20.73 C5.0 Rules Summary
summary(model)
##
## Call:
## C5.0.formula(formula = form, data = ds[tr, vars], rules = TRUE)
##
##
## C5.0 [Release 2.07 GPL Edition] Sat Jul 31 17:42:39 2021
## -------------------------------
##
## Class specified by attribute `outcome'
##
## Read 123722 cases (21 attributes) from undefined.data
##
## Rules:
##
## Rule 1: (2089/51, lift 1.2)
## temp_9am > 6.4
## cloud_3pm <= 5
## pressure_3pm > 1015.1
## humidity_3pm <= 88
## humidity_9am <= 96
## wind_speed_3pm <= 13
## rainfall <= 2.3
## min_temp <= 3.4
## -> class No [0.975]
##
## Rule 2: (9862/345, lift 1.2)
## temp_3pm > 12.4
## cloud_3pm <= 2
## pressure_3pm > 1013.8
## wind_gust_speed <= 41
## -> class No [0.965]
##
## Rule 3: (23, lift 1.2)
## temp_3pm > 30.3
## humidity_3pm > 81
## rainfall <= 9.6
## -> class No [0.960]
##
## Rule 4: (19, lift 1.2)
## cloud_3pm > 7
## humidity_3pm <= 66
## wind_dir_3pm in [N-NE]
## sunshine > 8.6
## -> class No [0.952]
##
## Rule 5: (9707/462, lift 1.2)
## temp_3pm > 18.4
## cloud_9am <= 4
## pressure_3pm > 1013.8
## humidity_3pm <= 81
## wind_gust_speed <= 41
## rainfall <= 5.1
## -> class No [0.952]
##
## Rule 6: (13718/673, lift 1.2)
## rain_today = No
## temp_3pm > 20.9
## cloud_3pm <= 5
## humidity_3pm <= 88
## wind_gust_speed <= 33
## sunshine > 8.3
## -> class No [0.951]
##
## Rule 7: (5960/305, lift 1.2)
## rain_today = No
## pressure_3pm > 1008.5
## humidity_3pm <= 81
## wind_speed_3pm <= 15
## wind_speed_9am > 7
## wind_gust_speed <= 41
## wind_gust_dir in [ENE-SSE]
## sunshine > 0.7
## -> class No [0.949]
##
## Rule 8: (5208/269, lift 1.2)
## rain_today = No
## pressure_3pm > 1015.1
## humidity_3pm <= 88
## wind_speed_3pm <= 13
## wind_gust_speed <= 22
## min_temp <= 12.1
## -> class No [0.948]
##
## Rule 9: (18596/987, lift 1.2)
## rain_today = No
## temp_3pm > 17.7
## cloud_3pm <= 5
## humidity_3pm <= 88
## wind_gust_speed <= 33
## sunshine > 8.3
## -> class No [0.947]
##
## Rule 10: (8879/479, lift 1.2)
## pressure_3pm > 1021.8
## humidity_3pm <= 88
## wind_gust_speed <= 31
## rainfall <= 2.3
## -> class No [0.946]
##
## Rule 11: (6270/522, lift 1.2)
## humidity_3pm <= 88
## humidity_9am <= 95
## wind_speed_3pm > 9
## wind_dir_3pm in [E-NNW]
## wind_gust_speed <= 30
## wind_gust_dir in [SSE-NNW]
## min_temp <= 22.2
## -> class No [0.917]
##
## Rule 12: (249/22, lift 1.2)
## temp_9am <= 6.4
## cloud_9am <= 6
## pressure_3pm > 1014
## pressure_3pm <= 1015.3
## humidity_3pm > 66
## humidity_3pm <= 94
## humidity_9am > 94
## wind_dir_9am in [N-W]
## -> class No [0.908]
##
## Rule 13: (1476/141, lift 1.1)
## humidity_3pm <= 81
## wind_speed_3pm > 26
## wind_gust_speed <= 41
## wind_gust_dir in [N-SE]
## -> class No [0.904]
##
## Rule 14: (1107/110, lift 1.1)
## temp_3pm > 17
## humidity_3pm <= 66
## wind_speed_9am > 26
## wind_dir_3pm in [N-W]
## wind_gust_speed > 46
## wind_gust_speed <= 59
## wind_gust_dir in [SSE-NNW]
## -> class No [0.900]
##
## Rule 15: (42320/4253, lift 1.1)
## pressure_3pm > 1015.4
## humidity_3pm <= 93
## wind_dir_3pm in [N-WNW]
## rainfall <= 2.3
## -> class No [0.899]
##
## Rule 16: (1251/138, lift 1.1)
## temp_9am > 4.4
## humidity_3pm <= 81
## wind_speed_3pm > 24
## wind_gust_speed > 41
## wind_gust_speed <= 43
## -> class No [0.889]
##
## Rule 17: (337/39, lift 1.1)
## humidity_3pm <= 66
## humidity_9am > 93
## evaporation <= 0.9
## -> class No [0.882]
##
## Rule 18: (4772/678, lift 1.1)
## temp_9am <= 6.4
## pressure_3pm > 1014
## -> class No [0.858]
##
## Rule 19: (114316/18928, lift 1.1)
## humidity_3pm <= 81
## -> class No [0.834]
##
## Rule 20: (24, lift 4.6)
## temp_9am > 6.4
## pressure_3pm > 1015.4
## humidity_3pm > 88
## wind_dir_3pm in [NNE-WNW]
## min_temp <= 2.9
## -> class Yes [0.962]
##
## Rule 21: (22, lift 4.5)
## cloud_9am > 1
## pressure_3pm > 1013.8
## humidity_3pm > 66
## humidity_3pm <= 77
## humidity_9am > 77
## wind_speed_3pm <= 26
## wind_speed_9am <= 6
## wind_gust_speed > 28
## wind_gust_speed <= 41
## wind_gust_dir in [N-SE]
## evaporation > 1.3
## rainfall > 5.1
## -> class Yes [0.958]
##
## Rule 22: (45/1, lift 4.5)
## rain_today = No
## pressure_3pm <= 1013.7
## humidity_9am > 80
## wind_gust_speed > 61
## sunshine <= 7.7
## evaporation <= 4.4
## -> class Yes [0.957]
##
## Rule 23: (19, lift 4.5)
## rain_today = Yes
## cloud_9am > 5
## pressure_3pm <= 1000
## humidity_3pm > 50
## humidity_3pm <= 66
## wind_gust_speed <= 46
## sunshine <= 9
## rainfall <= 27.6
## min_temp > 6.2
## -> class Yes [0.952]
##
## Rule 24: (18, lift 4.5)
## temp_3pm > 17.4
## pressure_3pm > 1014.3
## humidity_9am <= 82
## wind_dir_3pm in [NE-W]
## rainfall > 6.5
## max_temp <= 14
## min_temp > 3
## -> class Yes [0.950]
##
## Rule 25: (17, lift 4.5)
## pressure_3pm <= 1017.1
## humidity_3pm > 14
## wind_speed_3pm <= 33
## wind_dir_3pm in [N-NNE]
## wind_gust_speed > 57
## wind_gust_speed <= 63
## sunshine > 8.3
## sunshine <= 10.6
## evaporation > 5.9
## rainfall <= 0.1
## -> class Yes [0.947]
##
## Rule 26: (17, lift 4.5)
## rain_today = No
## cloud_3pm > 5
## pressure_3pm <= 1007.6
## humidity_3pm > 50
## humidity_3pm <= 66
## wind_speed_3pm > 28
## wind_dir_3pm in [E-NNW]
## wind_gust_speed > 50
## wind_gust_speed <= 65
## sunshine > 7.7
## sunshine <= 10.6
## min_temp <= 25.1
## -> class Yes [0.947]
##
## Rule 