: Yes (168/62)
## : : : humidity_3pm <= 60:
## : : : :...humidity_3pm <= 52: Yes (72/29)
## : : : humidity_3pm > 52:
## : : : :...wind_speed_3pm <= 11: No (18/1)
## : : : wind_speed_3pm > 11:
## : : : :...wind_dir_3pm in [N-ENE]: [S10]
## : : : wind_dir_3pm in [E-NNW]:
## : : : :...sunshine > 8.1: No (72/17)
## : : : sunshine <= 8.1: [S11]
## : : wind_gust_speed > 46:
## : : :...humidity_3pm <= 48:
## : : :...wind_dir_3pm in [N-ESE]:
## : : : :...humidity_9am <= 49: No (12)
## : : : : humidity_9am > 49:
## : : : : :...wind_gust_speed > 72: Yes (10/1)
## : : : : wind_gust_speed <= 72:
## : : : : :...pressure_3pm <= 1002.6: Yes (9)
## : : : : pressure_3pm > 1002.6:
## : : : : :...wind_dir_9am in [SSW-NNW]: No (17)
## : : : : wind_dir_9am in [N-S]:
## : : : : :...wind_speed_3pm <= 22: Yes (49/20)
## : : : : wind_speed_3pm > 22: No (45/12)
## : : : wind_dir_3pm in [SE-NNW]:
## : : : :...sunshine <= 6.7:
## : : : :...cloud_9am <= 3: No (20/2)
## : : : : cloud_9am > 3:
## : : : : :...humidity_3pm <= 43:
## : : : : :...pressure_9am <= 996.6: Yes (6)
## : : : : : pressure_9am > 996.6: No (73/23)
## : : : : humidity_3pm > 43:
## : : : : :...wind_speed_9am <= 37: Yes (70/24)
## : : : : wind_speed_9am > 37: No (4)
## : : : sunshine > 6.7:
## : : : :...wind_dir_3pm = NNW:
## : : : :...cloud_3pm <= 1: Yes (5)
## : : : : cloud_3pm > 1: No (44/17)
## : : : wind_dir_3pm in [SE-NW]:
## : : : :...pressure_9am > 1017.8: No (90/4)
## : : : pressure_9am <= 1017.8:
## : : : :...humidity_3pm <= 45: No (618/104)
## : : : humidity_3pm > 45:
## : : : :...wind_speed_9am > 15: No (99/25)
## : : : wind_speed_9am <= 15:
## : : : :...humidity_9am > 80: No (13/2)
## : : : humidity_9am <= 80:
## : : : :...humidity_9am > 71: Yes (10)
## : : : humidity_9am <= 71: [S12]
## : : humidity_3pm > 48:
## : : :...pressure_3pm <= 1012.5:
## : : :...evaporation <= 0.9:
## : : : :...humidity_9am <= 85: No (24/3)
## : : : : humidity_9am > 85:
## : : : : :...humidity_9am <= 93: Yes (7)
## : : : : humidity_9am > 93: No (4/1)
## : : : evaporation > 0.9:
## : : : :...wind_gust_speed > 59:
## : : : :...wind_speed_9am > 28:
## : : : : :...humidity_9am <= 77: Yes (117/56)
## : : : : : humidity_9am > 77:
## : : : : : :...humidity_9am > 90: Yes (16)
## : : : : : humidity_9am <= 90:
## : : : : : :...wind_gust_speed > 65: Yes (44/6)
## : : : : : wind_gust_speed <= 65:
## : : : : : :...cloud_9am <= 7: No (6)
## : : : : : cloud_9am > 7: Yes (2)
## : : : : wind_speed_9am <= 28:
## : : : : :...wind_dir_3pm in [N-NNE]: Yes (25)
## : : : : wind_dir_3pm in [NE-NNW]:
## : : : : :...cloud_3pm <= 3:
## : : : : :...cloud_9am <= 2: No (5)
## : : : : : cloud_9am > 2: [S13]
## : : : : cloud_3pm > 3:
## : : : : :...humidity_3pm > 52: Yes (245/42)
## : : : : humidity_3pm <= 52:
## : : : : :...humidity_3pm > 49: Yes (55/18)
## : : : : humidity_3pm <= 49:
## : : : : :...max_temp <= 15.2: Yes (3)
## : : : : max_temp > 15.2: No (8/1)
## : : : wind_gust_speed <= 59:
## : : : :...wind_speed_9am > 26:
## : : : :...humidity_9am <= 76: No (55/11)
## : : : : humidity_9am > 76:
## : : : : :...wind_gust_dir in [N-SE]: Yes (12/2)
## : : : : wind_gust_dir in [SSE-NNW]:
## : : : : :...temp_3pm > 17: [S14]
## : : : : temp_3pm <= 17:
## : : : : :...wind_gust_speed <= 56: Yes (9)
## : : : : wind_gust_speed > 56: [S15]
## : : : wind_speed_9am <= 26:
## : : : :...wind_gust_speed <= 52:
## : : : :...wind_speed_9am <= 19: Yes (220/84)
## : : : : wind_speed_9am > 19: No (110/51)
## : : : wind_gust_speed > 52:
## : : : :...wind_speed_3pm > 26:
## : : : :...temp_9am <= 17.9: Yes (90/30)
## : : : : temp_9am > 17.9: [S16]
## : : : wind_speed_3pm <= 26:
## : : : :...cloud_9am > 7: Yes (26/3)
## : : : cloud_9am <= 7: [S17]
## : : pressure_3pm > 1012.5:
## : : :...humidity_9am <= 68:
## : : :...cloud_3pm <= 2: No (29/2)
## : : : cloud_3pm > 2:
## : : : :...wind_gust_dir in [N-W]: No (407/106)
## : : : wind_gust_dir in [WNW-NNW]:
## : : : :...pressure_3pm <= 1016.6: Yes (14/3)
## : : : pressure_3pm > 1016.6: No (7/1)
## : : humidity_9am > 68:
## : : :...cloud_9am <= 3: No (84/22)
## : : cloud_9am > 3:
## : : :...temp_9am <= 6.3:
## : : :...wind_dir_3pm in [N-ESE]: Yes (3)
## : : : wind_dir_3pm in [SE-NNW]:
## : : : :...rainfall <= 8.6: No (42/2)
## : : : rainfall > 8.6:
## : : : :...rainfall <= 12.2: Yes (6/1)
## : : : rainfall > 12.2: No (5)
## : : temp_9am > 6.3:
## : : :...rainfall > 20.2:
## : : :...evaporation <= 3: Yes (16)
## : : : evaporation > 3:
## : : : :...evaporation <= 4.1: No (7/1)
## : : : evaporation > 4.1:
## : : : :...wind_speed_9am <= 26: Yes (57/12)
## : : : wind_speed_9am > 26: [S18]
## : : rainfall <= 20.2:
## : : :...wind_dir_3pm in [NW-NNW]: Yes (54/17)
## : : wind_dir_3pm in [N-WNW]:
## : : :...wind_dir_9am in [N-ENE]: [S19]
## : : wind_dir_9am in [E-NNW]:
## : : :...cloud_3pm > 6: [S20]
## : : cloud_3pm <= 6:
## : : :...sunshine > 7:
## : : :...cloud_3pm <= 4: [S21]
## : : : cloud_3pm > 4: [S22]
## : : sunshine <= 7: [S23]
## : rain_today = No:
## : :...sunshine <= 7.7:
## : :...pressure_3pm <= 1013.7:
## : : :...wind_gust_speed <= 54:
## : : : :...humidity_3pm <= 27: No (285/24)
## : : : : humidity_3pm > 27:
## : : : : :...wind_dir_9am in [N-ENE]:
## : : : : :...wind_speed_9am <= 0: No (83/18)
## : : : : : wind_speed_9am > 0:
## : : : : : :...sunshine <= 0.8: Yes (99/31)
## : : : : : sunshine > 0.8:
## : : : : : :...wind_gust_speed <= 35: No (223/66)
## : : : : : wind_gust_speed > 35:
## : : : : : :...wind_dir_3pm in [NW-NNW]: Yes (148/61)
## : : : : : wind_dir_3pm in [N-WNW]:
## : : : : : :...wind_dir_3pm in [N-NNE]: Yes (150/67)
## : : : : : wind_dir_3pm in [NE-WNW]:
## : : : : : :...wind_dir_9am = ENE: [S24]
## : : : : : wind_dir_9am in [N-NE]:
## : : : : : :...sunshine > 6.5: No (47/9)
## : : : : : sunshine <= 6.5: [S25]
## : : : : wind_dir_9am in [E-NNW]:
## : : : : :...cloud_3pm <= 3: No (173/21)
## : : : : cloud_3pm > 3:
## : : : : :...wind_speed_9am > 7: No (1296/342)
## : : : : wind_speed_9am <= 7:
## : : : : :...wind_gust_speed <= 41:
## : : : : :...wind_speed_9am <= 2: Yes (41/20)
## : : : : : wind_speed_9am > 2:
## : : : : : :...wind_speed_3pm > 13:
## : : : : : :...wind_gust_speed <= 33: Yes (42/18)
## : : : : : : wind_gust_speed > 33: No (64/19)
## : : : : : wind_speed_3pm <= 13:
## : : : : : :...wind_speed_3pm > 9: No (49/4)
## : : : : : wind_speed_3pm <= 9: [S26]
## : : : : wind_gust_speed > 41:
## : : : : :...wind_speed_3pm <= 15: No (17/6)
## : : : : wind_speed_3pm > 15:
## : : : : :...wind_dir_3pm in [WNW-NNW]: Yes (17/1)
## : : : : wind_dir_3pm in [N-W]:
## : : : : :...cloud_9am <= 4: No (3)
## : : : : cloud_9am > 4:
## : : : : :...cloud_9am <= 5: Yes (7)
## : : : : cloud_9am > 5: [S27]
## : : : wind_gust_speed > 54:
## : : : :...humidity_3pm > 49:
## : : : :...wind_speed_9am <= 28: Yes (345/104)