27: (17, lift 4.5)
## rain_today = Yes
## pressure_3pm <= 1009.3
## humidity_3pm > 50
## humidity_3pm <= 66
## humidity_9am <= 86
## wind_dir_9am in [N-NNE]
## wind_gust_speed > 39
## wind_gust_speed <= 46
## sunshine <= 9
## -> class Yes [0.947]
##
## Rule 28: (17, lift 4.5)
## rain_today = Yes
## cloud_3pm > 4
## cloud_3pm <= 6
## cloud_9am > 3
## pressure_3pm > 1018.6
## humidity_3pm > 48
## humidity_3pm <= 66
## humidity_9am > 68
## wind_dir_9am in [E-W]
## wind_gust_speed > 46
## wind_gust_dir in [E-SSW]
## sunshine <= 7
## rainfall <= 20.2
## -> class Yes [0.947]
##
## Rule 29: (35/1, lift 4.5)
## cloud_9am > 1
## pressure_3pm <= 1012.2
## pressure_9am > 1011.5
## humidity_3pm > 51
## humidity_3pm <= 66
## wind_speed_3pm <= 33
## wind_dir_3pm in [SSE-NNW]
## wind_gust_speed > 50
## wind_gust_speed <= 65
## wind_gust_dir in [WSW-NNW]
## sunshine > 7.7
## sunshine <= 10.6
## rainfall <= 0.3
## -> class Yes [0.946]
##
## Rule 30: (16, lift 4.5)
## rain_today = No
## temp_9am > 6.4
## cloud_3pm <= 7
## cloud_9am > 5
## cloud_9am <= 6
## pressure_3pm > 1015.1
## humidity_3pm > 81
## humidity_3pm <= 88
## wind_speed_3pm > 13
## wind_dir_9am in [N-WNW]
## -> class Yes [0.944]
##
## Rule 31: (15, lift 4.5)
## rain_today = No
## pressure_3pm <= 1017.2
## humidity_3pm > 66
## humidity_3pm <= 81
## humidity_9am > 82
## humidity_9am <= 94
## wind_speed_9am > 9
## wind_dir_3pm in [S-NW]
## wind_gust_speed <= 41
## sunshine <= 0.7
## -> class Yes [0.941]
##
## Rule 32: (131/7, lift 4.5)
## pressure_3pm <= 1006.1
## humidity_3pm > 22
## wind_gust_speed > 54
## sunshine <= 7.7
## min_temp > 22.7
## -> class Yes [0.940]
##
## Rule 33: (14, lift 4.4)
## rain_today = Yes
## wind_dir_9am in [ENE-SE]
## wind_gust_speed > 87
## sunshine <= 11
## -> class Yes [0.938]
##
## Rule 34: (109/6, lift 4.4)
## pressure_3pm <= 1011.6
## humidity_3pm > 50
## wind_speed_3pm <= 22
## wind_gust_speed > 50
## wind_gust_dir in [N-SW]
## sunshine > 7.7
## max_temp <= 20.6
## -> class Yes [0.937]
##
## Rule 35: (59/3, lift 4.4)
## rain_today = Yes
## pressure_3pm <= 1000
## humidity_3pm > 50
## wind_gust_speed > 31
## wind_gust_speed <= 46
## sunshine <= 9
## rainfall <= 27.6
## min_temp > 6.2
## min_temp <= 13.3
## -> class Yes [0.934]
##
## Rule 36: (13, lift 4.4)
## rain_today = Yes
## pressure_9am <= 1017.8
## humidity_3pm > 45
## humidity_3pm <= 48
## humidity_9am > 71
## humidity_9am <= 80
## wind_speed_9am <= 15
## wind_gust_speed > 46
## sunshine > 6.7
## -> class Yes [0.933]
##
## Rule 37: (13, lift 4.4)
## rain_today = Yes
## pressure_3pm > 1012.5
## humidity_3pm > 48
## humidity_3pm <= 66
## humidity_9am > 68
## wind_dir_9am in [N-ENE]
## wind_gust_speed > 46
## wind_gust_dir in [NE-ENE]
## sunshine <= 9
## rainfall <= 20.2
## -> class Yes [0.933]
##
## Rule 38: (13, lift 4.4)
## rain_today = No
## cloud_9am > 5
## pressure_3pm <= 1008.5
## humidity_3pm > 66
## humidity_3pm <= 72
## sunshine > 0.7
## sunshine <= 5
## rainfall > 0.5
## -> class Yes [0.933]
##
## Rule 39: (41/2, lift 4.4)
## temp_3pm > 26.3
## humidity_3pm > 66
## humidity_3pm <= 81
## humidity_9am > 86
## wind_gust_speed > 54
## -> class Yes [0.930]
##
## Rule 40: (12, lift 4.4)
## rain_today = No
## cloud_3pm > 7
## pressure_9am <= 1012.2
## humidity_3pm > 49
## humidity_3pm <= 66
## wind_speed_9am <= 7
## sunshine > 7.7
## max_temp <= 25.3
## -> class Yes [0.929]
##
## Rule 41: (12, lift 4.4)
## temp_3pm > 29.1
## cloud_9am <= 5
## humidity_3pm > 24
## humidity_3pm <= 50
## humidity_9am <= 65
## wind_speed_3pm <= 13
## wind_dir_3pm in [ENE-WNW]
## wind_dir_9am in [N-E]
## wind_gust_speed > 50
## wind_gust_dir in [S-NNW]
## sunshine > 7.7
## -> class Yes [0.929]
##
## Rule 42: (12, lift 4.4)
## rain_today = No
## temp_3pm > 26.1
## cloud_9am > 1
## pressure_3pm > 1002.2
## pressure_9am <= 1014.4
## humidity_3pm > 51
## humidity_3pm <= 66
## wind_gust_speed > 50
## wind_gust_dir in [WSW-NW]
## sunshine > 7.7
## min_temp <= 25.1
## -> class Yes [0.929]
##
## Rule 43: (26/1, lift 4.4)
## rain_today = No
## temp_9am > 17.4
## pressure_3pm > 1012.2
## pressure_9am > 1014.7
## humidity_3pm > 50
## wind_gust_speed > 50
## wind_gust_dir in [WSW-W]
## sunshine > 7.7
## sunshine <= 8.5
## -> class Yes [0.929]
##
## Rule 44: (12, lift 4.4)
## rain_today = Yes
## temp_3pm > 12.4
## temp_3pm <= 18.4
## cloud_3pm > 2
## cloud_9am > 1
## cloud_9am <= 4
## pressure_9am > 1017.5
## humidity_3pm > 66
## humidity_3pm <= 77
## wind_gust_speed > 28
## wind_gust_speed <= 41
## evaporation > 1.3
## rainfall <= 5.1
## -> class Yes [0.929]
##
## Rule 45: (81/5, lift 4.4)
## rain_today = Yes
## cloud_9am > 3
## pressure_9am <= 996.6
## wind_gust_speed > 46
## sunshine <= 6.7
## -> class Yes [0.928]
##
## Rule 46: (25/1, lift 4.4)
## temp_9am <= 6.4
## pressure_3pm <= 1015.3
## humidity_3pm > 81
## humidity_3pm <= 94
## humidity_9am <= 94
## rainfall > 2.7
## -> class Yes [0.926]
##
## Rule 47: (11, lift 4.4)
## rain_today = No
## cloud_9am > 4
## cloud_9am <= 5
## pressure_3pm <= 1013.7
## humidity_3pm <= 66
## wind_speed_3pm > 15
## wind_speed_9am <= 7
## wind_dir_9am in [E-NNW]
## wind_gust_speed > 41
## wind_gust_speed <= 54
## sunshine <= 7.7
## -> class Yes [0.923]
##
## Rule 48: (11, lift 4.4)
## cloud_9am <= 5
## pressure_3pm <= 1002
## humidity_3pm > 49