## : : : : wind_speed_9am > 28:
## : : : : :...max_temp <= 13.5: Yes (16/1)
## : : : : max_temp > 13.5:
## : : : : :...wind_gust_speed <= 61:
## : : : : :...temp_3pm <= 25.2: No (30/3)
## : : : : : temp_3pm > 25.2: Yes (2)
## : : : : wind_gust_speed > 61:
## : : : : :...evaporation > 4.4:
## : : : : :...evaporation <= 12.9: Yes (37/9)
## : : : : : evaporation > 12.9: No (3)
## : : : : evaporation <= 4.4:
## : : : : :...cloud_9am <= 4: Yes (4)
## : : : : cloud_9am > 4:
## : : : : :...humidity_9am <= 80: No (23/3)
## : : : : humidity_9am > 80: Yes (2)
## : : : humidity_3pm <= 49:
## : : : :...pressure_3pm > 1006.1:
## : : : :...cloud_3pm <= 7: No (392/113)
## : : : : cloud_3pm > 7: Yes (35/14)
## : : : pressure_3pm <= 1006.1:
## : : : :...humidity_3pm <= 22:
## : : : :...wind_gust_dir in [N-ESE]:
## : : : : :...min_temp <= 11.7: No (6)
## : : : : : min_temp > 11.7: Yes (18/5)
## : : : : wind_gust_dir in [SE-NNW]:
## : : : : :...pressure_9am <= 1006.5: No (19)
## : : : : pressure_9am > 1006.5:
## : : : : :...wind_speed_9am <= 28: No (22/3)
## : : : : wind_speed_9am > 28: Yes (10/1)
## : : : humidity_3pm > 22:
## : : : :...min_temp > 22.7: Yes (21/2)
## : : : min_temp <= 22.7:
## : : : :...sunshine <= 3.9:
## : : : :...wind_speed_9am <= 46: Yes (69/16)
## : : : : wind_speed_9am > 46: No (4)
## : : : sunshine > 3.9:
## : : : :...wind_dir_3pm in [WNW-NNW]:
## : : : :...wind_gust_dir = NNW: No (19/5)
## : : : : wind_gust_dir in [N-NW]:
## : : : : :...humidity_9am > 52: Yes (61/17)
## : : : : humidity_9am <= 52: [S28]
## : : : wind_dir_3pm in [N-W]:
## : : : :...cloud_9am > 5:
## : : : :...wind_dir_9am in [NW-NNW]: [S29]
## : : : : wind_dir_9am in [N-WNW]:
## : : : : :...max_temp <= 31.2: No (21)
## : : : : max_temp > 31.2: [S30]
## : : : cloud_9am <= 5:
## : : : :...temp_3pm <= 13.4: Yes (4)
## : : : temp_3pm > 13.4:
## : : : :...wind_dir_9am in [N-ENE]: [S31]
## : : : wind_dir_9am in [E-NNW]: [S32]
## : : pressure_3pm > 1013.7:
## : : :...pressure_3pm > 1021.8:
## : : :...temp_9am <= 18.9: No (2348/165)
## : : : temp_9am > 18.9:
## : : : :...pressure_9am > 1029.8: Yes (7)
## : : : pressure_9am <= 1029.8:
## : : : :...wind_gust_dir in [N-WNW]: No (104/24)
## : : : wind_gust_dir in [NW-NNW]: Yes (3)
## : : pressure_3pm <= 1021.8:
## : : :...pressure_9am > 1026:
## : : :...sunshine > 7.3: No (7)
## : : : sunshine <= 7.3:
## : : : :...wind_dir_3pm in [N-ESE]: Yes (15/2)
## : : : wind_dir_3pm in [SE-NNW]: No (8/2)
## : : pressure_9am <= 1026:
## : : :...sunshine > 4.7:
## : : :...humidity_3pm <= 25: No (107/1)
## : : : humidity_3pm > 25:
## : : : :...wind_gust_speed <= 46:
## : : : :...wind_dir_3pm in [N-WSW]: No (1580/153)
## : : : : wind_dir_3pm in [W-NNW]:
## : : : : :...humidity_3pm <= 48: No (226/22)
## : : : : humidity_3pm > 48:
## : : : : :...temp_9am <= 7.2: No (29)
## : : : : temp_9am > 7.2:
## : : : : :...cloud_3pm > 5: [S33]
## : : : : cloud_3pm <= 5:
## : : : : :...max_temp > 22.2: No (20)
## : : : : max_temp <= 22.2: [S34]
## : : : wind_gust_speed > 46:
## : : : :...wind_gust_dir in [N-WSW]: No (355/71)
## : : : wind_gust_dir in [W-NNW]:
## : : : :...temp_9am > 21.4: Yes (9/1)
## : : : temp_9am <= 21.4:
## : : : :...humidity_9am > 82: [S35]
## : : : humidity_9am <= 82:
## : : : :...pressure_3pm > 1015.4: No (61/8)
## : : : pressure_3pm <= 1015.4:
## : : : :...max_temp > 20.1: No (19/3)
## : : : max_temp <= 20.1: [S36]
## : : sunshine <= 4.7:
## : : :...wind_dir_9am in [ENE-NNW]: No (1329/243)
## : : wind_dir_9am in [N-NE]:
## : : :...evaporation > 7.1:
## : : :...humidity_3pm > 53:
## : : : :...wind_dir_9am = N: Yes (6)
## : : : : wind_dir_9am in [NNE-NE]: No (5)
## : : : humidity_3pm <= 53:
## : : : :...temp_9am <= 24.4: No (51)
## : : : temp_9am > 24.4:
## : : : :...wind_dir_3pm in [N-SW]: No (5)
## : : : wind_dir_3pm in [WSW-NNW]: Yes (3)
## : : evaporation <= 7.1:
## : : :...wind_speed_9am <= 0: No (60/8)
## : : wind_speed_9am > 0:
## : : :...cloud_3pm > 7:
## : : :...wind_speed_3pm <= 17: No (43/16)
## : : : wind_speed_3pm > 17: Yes (30/9)
## : : cloud_3pm <= 7:
## : : :...wind_dir_3pm in [W-NNW]:
## : : :...temp_9am > 13.6: No (52/13)
## : : : temp_9am <= 13.6: [S37]
## : : wind_dir_3pm in [N-WSW]:
## : : :...cloud_9am <= 6:
## : : :...humidity_3pm > 49: No (69/6)
## : : : humidity_3pm <= 49: [S38]
## : : cloud_9am > 6:
## : : :...cloud_9am > 7: No (26/4)
## : : cloud_9am <= 7: [S39]
## : sunshine > 7.7:
## : :...wind_gust_speed <= 50:
## : :...humidity_3pm <= 49: No (39314/1464)
## : : humidity_3pm > 49:
## : : :...pressure_9am > 1012.2: No (19848/1907)
## : : pressure_9am <= 1012.2:
## : : :...sunshine > 11.6: No (222/13)
## : : sunshine <= 11.6:
## : : :...cloud_3pm > 7:
## : : :...wind_speed_9am > 7: No (88/28)
## : : : wind_speed_9am <= 7:
## : : : :...max_temp <= 25.3: Yes (10)
## : : : max_temp > 25.3:
## : : : :...humidity_3pm <= 61: No (5)
## : : : humidity_3pm > 61: Yes (3)
## : : cloud_3pm <= 7:
## : : :...wind_gust_speed <= 37: No (1022/168)
## : : wind_gust_speed > 37:
## : : :...rainfall > 0.3:
## : : :...wind_speed_3pm <= 19:
## : : : :...pressure_3pm <= 1010.8: Yes (40/11)
## : : : : pressure_3pm > 1010.8: No (9/1)
## : : : wind_speed_3pm > 19:
## : : : :...cloud_3pm > 6: Yes (9/3)
## : : : cloud_3pm <= 6:
## : : : :...wind_speed_3pm > 30:
## : : : :...cloud_3pm <= 5: Yes (5)
## : : : : cloud_3pm > 5: No (2)
## : : : wind_speed_3pm <= 30:
## : : : :...cloud_3pm > 4: No (31/1)
## : : : cloud_3pm <= 4: [S40]
## : : rainfall <= 0.3:
## : : :...wind_gust_dir in [WSW-NNW]:
## : : :...cloud_9am > 5: No (104/47)
## : : : cloud_9am <= 5:
## : : : :...evaporation <= 4.5:
## : : : :...min_temp <= 8.9: No (6/1)
## : : : : min_temp > 8.9: Yes (14/1)
## : : : evaporation > 4.5:
## : : : :...wind_gust_speed <= 46: [S41]
## : : : wind_gust_speed > 46: [S42]
## : : wind_gust_dir in [N-SW]:
## : : :...wind_gust_speed <= 46: No (389/65)
## : : wind_gust_speed > 46:
## : : :...wind_dir_9am in [N-NNE]: [S43]
## : : wind_dir_9am in [NE-NNW]:
## : : :...max_temp > 32: [S44]
## : : max_temp <= 32: [S45]
## : wind_gust_speed > 50:
## : :...sunshine > 10.6: No (1989/95)
## : sunshine <= 10.6:
## : :...humidity_3pm <= 50:
## : :...wind_dir_3pm in [ENE-NNW]:
## : : :...wind_dir_3pm in [ENE-WNW]:
## : : : :...wind_speed_3pm <= 13:
## : : : : :...humidity_9am > 65:
## : : : : : :...temp_9am <= 15.2: No (23/1)
## : : : : : : temp_9am > 15.2:
## : : : : : : :...wind_gust_speed <= 61: No (28/13)
## : : : : : : wind_gust_speed > 61: Yes (16/1)
## : : : : : humidity_9am <= 65:
## : : : : : :...temp_3pm <= 29.1: No (90/7)
## : : : : : temp_3pm > 29.1:
## : : : : : :...humidity_3pm <= 24: [S46]
## : : : : : humidity_3pm > 24:
## : : : : : :...evaporation > 12.2: Yes (6)
## : : : : : evaporation <= 12.2:
## : : : : : :...cloud_9am > 5: No (5)
## : : : : : cloud_9am <= 5: [S47]
## : : : : wind_speed_3pm > 13:
## : : : : :...pressure_3pm > 1009.7: No (2075/97)
## : : : : pressure_3pm <= 1009.7:
## : : : : :...humidity_3pm <= 33:
## : : : : :...humidity_9am <= 53: No (631/34)
## : : : : : humidity_9am > 53:
## : : : : : :...wind_gust_speed <= 63: No (114/10)
## : : : : : wind_gust_speed > 63: [S48]
## : : : : humidity_3pm > 33:
## : : : : :...wind_dir_3pm = ENE: Yes (13/5)
## : : : : wind_dir_3pm in [E-WNW]:
## : : : : :...pressure_3pm <= 999.3: Yes (21/8)
## : : : : pressure_3pm > 999.3:
## : : : : :...humidity_3pm <= 40: [S49]
## : : : : humidity_3pm > 40:
## : : : : :...humidity_9am <= 34: [S50]
## : : : : humidity_9am > 34:
## : : : : :...humidity_9am <= 61: [S51]
## : : : : humidity_9am > 61: [S52]
## : : : wind_dir_3pm in [NW-NNW]:
## : : : :...pressure_3pm > 1016: No (69/2)
## : : : pressure_3pm <= 1016:
## : : : :...humidity_3pm <= 21:
## : : : :...humidity_3pm <= 11:
## : : : : :...wind_gust_speed <= 74: No (167/10)
## : : : : : wind_gust_speed > 74:
## : : : : : :...cloud_3pm <= 1: Yes (3)
## : : : : : cloud_3pm > 1: No (23/4)
## : : : : humidity_3pm > 11:
## : : : : :...wind_speed_3pm <= 43: No (305/57)
## : : : : wind_speed_3pm > 43:
## : : : : :...max_temp <= 32.6: Yes (9/1)
## : : : : max_temp > 32.6: No (12/2)
## : : : humidity_3pm > 21:
## : : : :...cloud_3pm > 6: Yes (84/30)
## : : : cloud_3pm <= 6:
## : : : :...wind_gust_speed <= 70:
## : : : :...wind_dir_3pm = NW: No (252/44)
## : : : : wind_dir_3pm = NNW:
## : : : : :...evaporation > 6.7: No (16/1)
## : : : : evaporation <= 6.7: [S53]
## : : : wind_gust_speed > 70:
## : : : :...temp_3pm > 32.6: Yes (15/1)
## : : : temp_3pm <= 32.6:
## : : : :...evaporation > 6.5: No (9)
## : : : evaporation <= 6.5: [S54]
## : : wind_dir_3pm in [N-NE]:
## : : :...pressure_3pm > 1017.1: No (106/4)
## : : pressure_3pm <= 1017.1:
## : : :...humidity_3pm <= 14: No (109/7)
## : : humidity_3pm > 14:
## : : :...cloud_3pm > 7:
## : : :...wind_gust_speed > 54:
## : : : :...sunshine <= 8.6: Yes (29/3)
## : : : : sunshine > 8.6: No (2)
## : : : wind_gust_speed <= 54:
## : : : :...cloud_9am > 5: No (7)
## : : : cloud_9am <= 5:
## : : : :...humidity_3pm <= 25: No (2)
## : : : humidity_3pm > 25: Yes (4)
## : : cloud_3pm <= 7:
## : : :...wind_gust_dir in [SSW-NNW]:
## : : :...wind_gust_speed > 74: Yes (34/8)
## : : : wind_gust_speed <= 74:
## : : : :...wind_dir_3pm = N:
## : : : :...temp_9am <= 28.5: No (114/41)
## : : : : temp_9am > 28.5: Yes (8)
## : : : wind_dir_3pm in [NNE-NE]:
## : : : :...temp_9am <= 17: No (8/1)
## : : : temp_9am > 17:
## : : : :...sunshine <= 8.4: No (3)
## : : : sunshine > 8.4: [S55]
## : : wind_gust_dir in [N-S]:
## : : :...rainfall > 0.1:
## : : :...pressure_9am <= 1013: Yes (14/2)
## : : : pressure_9am > 1013: No (17/2)
## : : rainfall <= 0.1:
## : : :...cloud_9am > 6: No (31/7)
## : : cloud_9am <= 6:
## : : :...wind_dir_3pm = NE: [S56]
## : : wind_dir_3pm in [N-NNE]:
## : : :...sunshine <= 8.3: No (21/1)
## : : sunshine > 8.3: [S57]
## : humidity_3pm > 50:
## : :...min_temp > 25.1: Yes (52/17)
## : min_temp <= 25.1:
## : :...wind_gust_dir in [N-SW]:
## : :...wind_speed_9am <= 2:
## : : :...wind_gust_speed <= 52: No (6)
## : : : wind_gust_speed > 52:
## : : : :...humidity_9am <= 71: No (6/1)
## : : : humidity_9am > 71: Yes (17/2)
## : : wind_speed_9am > 2:
## : : :...wind_gust_speed > 65: No (172/64)
## : : wind_gust_speed <= 65:
## : : :...pressure_3pm <= 1011.6:
## : : :...cloud_3pm > 5:
## : : : :...wind_speed_3pm <= 28: Yes (24/4)
## : : : : wind_speed_3pm > 28:
## : : : : :...pressure_3pm > 1007.6: No (21/3)
## : : : : pressure_3pm <= 1007.6: [S58]
## : : : cloud_3pm <= 5:
## : : : :...max_temp <= 20.6: [S59]
## : : : max_temp > 20.6:
## : : : :...max_temp <= 23.6: No (44/1)
## : : : max_temp > 23.6:
## : : : :...humidity_9am > 65: [S60]
## : : : humidity_9am <= 65: [S61]
## : : pressure_3pm > 1011.6:
## : : :...wind_gust_dir in [N-SSE]: No (511/67)
## : : wind_gust_dir in [S-SW]: [S62]
## : wind_gust_dir in [WSW-NNW]:
## : :...pressure_3pm > 1012.2:
## : :...sunshine > 8.5: No (35/2)
## : : sunshine <= 8.5:
## : : :...wind_gust_dir in [WSW-W]:
## : : :...temp_9am <= 17.4:
## : : : :...max_temp <= 4.2: Yes (10/3)
## : : : : max_temp > 4.2: No (116/19)
## : : : temp_9am > 17.4:
## : : : :...pressure_9am <= 1014.7: No (4)
## : : : pressure_9am > 1014.7: Yes (11/1)
## : : wind_gust_dir in [WNW-NNW]:
## : : :...sunshine <= 8.3: No (11/1)
## : : sunshine > 8.3:
## : : :...wind_speed_3pm > 35: No (14/1)
## : : wind_speed_3pm <= 35:
## : : :...wind_gust_speed > 57: [S63]
## : : wind_gust_speed <= 57:
## : : :...rainfall <= 0.1: [S64]
## : : rainfall > 0.1: [S65]
## : pressure_3pm <= 1012.2:
## : :...pressure_9am > 1014.4: Yes (40/5)
## : pressure_9am <= 1014.4:
## : :...cloud_9am <= 1:
## : :...pressure_3pm <= 999.1: Yes (2)
## : : pressure_3pm > 999.1: No (15/1)
## : cloud_9am > 1:
## : :...wind_gust_dir = NNW: No (30/10)
## : wind_gust_dir in [WSW-NW]:
## : :...pressure_3pm <= 1002.2: Yes (41/6)
## : pressure_3pm > 1002.2:
## : :...humidity_3pm <= 51: No (27/7)
## : humidity_3pm > 51: [S66]
## humidity_3pm > 66:
## :...humidity_3pm <= 81:
## :...wind_gust_speed > 41:
## : :...rainfall > 0.2:
## : : :...temp_9am <= 4.4:
## : : : :...humidity_3pm <= 72: No (13)
## : : : : humidity_3pm > 72:
## : : : : :...wind_dir_9am in [W-NNW]: Yes (10/3)
## : : : : wind_dir_9am in [N-WSW]:
## : : : : :...wind_gust_dir in [N-ENE]: Yes (2)
## : : : : wind_gust_dir in [E-NNW]: No (19/2)
## : : : temp_9am > 4.4:
## : : : :...wind_gust_speed <= 54:
## : : : :...sunshine > 9.2: No (48/8)
## : : : : sunshine <= 9.2:
## : : : : :...wind_speed_3pm <= 24: Yes (1305/457)
## : : : : wind_speed_3pm > 24:
## : : : : :...wind_gust_speed <= 43: No (75/21)
## : : : : wind_gust_speed > 43:
## : : : : :...sunshine <= 5.3:
## : : : : :...cloud_9am <= 7: Yes (124/42)
## : : : : : cloud_9am > 7:
## : : : : : :...rain_today = No: [S67]
## : : : : : rain_today = Yes:
## : : : : : :...wind_speed_9am <= 28: Yes (55/8)
## : : : : : wind_speed_9am > 28: [S68]
## : : : : sunshine > 5.3:
## : : : : :...humidity_9am <= 86:
## : : : : :...evaporation > 5.5: [S69]
## : : : : : evaporation <= 5.5:
## : : : : : :...temp_3pm > 24.3: Yes (77/36)
## : : : : : temp_3pm <= 24.3:
## : : : : : :...rainfall <= 31.4: No (233/69)
## : : : : : rainfall > 31.4: [S70]
## : : : : humidity_9am > 86:
## : : : : :...wind_speed_9am > 17:
## : : : : :...wind_gust_speed > 44: No (101/45)
## : : : : : wind_gust_speed <= 44: [S71]
## : : : : wind_speed_9am <= 17:
## : : : : :...wind_speed_3pm > 26: Yes (55/12)
## : : : : wind_speed_3pm <= 26: [S72]
## : : : wind_gust_speed > 54:
## : : : :...pressure_3pm <= 1006.9:
## : : : :...max_temp <= 19.3: Yes (286/21)
## : : : : max_temp > 19.3:
## : : : : :...sunshine <= 8.3:
## : : : : :...temp_3pm > 24.1: Yes (61/1)
## : : : : : temp_3pm <= 24.1:
## : : : : : :...temp_3pm <= 20.9: Yes (39/2)
## : : : : : temp_3pm > 20.9:
## : : : : : :...humidity_3pm <= 70: Yes (4)
## : : : : : humidity_3pm > 70: No (8/1)
## : : : : sunshine > 8.3:
## : : : : :...wind_speed_3pm > 39: No (11/1)
## : : : : wind_speed_3pm <= 39:
## : : : : :...pressure_3pm <= 997.6: Yes (11)
## : : : : pressure_3pm > 997.6:
## : : : : :...pressure_9am <= 1002.3: No (8)
## : : : : pressure_9am > 1002.3: Yes (47/14)
## : : : pressure_3pm > 1006.9:
## : : : :...cloud_9am <= 4:
## : : : :...rain_today = No: No (20/3)
## : : : : rain_today = Yes:
## : : : : :...humidity_3pm > 76: Yes (24/3)
## : : : : humidity_3pm <= 76:
## : : : : :...wind_speed_9am > 26: No (33/11)
## : : : : wind_speed_9am <= 26:
## : : : : :...wind_dir_3pm in [N-S]: No (11/4)
## : : : : wind_dir_3pm in [SSW-NNW]:
## : : : : :...pressure_3pm <= 1007.6: No (2)
## : : : : pressure_3pm > 1007.6: Yes (32/3)
## : : : cloud_9am > 4:
## : : : :...wind_gust_speed <= 63: Yes (620/190)
## : : : wind_gust_speed > 63:
## : : : :...humidity_3pm > 70: Yes (264/36)
## : : : humidity_3pm <= 70:
## : : : :...cloud_3pm <= 4:
## : : : :...wind_dir_3pm in [N-SE]: Yes (2)
## : : : : wind_dir_3pm in [SSE-NNW]: No (5)
## : : : cloud_3pm > 4:
## : : : :...cloud_3pm <= 7:
## : : : :...rain_today = Yes: Yes (72/15)
## : : : : rain_today = No:
## : : : : :...temp_9am <= 13.8: Yes (5)
## : : : : temp_9am > 13.8: [S73]
## : : : cloud_3pm > 7:
## : : : :...sunshine <= 8.4: Yes (3)
## : : : sunshine > 8.4:
## : : : :...cloud_9am <= 7: No (5)
## : : : cloud_9am > 7: [S74]
## : : rainfall <= 0.2:
## : : :...sunshine <= 7.5:
## : : :...pressure_3pm <= 1016.1:
## : : : :...min_temp <= 16.1: Yes (313/76)
## : : : : min_temp > 16.1:
## : : : : :...wind_speed_3pm <= 28:
## : : : : :...humidity_9am <= 85: Yes (149/48)
## : : : : : humidity_9am > 85: No (9/1)
## : : : : wind_speed_3pm > 28:
## : : : : :...humidity_9am <= 69:
## : : : : :...max_temp <= 27.7:
## : : : : : :...wind_speed_9am <= 13: No (2)
## : : : : : : wind_speed_9am > 13: Yes (15/1)
## : : : : : max_temp > 27.7:
## : : : : : :...temp_3pm <= 29: No (10/1)
## : : : : : temp_3pm > 29: Yes (2)
## : : : : humidity_9am > 69:
## : : : : :...wind_speed_9am > 39: Yes (3)
## : : : : wind_speed_9am <= 39:
## : : : : :...max_temp <= 34: No (39/4)
## : : : : max_temp > 34: Yes (2)
## : : : pressure_3pm > 1016.1:
## : : : :...temp_9am <= 8.7: No (21/2)
## : : : temp_9am > 8.7:
## : : : :...humidity_3pm > 74: Yes (92/38)
## : : : humidity_3pm <= 74:
## : : : :...wind_gust_dir in [W-NNW]:
## : : : :...wind_speed_9am <= 30: Yes (15/2)
## : : : : wind_speed_9am > 30: No (2)
## : : : wind_gust_dir in [N-WSW]:
## : : : :...cloud_9am > 5: No (74/15)
## : : : cloud_9am <= 5:
## : : : :...rainfall <= 0.1: No (34/16)
## : : : rainfall > 0.1: Yes (5)
## : : sunshine > 7.5:
## : : :...wind_gust_speed <= 54:
## : : :...cloud_3pm <= 5:
## : : : :...wind_dir_3pm in [N-SW]: No (902/186)
## : : : : wind_dir_3pm in [WSW-NNW]:
## : : : : :...max_temp <= 13.7: No (29/3)
## : : : : max_temp > 13.7:
## : : : : :...wind_speed_3pm <= 19: Yes (58/14)
## : : : : wind_speed_3pm > 19: No (114/48)
## : : : cloud_3pm > 5:
## : : : :...wind_speed_9am <= 7:
## : : : :...humidity_3pm <= 68: No (5)
## : : : : humidity_3pm > 68:
## : : : : :...min_temp <= 0.3: No (3)
## : : : : min_temp > 0.3: Yes (27/3)
## : : : wind_speed_9am > 7:
## : : : :...pressure_9am > 1017.6: No (158/42)
## : : : pressure_9am <= 1017.6:
## : : : :...wind_speed_9am <= 9:
## : : : :...max_temp <= 22.8: Yes (2)
## : : : : max_temp > 22.8: No (14)
## : : : wind_speed_9am > 9:
## : : : :...rainfall <= 0: Yes (150/72)
## : : : rainfall > 0:
## : : : :...wind_dir_3pm in [N-NW]: No (23/5)
## : : : wind_dir_3pm = NNW: Yes (2)
## : : wind_gust_speed > 54:
## : : :...cloud_3pm > 6: Yes (186/69)
## : : cloud_3pm <= 6:
## : : :...humidity_9am > 86:
## : : :...temp_3pm > 26.3: Yes (3)
## : : : temp_3pm <= 26.3:
## : : : :...wind_speed_9am > 7: No (51/5)
## : : : wind_speed_9am <= 7:
## : : : :...temp_3pm <= 23.3: Yes (4)
## : : : temp_3pm > 23.3: No (2)
## : : humidity_9am <= 86:
## : : :...sunshine > 10:
## : : :...wind_speed_3pm > 26: No (16)
## : : : wind_speed_3pm <= 26:
## : : : :...cloud_3pm <= 3: No (3)
## : : : cloud_3pm > 3: Yes (3)
## : : sunshine <= 10:
## : : :...wind_dir_3pm in [SSW-NNW]:
## : : :...wind_speed_9am <= 20:
## : : : :...sunshine > 8.6: No (3/1)
## : : : : sunshine <= 8.6:
## : : : : :...wind_speed_9am <= 2: No (4/1)
## : : : : wind_speed_9am > 2: Yes (46/5)
## : : : wind_speed_9am > 20:
## : : : :...cloud_9am <= 2: Yes (4)
## : : : cloud_9am > 2: [S75]
## : : wind_dir_3pm in [N-S]:
## : : :...rainfall > 0.1:
## : : :...humidity_9am <= 80: No (26/12)
## : : : humidity_9am > 80: Yes (9)
## : : rainfall <= 0.1:
## : : :...max_temp <= 21:
## : : :...humidity_3pm > 75: Yes (12)
## : : : humidity_3pm <= 75: [S76]
## : : max_temp > 21:
## : : :...wind_gust_dir in [N-NE]: [S77]
## : : wind_gust_dir in [ENE-NNW]:
## : : :...cloud_9am <= 3: [S78]
## : : cloud_9am > 3: [S79]
## : wind_gust_speed <= 41:
## : :...rain_today = No:
## : :...sunshine <= 0.7:
## : : :...pressure_3pm > 1017.2: No (257/71)
## : : : pressure_3pm <= 1017.2:
## : : : :...wind_dir_3pm in [N-SSE]:
## : : : :...cloud_3pm <= 5: Yes (10/1)
## : : : : cloud_3pm > 5:
## : : : : :...wind_gust_dir = NNW: No (4)
## : : : : wind_gust_dir in [N-NW]:
## : : : : :...cloud_3pm <= 7:
## : : : : :...wind_dir_3pm in [N-NE]: Yes (20/3)
## : : : : : wind_dir_3pm in [ENE-SSE]: No (32/15)
## : : : : cloud_3pm > 7:
## : : : : :...pressure_9am <= 1019.3: Yes (54/9)
## : : : : pressure_9am > 1019.3: No (5)
## : : : wind_dir_3pm in [S-NNW]:
## : : : :...humidity_9am > 94: No (9)
## : : : humidity_9am <= 94:
## : : : :...humidity_9am <= 82:
## : : : :...wind_speed_3pm <= 11: Yes (9/2)
## : : : : wind_speed_3pm > 11: No (31/7)
## : : : humidity_9am > 82:
## : : : :...cloud_9am <= 6: No (2)
## : : : cloud_9am > 6:
## : : : :...wind_speed_9am > 9: Yes (15)
## : : : wind_speed_9am <= 9:
## : : : :...max_temp <= 19.6: Yes (6)
## : : : max_temp > 19.6:
## : : : :...max_temp <= 24.7: No (7)
## : : : max_temp > 24.7: Yes (3)
## : : sunshine > 0.7:
## : : :...pressure_3pm > 1022.9: No (1421/180)
## : : pressure_3pm <= 1022.9:
## : : :...cloud_3pm <= 5: No (3535/714)
## : : cloud_3pm > 5:
## : : :...pressure_3pm <= 1008.5:
## : : :...humidity_3pm > 72: Yes (132/44)
## : : : humidity_3pm <= 72:
## : : : :...rainfall <= 0.5: No (117/44)
## : : : rainfall > 0.5:
## : : : :...cloud_9am <= 5: No (3)
## : : : cloud_9am > 5:
## : : : :...sunshine <= 5: Yes (9)
## : : : sunshine > 5: No (5/1)
## : : pressure_3pm > 1008.5:
## : : :...wind_gust_dir in [N-NE]:
## : : :...rainfall <= 0:
## : : : :...wind_gust_speed <= 33:
## : : : : :...wind_speed_9am <= 2: No (16)
## : : : : : wind_speed_9am > 2:
## : : : : : :...wind_speed_9am <= 15: No (93/27)
## : : : : : wind_speed_9am > 15:
## : : : : : :...cloud_3pm <= 7: Yes (6)
## : : : : : cloud_3pm > 7: No (6/2)
## : : : : wind_gust_speed > 33:
## : : : : :...sunshine <= 2.3: No (8)
## : : : : sunshine > 2.3: [S80]
## : : : rainfall > 0:
## : : : :...wind_gust_speed > 39: No (4)
## : : : wind_gust_speed <= 39:
## : : : :...cloud_9am > 7: Yes (24/5)
## : : : cloud_9am <= 7:
## : : : :...min_temp <= 2.8: Yes (6)
## : : : min_temp > 2.8:
## : : : :...min_temp <= 7.1: No (10/1)
## : : : min_temp > 7.1: [S81]
## : : wind_gust_dir in [ENE-NNW]:
## : : :...wind_speed_3pm > 15: No (758/199)
## : : wind_speed_3pm <= 15:
## : : :...wind_gust_speed <= 28: No (297/75)
## : : wind_gust_speed > 28:
## : : :...wind_gust_dir in [ENE-SSE]:
## : : :...max_temp > 28.6: Yes (10)
## : : : max_temp <= 28.6:
## : : : :...wind_speed_9am > 7: [S82]
## : : : wind_speed_9am <= 7: [S83]
## : : wind_gust_dir in [S-NNW]:
## : : :...humidity_3pm <= 76: No (235/75)
## : : humidity_3pm > 76: [S84]
## : rain_today = Yes:
## : :...cloud_9am <= 1: No (85/15)
## : cloud_9am > 1:
## : :...pressure_3pm <= 1013.8:
## : :...humidity_3pm > 75:
## : : :...cloud_3pm > 6: Yes (251/68)
## : : : cloud_3pm <= 6:
## : : : :...wind_dir_3pm in [ESE-NNW]: Yes (121/45)
## : : : wind_dir_3pm in [N-E]:
## : : : :...wind_dir_9am in [NW-NNW]: No (13)
## : : : wind_dir_9am in [N-WNW]:
## : : : :...sunshine <= 6: Yes (7/1)
## : : : sunshine > 6:
## : : : :...evaporation <= 4.5: Yes (3)
## : : : evaporation > 4.5: No (47/19)
## : : humidity_3pm <= 75:
## : : :...sunshine > 9.4:
## : : :...wind_speed_3pm <= 30: No (48/9)
## : : : wind_speed_3pm > 30: Yes (3)
## : : sunshine <= 9.4:
## : : :...wind_gust_speed > 30:
## : : :...cloud_3pm <= 5:
## : : : :...temp_3pm > 18.1: No (187/76)
## : : : : temp_3pm <= 18.1:
## : : : : :...cloud_3pm <= 2: No (4)
## : : : : cloud_3pm > 2: Yes (64/15)
## : : : cloud_3pm > 5:
## : : : :...temp_9am > 29.1: No (21/5)
## : : : temp_9am <= 29.1:
## : : : :...evaporation <= 1.3: No (20/6)
## : : : evaporation > 1.3: Yes (286/107)
## : : wind_gust_speed <= 30:
## : : :...min_temp <= 5.6: No (13)
## : : min_temp > 5.6:
## : : :...humidity_9am <= 74:
## : : :...sunshine <= 3.2: Yes (2)
## : : : sunshine > 3.2: No (25/2)
## : : humidity_9am > 74:
## : : :...wind_speed_9am > 9: No (66/22)
## : : wind_speed_9am <= 9:
## : : :...humidity_3pm <= 67: No (9/1)
## : : humidity_3pm > 67:
## : : :...rainfall <= 1.5: No (7)
## : : rainfall > 1.5: Yes (106/47)
## : pressure_3pm > 1013.8:
## : :...temp_3pm <= 12.4:
## : :...wind_gust_speed <= 33:
## : : :...cloud_3pm <= 6: No (82/5)
## : : : cloud_3pm > 6:
## : : : :...wind_speed_3pm <= 6: Yes (5/1)
## : : : wind_speed_3pm > 6: No (93/13)
## : : wind_gust_speed > 33:
## : : :...humidity_3pm <= 78: No (126/37)
## : : humidity_3pm > 78:
## : : :...cloud_9am <= 6: Yes (12/2)
## : : cloud_9am > 6: No (9/3)
## : temp_3pm > 12.4:
## : :...cloud_3pm <= 2:
## : :...wind_gust_dir in [WSW-NNW]: No (32/1)
## : : wind_gust_dir in [N-SW]:
## : : :...pressure_9am <= 1019.1: No (13)
## : : pressure_9am > 1019.1:
## : : :...rainfall <= 8.8: No (17/4)
## : : rainfall > 8.8: Yes (8)
## : cloud_3pm > 2:
## : :...sunshine <= 0.5: Yes (126/48)
## : sunshine > 0.5:
## : :...wind_gust_speed <= 28: No (521/154)
## : wind_gust_speed > 28:
## : :...humidity_3pm > 77:
## : :...wind_dir_3pm in [N-SSW]: Yes (164/56)
## : : wind_dir_3pm in [SW-NNW]:
## : : :...temp_9am <= 9: Yes (5)
## : : temp_9am > 9: No (65/23)
## : humidity_3pm <= 77:
## : :...evaporation <= 1.3: No (106/25)
## : evaporation > 1.3:
## : :...rainfall <= 5.1:
## : :...cloud_9am > 4: [S85]
## : : cloud_9am <= 4: [S86]
## : rainfall > 5.1: [S87]
## humidity_3pm > 81:
## :...temp_9am <= 6.4:
## :...pressure_3pm <= 1014:
## : :...temp_9am > 5.6: Yes (52)
## : : temp_9am <= 5.6:
## : : :...wind_gust_speed > 48: Yes (33/1)
## : : wind_gust_speed <= 48:
## : : :...wind_speed_9am <= 15:
## : : :...temp_9am <= 5.5: Yes (39/7)
## : : : temp_9am > 5.5: No (3)
## : : wind_speed_9am > 15:
## : : :...humidity_3pm <= 98: No (6)
## : : humidity_3pm > 98: Yes (2)
## : pressure_3pm > 1014:
## : :...humidity_3pm <= 94:
## : :...wind_gust_speed <= 19: No (66/7)
## : : wind_gust_speed > 19:
## : : :...pressure_3pm <= 1015.3:
## : : :...cloud_9am <= 6:
## : : : :...humidity_9am <= 94:
## : : : : :...rainfall <= 2.7: No (52/8)
## : : : : : rainfall > 2.7: Yes (13/1)
## : : : : humidity_9am > 94:
## : : : : :...wind_dir_9am in [N-W]: No (110/10)
## : : : : wind_dir_9am in [WNW-NNW]: Yes (8/2)
## : : : cloud_9am > 6:
## : : : :...wind_dir_9am in [N-SE]: Yes (5)
## : : : wind_dir_9am in [SSE-NNW]:
## : : : :...temp_3pm <= 6.7: Yes (2)
## : : : temp_3pm > 6.7: No (7)
## : : pressure_3pm > 1015.3:
## : : :...pressure_3pm > 1024.1:
## : : :...temp_3pm <= 7: Yes (3)
## : : : temp_3pm > 7: No (22/1)
## : : pressure_3pm <= 1024.1:
## : : :...cloud_3pm > 7:
## : : :...wind_speed_3pm <= 15: Yes (9/1)
## : : : wind_speed_3pm > 15: No (20/7)
## : : cloud_3pm <= 7:
## : : :...pressure_9am > 1018.9: Yes (27/4)
## : : pressure_9am <= 1018.9:
## : : :...sunshine <= 7.7: Yes (5)
## : : sunshine > 7.7: No (7/1)
## : humidity_3pm > 94:
## : :...wind_gust_dir in [NW-NNW]: Yes (55/7)
## : wind_gust_dir in [N-WNW]:
## : :...temp_3pm <= -1.2: Yes (72/13)
## : temp_3pm > -1.2:
## : :...rainfall > 3.3: Yes (103/36)
## : rainfall <= 3.3:
## : :...temp_9am <= -1.2: No (27/3)
## : temp_9am > -1.2:
## : :...wind_gust_speed <= 35: No (27/6)
## : wind_gust_speed > 35:
## : :...rain_today = Yes: No (21/8)
## : rain_today = No:
## : :...rainfall > 0.3: Yes (15/3)
## : rainfall <= 0.3:
## : :...rainfall <= 0.1: [S88]
## : rainfall > 0.1: [S89]
## temp_9am > 6.4:
## :...temp_3pm > 30.3:
## :...rainfall <= 9.6: No (23)
## : rainfall > 9.6: Yes (5/1)
## temp_3pm <= 30.3:
## :...rainfall > 2.3:
## :...humidity_3pm > 88: Yes (2339/183)
## : humidity_3pm <= 88:
## : :...min_temp > 22.2: Yes (147/4)
## : min_temp <= 22.2:
## : :...wind_gust_speed <= 43:
## : :...humidity_3pm <= 82:
## : : :...wind_dir_3pm in [N-NW]: Yes (120/49)
## : : : wind_dir_3pm = NNW: No (4)
## : : humidity_3pm > 82:
## : : :...wind_speed_3pm <= 9: Yes (202/33)
## : : wind_speed_3pm > 9:
## : : :...wind_gust_speed <= 30:
## : : :...wind_gust_dir in [N-SE]: Yes (36/8)
## : : : wind_gust_dir in [SSE-NNW]:
## : : : :...humidity_9am > 95: Yes (30/9)
## : : : humidity_9am <= 95: [S90]
## : : wind_gust_speed > 30:
## : : :...wind_speed_9am <= 13: Yes (194/35)
## : : wind_speed_9am > 13:
## : : :...humidity_9am <= 98: Yes (154/41)
## : : humidity_9am > 98:
## : : :...min_temp <= 18: No (15/2)
## : : min_temp > 18: Yes (2)
## : wind_gust_speed > 43:
## : :...pressure_3pm <= 1003.8: Yes (111/2)
## : pressure_3pm > 1003.8:
## : :...temp_9am <= 21.2: Yes (600/72)
## : temp_9am > 21.2:
## : :...min_temp <= 19.1: Yes (23/2)
## : min_temp > 19.1:
## : :...min_temp <= 19.6: No (8/2)
## : min_temp > 19.6:
## : :...wind_speed_3pm <= 26: [S91]
## : wind_speed_3pm > 26: [S92]
## rainfall <= 2.3:
## :...humidity_3pm > 88:
## :...humidity_9am <= 96: Yes (1718/283)
## : humidity_9am > 96:
## : :...wind_dir_3pm in [NW-NNW]: Yes (44/4)
## : wind_dir_3pm in [N-WNW]:
## : :...pressure_3pm <= 1015.4: Yes (192/46)
## : pressure_3pm > 1015.4:
## : :...min_temp <= 2.9: Yes (10)
## : min_temp > 2.9:
## : :...humidity_3pm <= 93:
## : :...wind_gust_speed <= 39: No (57/17)
## : : wind_gust_speed > 39: Yes (8/1)
## : humidity_3pm > 93:
## : :...rain_today = Yes: Yes (34/9)
## : rain_today = No:
## : :...wind_speed_3pm <= 4: Yes (6)
## : wind_speed_3pm > 4: [S93]
## humidity_3pm <= 88:
## :...pressure_3pm <= 1015.1:
## :...cloud_3pm > 5: Yes (695/141)
## : cloud_3pm <= 5:
## : :...temp_3pm <= 17.7: Yes (187/45)
## : temp_3pm > 17.7:
## : :...rain_today = Yes: Yes (33/8)
## : rain_today = No:
## : :...cloud_3pm <= 2:
## : :...rainfall <= 0.1: No (13)
## : : rainfall > 0.1: Yes (2)
## : cloud_3pm > 2:
## : :...sunshine <= 8.3:
## : :...rainfall <= 0.7: Yes (15)
## : : rainfall > 0.7:
## : : :...evaporation <= 3.5: Yes (3)
## : : evaporation > 3.5: No (3)
## : sunshine > 8.3:
## : :...wind_gust_speed > 33: Yes (164/79)
## : wind_gust_speed <= 33:
## : :...cloud_3pm <= 4: Yes (4/1)
## : cloud_3pm > 4:
## : :...temp_3pm > 20.9: No (32/3)
## : temp_3pm <= 20.9: [S94]
## pressure_3pm > 1015.1:
## :...humidity_9am > 96:
## :...pressure_3pm > 1021.8:
## : :...wind_dir_9am in [N-WSW]: No (67/6)
## : : wind_dir_9am in [W-NNW]:
## : : :...wind_gust_speed <= 31: No (18/2)
## : : wind_gust_speed > 31: Yes (8/1)
## : pressure_3pm <= 1021.8:
## : :...wind_dir_3pm in [N-SW]: No (65/22)
## : wind_dir_3pm in [WSW-NNW]:
## : :...max_temp <= 17.8: Yes (33/7)
## : max_temp > 17.8:
## : :...cloud_9am <= 7: No (7)
## : cloud_9am > 7: Yes (2)
## humidity_9am <= 96:
## :...wind_speed_9am > 31: Yes (31/5)
## wind_speed_9am <= 31:
## :...rain_today = Yes:
## :...humidity_3pm > 84: Yes (82/22)
## : humidity_3pm <= 84:
## : :...wind_dir_9am in [N-WSW]:
## : :...pressure_9am <= 1017.6: Yes (5)
## : : pressure_9am > 1017.6: No (38/14)
## : wind_dir_9am in [W-NNW]: [S95]
## rain_today = No:
## :...cloud_9am <= 2:
## :...cloud_3pm <= 5: No (9)
## : cloud_3pm > 5: [S96]
## cloud_9am > 2:
## :...wind_gust_speed > 56:
## :...wind_speed_3pm <= 43: Yes (50/9)
## : wind_speed_3pm > 43: No (4)
## wind_gust_speed <= 56:
## :...wind_speed_3pm <= 13:
## :...cloud_3pm <= 5: [S97]
## : cloud_3pm > 5:
## : :...wind_gust_speed > 22: [S98]
## : wind_gust_speed <= 22: [S99]
## wind_speed_3pm > 13:
## :...wind_dir_9am in [NW-NNW]: [S100]
## wind_dir_9am in [N-WNW]: [S101]
##
## SubTree [S1]
##
## wind_dir_3pm in [N-WNW]: Yes (104/36)
## wind_dir_3pm in [NW-NNW]: No (6/2)
##
## SubTree [S2]
##
## evaporation <= 3.9: Yes (4)
## evaporation > 3.9: No (13/1)
##
## SubTree [S3]
##
## wind_speed_9am <= 2: Yes (4)
## wind_speed_9am > 2:
## :...cloud_9am <= 6: No (11/2)
## cloud_9am > 6: Yes (6/2)
##
## SubTree [S4]
##
## humidity_3pm <= 65: No (126/36)
## humidity_3pm > 65: Yes (24/10)
##
## SubTree [S5]
##
## wind_dir_3pm in [N-SW]: No (2)
## wind_dir_3pm in [WSW-NNW]: Yes (7)
##
## SubTree [S6]
##
## wind_speed_3pm > 15: No (155/57)
## wind_speed_3pm <= 15:
## :...min_temp <= 4.1: No (3)
## min_temp > 4.1: Yes (9/2)
##
## SubTree [S7]
##
## pressure_9am <= 1011.2: No (2)
## pressure_9am > 1011.2: Yes (9)
##
## SubTree [S8]
##
## wind_dir_9am in [NE-ESE]: Yes (2)
## wind_dir_9am in [SE-NNW]: No (9)
##
## SubTree [S9]
##
## wind_dir_9am in [NE-ESE]: Yes (8/1)
## wind_dir_9am in [SE-NNW]: No (60/19)
##
## SubTree [S10]
##
## humidity_9am <= 91: No (4/1)
## humidity_9am > 91: Yes (12/2)
##
## SubTree [S11]
##
## humidity_9am > 98: No (5)
## humidity_9am <= 98:
## :...wind_dir_9am in [NW-NNW]: Yes (8/1)
## wind_dir_9am in [N-WNW]:
## :...max_temp <= 18.7: No (7/1)
## max_temp > 18.7:
## :...humidity_3pm <= 59: Yes (28/10)
## humidity_3pm > 59: No (7/1)
##
## SubTree [S12]
##
## wind_dir_9am in [N-SW]: No (7/1)
## wind_dir_9am in [WSW-NNW]: Yes (6/1)
##
## SubTree [S13]
##
## wind_dir_3pm in [NE-SSW]: No (3)
## wind_dir_3pm in [SW-NNW]:
## :...temp_9am <= 8.3: No (5/1)
## temp_9am > 8.3: Yes (19/3)
##
## SubTree [S14]
##
## wind_dir_3pm in [N-W]: No (12)
## wind_dir_3pm in [WNW-NNW]: Yes (2)
##
## SubTree [S15]
##
## humidity_9am <= 90: No (6)
## humidity_9am > 90: Yes (3)
##
## SubTree [S16]
##
## wind_gust_dir in [SSE-NNW]: No (15/1)
## wind_gust_dir in [N-SE]:
## :...cloud_3pm <= 6: No (16/7)
## cloud_3pm > 6: Yes (6)
##
## SubTree [S17]
##
## wind_gust_dir in [S-NNW]: Yes (105/25)
## wind_gust_dir in [N-SSE]:
## :...evaporation > 9.5: Yes (5)
## evaporation <= 9.5:
## :...humidity_9am <= 67: Yes (5)
## humidity_9am > 67: No (25/8)
##
## SubTree [S18]
##
## wind_dir_9am in [NW-NNW]: Yes (5)
## wind_dir_9am in [N-WNW]:
## :...temp_9am <= 17.8: No (18/4)
## temp_9am > 17.8: Yes (3)
##
## SubTree [S19]
##
## wind_gust_dir in [N-NNE]: No (9/2)
## wind_gust_dir in [NE-NNW]:
## :...wind_gust_dir in [NE-ENE]: Yes (12)
## wind_gust_dir in [E-NNW]:
## :...wind_speed_9am <= 26: Yes (40/12)
## wind_speed_9am > 26: No (4)
##
## SubTree [S20]
##
## wind_speed_3pm <= 37: No (183/55)
## wind_speed_3pm > 37: Yes (12/2)
##
## SubTree [S21]
##
## evaporation <= 4.3: No (17)
## evaporation > 4.3:
## :...pressure_9am > 1015.1: No (42/7)
## pressure_9am <= 1015.1:
## :...rainfall <= 3.6: No (4)
## rainfall > 3.6: Yes (12/2)
##
## SubTree [S22]
##
## cloud_9am > 6: No (31/5)
## cloud_9am <= 6:
## :...pressure_3pm > 1020.2: No (78/24)
## pressure_3pm <= 1020.2:
## :...pressure_3pm > 1019.3: Yes (11/1)
## pressure_3pm <= 1019.3:
## :...cloud_9am > 5: Yes (9/2)
## cloud_9am <= 5:
## :...wind_speed_3pm <= 28: Yes (125/52)
## wind_speed_3pm > 28: No (55/19)
##
## SubTree [S23]
##
## humidity_3pm <= 50: No (12/4)
## humidity_3pm > 50:
## :...rainfall > 14.1: Yes (11)
## rainfall <= 14.1:
## :...humidity_3pm <= 52: Yes (14/1)
## humidity_3pm > 52:
## :...cloud_3pm <= 4:
## :...wind_speed_9am <= 30: Yes (32/7)
## : wind_speed_9am > 30: No (4)
## cloud_3pm > 4:
## :...wind_gust_dir in [SW-NNW]: No (40/16)
## wind_gust_dir in [N-SSW]:
## :...rainfall > 6.6: Yes (12)
## rainfall <= 6.6:
## :...pressure_3pm <= 1018.6: No (15/5)
## pressure_3pm > 1018.6: Yes (7)
##
## SubTree [S24]
##
## wind_speed_9am <= 7: No (11)
## wind_speed_9am > 7:
## :...pressure_3pm <= 1012.7: No (45/12)
## pressure_3pm > 1012.7: Yes (3)
##
## SubTree [S25]
##
## humidity_3pm <= 47: No (46/15)
## humidity_3pm > 47:
## :...humidity_9am <= 29: No (5)
## humidity_9am > 29: Yes (78/31)
##
## SubTree [S26]
##
## wind_speed_3pm <= 2: Yes (3)
## wind_speed_3pm > 2:
## :...cloud_9am <= 1: Yes (4/1)
## cloud_9am > 1: No (50/14)
##
## SubTree [S27]
##
## cloud_3pm <= 5: No (4/1)
## cloud_3pm > 5:
## :...humidity_9am <= 75: Yes (15/3)
## humidity_9am > 75: No (3)
##
## SubTree [S28]
##
## humidity_3pm <= 37: No (18/2)
## humidity_3pm > 37: Yes (16/6)
##
## SubTree [S29]
##
## wind_gust_speed <= 59: No (4)
## wind_gust_speed > 59: Yes (6/1)
##
## SubTree [S30]
##
## max_temp <= 33.8: Yes (4)
## max_temp > 33.8: No (4)
##
## SubTree [S31]
##
## wind_gust_speed <= 74: Yes (19/5)
## wind_gust_speed > 74: No (9/2)
##
## SubTree [S32]
##
## wind_speed_9am > 19: No (10)
## wind_speed_9am <= 19:
## :...wind_speed_9am <= 15: No (4)
## wind_speed_9am > 15: Yes (5/1)
##
## SubTree [S33]
##
## wind_dir_3pm = W: No (45/15)
## wind_dir_3pm in [WNW-NNW]: Yes (54/23)
##
## SubTree [S34]
##
## temp_9am <= 14.7: No (55/12)
## temp_9am > 14.7: Yes (7)
##
## SubTree [S35]
##
## wind_gust_dir = NNW: No (2)
## wind_gust_dir in [W-NW]:
## :...sunshine <= 7.5: Yes (12/1)
## sunshine > 7.5: No (4/1)
##
## SubTree [S36]
##
## wind_speed_3pm <= 37: Yes (16/2)
## wind_speed_3pm > 37: No (2)
##
## SubTree [S37]
##
## wind_gust_speed <= 22: No (5)
## wind_gust_speed > 22: Yes (81/33)
##
## SubTree [S38]
##
## wind_gust_speed <= 43: No (22/2)
## wind_gust_speed > 43: Yes (18/6)
##
## SubTree [S39]
##
## rainfall > 0.1: Yes (26/9)
## rainfall <= 0.1:
## :...wind_speed_3pm <= 35: No (114/31)
## wind_speed_3pm > 35:
## :...humidity_9am <= 49: No (2)
## humidity_9am > 49: Yes (7)
##
## SubTree [S40]
##
## wind_gust_dir in [N-ENE]: Yes (3)
## wind_gust_dir in [E-NNW]: No (14/1)
##
## SubTree [S41]
##
## pressure_3pm > 1002: No (236/43)
## pressure_3pm <= 1002:
## :...wind_speed_3pm <= 20: Yes (9)
## wind_speed_3pm > 20: No (8/1)
##
## SubTree [S42]
##
## wind_dir_3pm in [N-SW]: No (11)
## wind_dir_3pm in [WSW-NNW]:
## :...wind_gust_dir in [WSW-NW]: Yes (28/10)
## wind_gust_dir = NNW: No (4)
##
## SubTree [S43]
##
## pressure_9am <= 1010.4: Yes (11/1)
## pressure_9am > 1010.4: No (4)
##
## SubTree [S44]
##
## humidity_3pm > 62: Yes (6)
## humidity_3pm <= 62:
## :...pressure_9am <= 1011.1: Yes (17/6)
## pressure_9am > 1011.1: No (9)
##
## SubTree [S45]
##
## cloud_9am > 4: No (50/3)
## cloud_9am <= 4:
## :...evaporation > 7.9: No (10)
## evaporation <= 7.9:
## :...wind_dir_3pm in [N-S]: Yes (7/1)
## wind_dir_3pm in [SSW-NNW]: No (3)
##
## SubTree [S46]
##
## wind_gust_dir in [N-WNW]: No (97/10)
## wind_gust_dir in [NW-NNW]: Yes (4/1)
##
## SubTree [S47]
##
## wind_gust_dir in [N-SSE]: No (20/8)
## wind_gust_dir in [S-NNW]:
## :...wind_dir_9am in [N-E]: Yes (10)
## wind_dir_9am in [ESE-NNW]:
## :...pressure_3pm <= 1009.2: Yes (3)
## pressure_3pm > 1009.2: No (4)
##
## SubTree [S48]
##
## wind_speed_3pm > 30: No (42/5)
## wind_speed_3pm <= 30:
## :...evaporation > 5.1: Yes (12/2)
## evaporation <= 5.1:
## :...wind_dir_3pm in [ENE-SW]: Yes (2)
## wind_dir_3pm in [WSW-WNW]: No (19/4)
##
## SubTree [S49]
##
## cloud_3pm <= 7: No (174/16)
## cloud_3pm > 7:
## :...pressure_9am <= 1009.4: No (7/1)
## pressure_9am > 1009.4: Yes (4)
##
## SubTree [S50]
##
## temp_9am <= 28.5: Yes (9/1)
## temp_9am > 28.5: No (3)
##
## SubTree [S51]
##
## wind_dir_3pm in [E-ESE]: Yes (2)
## wind_dir_3pm in [SE-WNW]: No (88/9)
##
## SubTree [S52]
##
## pressure_3pm <= 1002: Yes (10/2)
## pressure_3pm > 1002: No (84/21)
##
## SubTree [S53]
##
## wind_gust_dir in [N-S]:
## :...temp_9am <= 25.7: No (35/5)
## : temp_9am > 25.7: Yes (4)
## wind_gust_dir in [SSW-NNW]:
## :...rainfall > 0.1: No (18/6)
## rainfall <= 0.1:
## :...humidity_9am <= 79: Yes (81/34)
## humidity_9am > 79: No (6)
##
## SubTree [S54]
##
## wind_dir_3pm = NNW:
## :...min_temp > 19.4: No (3)
## : min_temp <= 19.4:
## : :...sunshine <= 8.1: No (2)
## : sunshine > 8.1: Yes (24/3)
## wind_dir_3pm = NW:
## :...wind_speed_9am <= 15: No (17/3)
## wind_speed_9am > 15:
## :...humidity_9am > 54: Yes (18/3)
## humidity_9am <= 54:
## :...wind_gust_dir in [N-WNW]: No (13/2)
## wind_gust_dir in [NW-NNW]: Yes (20/9)
##
## SubTree [S55]
##
## wind_gust_speed <= 52: No (6/1)
## wind_gust_speed > 52: Yes (41/8)
##
## SubTree [S56]
##
## evaporation <= 11.3: No (60/3)
## evaporation > 11.3:
## :...wind_speed_3pm <= 22: Yes (3)
## wind_speed_3pm > 22: No (3)
##
## SubTree [S57]
##
## wind_gust_speed <= 63:
## :...evaporation <= 5.9: No (135/28)
## : evaporation > 5.9:
## : :...wind_gust_speed <= 57: No (18/5)
## : wind_gust_speed > 57:
## : :...wind_speed_3pm <= 33: Yes (10)
## : wind_speed_3pm > 33: No (6/2)
## wind_gust_speed > 63:
## :...sunshine > 9.9: No (9)
## sunshine <= 9.9:
## :...wind_speed_3pm <= 41: Yes (29/6)
## wind_speed_3pm > 41:
## :...pressure_3pm > 1007.4: No (11)
## pressure_3pm <= 1007.4:
## :...evaporation <= 4.3: No (2)
## evaporation > 4.3: Yes (7)
##
## SubTree [S58]
##
## wind_dir_3pm in [N-ENE]: No (4/1)
## wind_dir_3pm in [E-NNW]: Yes (6)
##
## SubTree [S59]
##
## wind_speed_3pm <= 22: Yes (10/1)
## wind_speed_3pm > 22:
## :...wind_gust_speed > 57: No (6)
## wind_gust_speed <= 57:
## :...sunshine <= 9.2: Yes (13/4)
## sunshine > 9.2: No (3)
##
## SubTree [S60]
##
## pressure_9am <= 1014.5: No (45/15)
## pressure_9am > 1014.5: Yes (8/1)
##
## SubTree [S61]
##
## wind_speed_3pm > 26: No (69/5)
## wind_speed_3pm <= 26:
## :...humidity_3pm <= 58: No (13/3)
## humidity_3pm > 58: Yes (4)
##
## SubTree [S62]
##
## wind_dir_9am in [N-NNE]: Yes (8/2)
## wind_dir_9am in [NE-NNW]:
## :...wind_gust_dir in [SSW-SW]: No (130/16)
## wind_gust_dir = S:
## :...wind_dir_3pm in [SSW-NNW]:
## :...wind_gust_speed <= 54: No (4)
## : wind_gust_speed > 54:
## : :...wind_dir_3pm in [SSW-SW]: Yes (13/3)
## : wind_dir_3pm in [WSW-NNW]: No (2)
## wind_dir_3pm in [N-S]:
## :...min_temp > 20.5: Yes (8/2)
## min_temp <= 20.5:
## :...wind_dir_9am in [NE-S]: No (55/1)
## wind_dir_9am in [SSW-NNW]:
## :...min_temp <= 7.5: Yes (4)
## min_temp > 7.5: No (47/9)
##
## SubTree [S63]
##
## temp_3pm <= 13.4: No (20/6)
## temp_3pm > 13.4: Yes (41/8)
##
## SubTree [S64]
##
## wind_dir_3pm in [N-E]: Yes (12/4)
## wind_dir_3pm in [ESE-NNW]: No (43/9)
##
## SubTree [S65]
##
## temp_9am <= 12.6: Yes (7)
## temp_9am > 12.6: No (7/2)
##
## SubTree [S66]
##
## temp_3pm > 26.1: Yes (11)
## temp_3pm <= 26.1:
## :...rainfall > 0.5: Yes (22/6)
## rainfall <= 0.5:
## :...wind_gust_speed > 65: No (35/9)
## wind_gust_speed <= 65:
## :...rainfall > 0.3: No (9/1)
## rainfall <= 0.3:
## :...wind_dir_3pm in [N-E]: No (8/1)
## wind_dir_3pm in [ESE-NNW]:
## :...pressure_9am <= 1011.5:
## :...rainfall <= 0.1: No (51/22)
## : rainfall > 0.1: Yes (13/3)
## pressure_9am > 1011.5:
## :...wind_speed_3pm <= 33: Yes (25/1)
## wind_speed_3pm > 33:
## :...wind_dir_3pm in [ESE-WNW]: Yes (2)