## humidity_3pm <= 66
## wind_speed_3pm <= 20
## wind_gust_speed > 37
## wind_gust_speed <= 46
## wind_gust_dir in [WSW-NNW]
## sunshine > 7.7
## rainfall <= 0.3
## -> class Yes [0.923]
##
## Rule 49: (11, lift 4.4)
## rain_today = No
## pressure_3pm <= 1007.4
## humidity_3pm > 14
## humidity_3pm <= 50
## wind_speed_3pm > 41
## wind_dir_3pm in [N-NNE]
## sunshine > 8.3
## sunshine <= 9.9
## evaporation > 4.3
## -> class Yes [0.923]
##
## Rule 50: (11, lift 4.4)
## rain_today = Yes
## pressure_3pm <= 1016
## humidity_3pm > 50
## humidity_3pm <= 66
## wind_dir_9am in [N-NNE]
## wind_gust_speed <= 31
## sunshine > 3.4
## sunshine <= 5.2
## -> class Yes [0.923]
##
## Rule 51: (11, lift 4.4)
## rain_today = Yes
## cloud_9am <= 3
## pressure_3pm <= 1014.3
## humidity_3pm > 50
## humidity_9am <= 86
## wind_dir_9am in [N-NNE]
## wind_gust_speed > 35
## wind_gust_speed <= 39
## sunshine <= 9
## -> class Yes [0.923]
##
## Rule 52: (11, lift 4.4)
## rain_today = Yes
## pressure_3pm <= 1014.3
## pressure_9am > 1011.2
## humidity_3pm > 50
## humidity_3pm <= 66
## humidity_9am <= 86
## wind_dir_9am in [N-NNE]
## wind_gust_speed > 39
## wind_gust_speed <= 46
## sunshine <= 9
## rainfall <= 6.8
## -> class Yes [0.923]
##
## Rule 53: (10, lift 4.3)
## rain_today = No
## cloud_3pm > 5
## pressure_3pm > 1008.5
## humidity_3pm > 66
## humidity_3pm <= 81
## wind_speed_3pm <= 15
## wind_gust_speed > 28
## wind_gust_speed <= 41
## wind_gust_dir in [ENE-SSE]
## max_temp > 28.6
## -> class Yes [0.917]
##
## Rule 54: (21/1, lift 4.3)
## rain_today = Yes
## cloud_3pm <= 6
## cloud_9am > 3
## humidity_3pm > 50
## humidity_3pm <= 52
## humidity_9am > 68
## wind_dir_9am in [SSE-NNW]
## wind_gust_speed > 46
## sunshine <= 7
## rainfall <= 20.2
## -> class Yes [0.913]
##
## Rule 55: (1044/91, lift 4.3)
## temp_3pm > -1.2
## humidity_3pm > 94
## rainfall > 3.3
## -> class Yes [0.912]
##
## Rule 56: (155/13, lift 4.3)
## humidity_3pm > 99
## wind_gust_speed > 35
## wind_gust_dir in [N-WNW]
## rainfall > 0.1
## -> class Yes [0.911]
##
## Rule 57: (9, lift 4.3)
## temp_9am > 28.5
## cloud_3pm <= 7
## humidity_3pm > 14
## humidity_3pm <= 66
## wind_dir_3pm = N
## wind_gust_speed > 50
## wind_gust_speed <= 74
## wind_gust_dir in [SSW-NNW]
## sunshine > 7.7
## sunshine <= 10.6
## -> class Yes [0.909]
##
## Rule 58: (9, lift 4.3)
## rain_today = No
## humidity_3pm > 24
## humidity_3pm <= 50
## wind_speed_3pm <= 13
## wind_dir_3pm in [ENE-WNW]
## wind_gust_speed > 50
## sunshine <= 10.6
## evaporation > 12.2
## -> class Yes [0.909]
##
## Rule 59: (9, lift 4.3)
## rain_today = Yes
## cloud_3pm > 6
## pressure_3pm > 1021.7
## humidity_3pm > 50
## humidity_3pm <= 66
## humidity_9am > 68
## wind_speed_9am <= 15
## wind_gust_speed > 31
## rainfall <= 6.5
## max_temp > 21.3
## -> class Yes [0.909]
##
## Rule 60: (9, lift 4.3)
## rain_today = Yes
## pressure_3pm <= 1002.6
## humidity_3pm <= 48
## wind_dir_3pm in [N-NNE]
## wind_gust_speed > 46
## wind_gust_speed <= 72
## sunshine <= 9
## -> class Yes [0.909]
##
## Rule 61: (20/1, lift 4.3)
## rain_today = No
## cloud_3pm > 3
## pressure_3pm <= 1013.7
## humidity_3pm > 27
## wind_speed_3pm > 15
## wind_speed_9am <= 7
## wind_dir_3pm in [WNW-NNW]
## wind_dir_9am in [E-NNW]
## wind_gust_speed > 41
## wind_gust_speed <= 54
## sunshine <= 7.7
## -> class Yes [0.909]
##
## Rule 62: (9, lift 4.3)
## rain_today = Yes
## cloud_3pm > 2
## cloud_9am > 1
## cloud_9am <= 4
## pressure_9am > 1017.5
## humidity_3pm > 66
## max_temp > 26.1
## -> class Yes [0.909]
##
## Rule 63: (31/2, lift 4.3)
## rain_today = No
## cloud_3pm > 5
## humidity_3pm > 81
## humidity_9am <= 96
## wind_gust_speed <= 22
## min_temp > 12.1
## -> class Yes [0.909]
##
## Rule 64: (894/87, lift 4.3)
## temp_9am > 6.4
## cloud_3pm > 7
## humidity_3pm > 81
## wind_gust_speed > 37
## wind_gust_dir in [SSW-NNW]
## rainfall > 0.1
## -> class Yes [0.902]
##
## Rule 65: (179/17, lift 4.3)
## rain_today = Yes
## cloud_9am > 7
## pressure_3pm <= 1012.5
## humidity_9am > 77
## wind_speed_9am > 28
## wind_gust_speed > 59
## sunshine <= 9
## -> class Yes [0.901]
##
## Rule 66: (18/1, lift 4.3)
## cloud_3pm > 7
## cloud_9am <= 5
## pressure_3pm <= 1017.1
## humidity_3pm > 25
## humidity_3pm <= 50
## wind_dir_3pm in [N-NE]
## wind_gust_speed > 50
## sunshine > 7.7
## -> class Yes [0.900]
##
## Rule 67: (18/1, lift 4.3)
## rain_today = No
## temp_3pm > 32.6
## humidity_3pm > 21
## humidity_3pm <= 50
## wind_dir_3pm in [NW-NNW]
## wind_gust_speed > 70
## sunshine > 7.7
## sunshine <= 10.6
## -> class Yes [0.900]
##
## Rule 68: (8, lift 4.3)
## rain_today = Yes
## pressure_3pm <= 1012.5
## pressure_9am > 1012.4
## humidity_3pm <= 50
## wind_dir_9am in [N-W]
## wind_gust_speed <= 37
## sunshine <= 6.4
## min_temp <= 18.1
## -> class Yes [0.900]
##
## Rule 69: (8, lift 4.3)
## rain_today = Yes
## pressure_3pm > 1014
## pressure_3pm <= 1014.3
## humidity_3pm > 50
## humidity_3pm <= 66
## wind_gust_speed > 44
## wind_gust_speed <= 46
## sunshine <= 9
## -> class Yes [0.900]
##
## Rule 70: (88/8, lift 4.3)
## rain_today = Yes
## cloud_9am <= 4
## humidity_3pm > 66
## wind_speed_9am <= 26
## wind_dir_3pm in [SSW-NNW]
## wind_gust_speed > 54
## -> class Yes [0.900]
##
## Rule 71: (28/2, lift 4.3)
## temp_9am <= 6.4
## cloud_3pm <= 7