## wind_dir_3pm in [NW-NNW]: No (3)
##
## SubTree [S67]
##
## wind_gust_dir in [N-SSE]: No (9/1)
## wind_gust_dir in [S-NNW]: Yes (8/1)
##
## SubTree [S68]
##
## wind_speed_3pm <= 28: Yes (4)
## wind_speed_3pm > 28: No (5)
##
## SubTree [S69]
##
## wind_dir_3pm in [N-WSW]: Yes (28/7)
## wind_dir_3pm in [W-NNW]: No (4)
##
## SubTree [S70]
##
## min_temp <= 15.6: Yes (8)
## min_temp > 15.6: No (3)
##
## SubTree [S71]
##
## humidity_3pm <= 79: Yes (16/2)
## humidity_3pm > 79: No (2)
##
## SubTree [S72]
##
## wind_dir_3pm in [N-SE]: No (6)
## wind_dir_3pm in [SSE-NNW]:
## :...sunshine <= 8.6: Yes (21/5)
## sunshine > 8.6: No (2)
##
## SubTree [S73]
##
## temp_9am <= 22.8: No (6)
## temp_9am > 22.8: Yes (2)
##
## SubTree [S74]
##
## humidity_9am > 93: No (3)
## humidity_9am <= 93:
## :...pressure_3pm <= 1008.6: No (2)
## pressure_3pm > 1008.6: Yes (7)
##
## SubTree [S75]
##
## wind_dir_9am in [NW-NNW]: Yes (22/7)
## wind_dir_9am in [N-WNW]:
## :...min_temp > 19.2: Yes (7/1)
## min_temp <= 19.2:
## :...wind_dir_9am = N: Yes (3)
## wind_dir_9am in [NNE-WNW]: No (33/4)
##
## SubTree [S76]
##
## humidity_3pm <= 72: Yes (25/9)
## humidity_3pm > 72: No (5)
##
## SubTree [S77]
##
## wind_dir_9am in [N-NW]: No (55/4)
## wind_dir_9am = NNW: Yes (2)
##
## SubTree [S78]
##
## humidity_3pm <= 76: Yes (8)
## humidity_3pm > 76: No (2)
##
## SubTree [S79]
##
## wind_gust_dir in [ENE-SSE]:
## :...wind_speed_9am <= 9: No (6)
## : wind_speed_9am > 9: Yes (44/17)
## wind_gust_dir in [S-NNW]:
## :...min_temp <= 21.1: No (64/10)
## min_temp > 21.1:
## :...cloud_3pm <= 3: No (3)
## cloud_3pm > 3: Yes (16/5)
##
## SubTree [S80]
##
## wind_dir_3pm in [WSW-NNW]: Yes (12/2)
## wind_dir_3pm in [N-SW]:
## :...cloud_3pm <= 7: No (33/11)
## cloud_3pm > 7: Yes (21/8)
##
## SubTree [S81]
##
## wind_speed_3pm <= 7: No (4)
## wind_speed_3pm > 7: Yes (23/7)
##
## SubTree [S82]
##
## cloud_3pm <= 6: Yes (4/1)
## cloud_3pm > 6: No (50/19)
##
## SubTree [S83]
##
## min_temp > 17.4: Yes (10)
## min_temp <= 17.4:
## :...pressure_3pm <= 1014.8: Yes (3)
## pressure_3pm > 1014.8: No (8/2)
##
## SubTree [S84]
##
## wind_dir_9am in [WSW-NNW]: Yes (24/5)
## wind_dir_9am in [N-SW]:
## :...cloud_3pm <= 7: No (24/8)
## cloud_3pm > 7:
## :...rainfall > 0.6: No (2)
## rainfall <= 0.6:
## :...wind_gust_speed <= 33: No (7/2)
## wind_gust_speed > 33: Yes (23/8)
##
## SubTree [S85]
##
## wind_gust_speed <= 37: No (283/80)
## wind_gust_speed > 37:
## :...wind_dir_3pm in [N-SW]: No (155/57)
## wind_dir_3pm in [WSW-NNW]: Yes (35/9)
##
## SubTree [S86]
##
## pressure_9am <= 1017.5: No (5)
## pressure_9am > 1017.5:
## :...temp_3pm <= 18.4: Yes (12)
## temp_3pm > 18.4:
## :...max_temp <= 26.1: No (5)
## max_temp > 26.1: Yes (4)
##
## SubTree [S87]
##
## wind_gust_dir in [SSE-NNW]: No (312/148)
## wind_gust_dir in [N-SE]:
## :...wind_speed_9am > 20: Yes (7)
## wind_speed_9am <= 20:
## :...humidity_9am <= 77: No (12/3)
## humidity_9am > 77:
## :...wind_speed_9am <= 6:
## :...wind_speed_3pm <= 26: Yes (20)
## : wind_speed_3pm > 26: No (2)
## wind_speed_9am > 6:
## :...wind_gust_dir in [N-ENE]: No (31/14)
## wind_gust_dir in [E-SE]: Yes (37/11)
##
## SubTree [S88]
##
## humidity_9am <= 90: No (4)
## humidity_9am > 90: Yes (54/23)
##
## SubTree [S89]
##
## humidity_3pm <= 99: No (11/2)
## humidity_3pm > 99: Yes (3)
##
## SubTree [S90]
##
## wind_dir_3pm in [N-ENE]: Yes (3)
## wind_dir_3pm in [E-NNW]: No (38/11)
##
## SubTree [S91]
##
## humidity_3pm <= 82: No (2)
## humidity_3pm > 82: Yes (21/2)
##
## SubTree [S92]
##
## wind_speed_3pm <= 30: No (5)
## wind_speed_3pm > 30:
## :...humidity_9am <= 87: Yes (9/1)
## humidity_9am > 87: No (3)
##
## SubTree [S93]
##
## wind_dir_3pm in [N-E]: No (14/3)
## wind_dir_3pm in [ESE-WNW]:
## :...rainfall <= 0.9: Yes (48/17)
## rainfall > 0.9: No (4)
##
## SubTree [S94]
##
## wind_speed_9am <= 4: Yes (4)
## wind_speed_9am > 4:
## :...max_temp <= 25.6: No (8/1)
## max_temp > 25.6: Yes (2)
##
## SubTree [S95]
##
## wind_gust_dir in [N-WNW]: Yes (18/2)
## wind_gust_dir in [NW-NNW]: No (2)
##
## SubTree [S96]
##
## wind_gust_dir in [N-ESE]: Yes (4)
## wind_gust_dir in [SE-NNW]: No (17/4)
##
## SubTree [S97]
##
## min_temp <= 3.4: No (10)
## min_temp > 3.4: Yes (132/63)
##
## SubTree [S98]
##
## temp_3pm <= 22.7: Yes (126/26)
## temp_3pm > 22.7: No (6/1)
##
## SubTree [S99]
##
## min_temp > 12.1: Yes (11/1)
## min_temp <= 12.1:
## :...wind_dir_3pm in [N-WSW]: No (24/5)
## wind_dir_3pm in [W-NNW]: Yes (2)
##
## SubTree [S100]
##
## pressure_3pm > 1026.1: No (3)
## pressure_3pm <= 1026.1:
## :...wind_gust_dir in [N-ESE]: No (3)
## wind_gust_dir in [SE-NNW]: Yes (39/7)
##
## SubTree [S101]
##
## humidity_9am <= 67: Yes (55/18)
## humidity_9am > 67:
## :...wind_gust_speed <= 37:
## :...wind_speed_9am <= 17: No (72/12)
## : wind_speed_9am > 17:
## : :...sunshine <= 6.6: Yes (6)
## : sunshine > 6.6:
## : :...pressure_9am <= 1020.5: Yes (3)
## : pressure_9am > 1020.5: No (8/1)
## wind_gust_speed > 37:
## :...cloud_3pm > 7:
## :...evaporation <= 2.9: Yes (8)
## : evaporation > 2.9:
## : :...wind_gust_dir in [N-S]: Yes (31/11)
## : wind_gust_dir in [SSW-NNW]:
## : :...rainfall <= 0.1: No (16/2)
## : rainfall > 0.1:
## : :...humidity_3pm <= 85: Yes (6/1)
## : humidity_3pm > 85: No (3)
## cloud_3pm <= 7:
## :...cloud_9am > 7: No (12/1)
## cloud_9am <= 7:
## :...cloud_9am > 5:
## :...cloud_9am <= 6: Yes (7)
## : cloud_9am > 6:
## : :...pressure_3pm <= 1017.4: Yes (5)
## : pressure_3pm > 1017.4:
## : :...humidity_9am > 79: No (7)
## : humidity_9am <= 79:
## : :...pressure_9am <= 1019.4: No (2)
## : pressure_9am > 1019.4: Yes (3)
## cloud_9am <= 5:
## :...cloud_3pm > 5: No (5)
## cloud_3pm <= 5:
## :...wind_speed_9am > 20: No (9)
## wind_speed_9am <= 20:
## :...sunshine <= 6.7: Yes (4)
## sunshine > 6.7:
## :...wind_dir_3pm in [N-E]: No (7)
## wind_dir_3pm in [ESE-NNW]:
## :...wind_speed_9am <= 11: Yes (10/1)
## wind_speed_9am > 11:
## :...humidity_3pm <= 83: No (10)
## humidity_3pm > 83: Yes (24/11)
##
##
## Evaluation on training data (123722 cases):
##
## Decision Tree
## ----------------
## Size Errors
##
## 845 15385(12.4%) <<
##
##
## (a) (b) <-classified as
## ---- ----
## 93147 4474 (a): class No
## 10911 15190 (b): class Yes
##
##
## Attribute usage:
##
## 100.00% humidity_3pm
## 90.80% sunshine
## 89.91% wind_gust_speed
## 88.29% rain_today
## 36.63% pressure_3pm
## 25.09% pressure_9am
## 19.31% cloud_3pm
## 18.42% rainfall
## 14.99% temp_9am
## 12.89% wind_dir_3pm
## 10.27% temp_3pm
## 10.27% wind_speed_9am
## 9.98% wind_speed_3pm
## 9.74% humidity_9am
## 8.49% cloud_9am
## 7.55% wind_dir_9am
## 7.17% wind_gust_dir
## 6.07% min_temp
## 4.22% evaporation
## 2.14% max_temp
##
##
## Time: 3.2 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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