## pressure_9am <= 1018.9
## humidity_3pm > 81
## sunshine <= 7.7
## -> class Yes [0.900]
##
## Rule 72: (17/1, lift 4.2)
## rain_today = No
## temp_9am > 15.2
## humidity_3pm <= 50
## humidity_9am > 65
## wind_speed_3pm <= 13
## wind_dir_3pm in [ENE-WNW]
## wind_gust_speed > 61
## sunshine <= 10.6
## -> class Yes [0.895]
##
## Rule 73: (634/66, lift 4.2)
## cloud_3pm > 7
## pressure_3pm <= 1017.2
## pressure_9am <= 1019.3
## humidity_3pm > 66
## wind_dir_3pm in [N-SSE]
## wind_gust_dir in [N-NW]
## sunshine <= 0.7
## -> class Yes [0.895]
##
## Rule 74: (36/3, lift 4.2)
## rain_today = No
## pressure_3pm <= 1017.2
## humidity_3pm > 66
## humidity_9am <= 82
## wind_speed_3pm <= 11
## wind_dir_3pm in [S-NNW]
## sunshine <= 0.7
## -> class Yes [0.895]
##
## Rule 75: (776/82, lift 4.2)
## temp_9am > 6.4
## cloud_3pm > 7
## humidity_3pm > 81
## humidity_9am <= 96
## wind_speed_9am <= 31
## wind_dir_9am in [N-WNW]
## wind_gust_speed > 37
## wind_gust_dir in [N-S]
## -> class Yes [0.893]
##
## Rule 76: (1144/124, lift 4.2)
## temp_9am > 6.4
## cloud_9am > 2
## humidity_3pm > 81
## wind_speed_3pm <= 43
## wind_speed_9am <= 31
## wind_gust_speed > 56
## -> class Yes [0.891]
##
## Rule 77: (7, lift 4.2)
## rain_today = No
## cloud_3pm <= 4
## pressure_9am <= 1012.2
## humidity_3pm > 49
## wind_gust_speed > 37
## wind_gust_speed <= 50
## wind_gust_dir in [N-ENE]
## sunshine <= 11.6
## rainfall > 0.3
## -> class Yes [0.889]
##
## Rule 78: (7, lift 4.2)
## rain_today = No
## temp_9am > 25.7
## humidity_3pm > 21
## wind_dir_3pm = NNW
## wind_gust_speed > 50
## wind_gust_speed <= 70
## wind_gust_dir in [NNE-ESE]
## sunshine <= 10.6
## evaporation <= 6.7
## -> class Yes [0.889]
##
## Rule 79: (7, lift 4.2)
## rain_today = Yes
## cloud_3pm <= 4
## pressure_3pm <= 1016
## humidity_3pm > 61
## humidity_3pm <= 66
## wind_gust_speed <= 31
## sunshine <= 5.8
## -> class Yes [0.889]
##
## Rule 80: (7, lift 4.2)
## rain_today = Yes
## pressure_3pm > 1014.3
## humidity_3pm > 50
## humidity_3pm <= 51
## wind_speed_9am <= 15
## wind_dir_3pm in [WSW-NNW]
## wind_gust_speed > 41
## wind_gust_speed <= 46
## rainfall <= 6.5
## -> class Yes [0.889]
##
## Rule 81: (7, lift 4.2)
## humidity_3pm > 50
## humidity_3pm <= 66
## wind_speed_9am > 31
## wind_gust_speed <= 46
## sunshine <= 5.9
## rainfall > 6.5
## -> class Yes [0.889]
##
## Rule 82: (264/29, lift 4.2)
## humidity_3pm > 94
## wind_gust_dir in [NW-NNW]
## -> class Yes [0.887]
##
## Rule 83: (2175/252, lift 4.2)
## rain_today = Yes
## cloud_3pm > 6
## pressure_3pm <= 1013.8
## humidity_3pm > 75
## -> class Yes [0.884]
##
## Rule 84: (1396/162, lift 4.2)
## cloud_9am > 6
## pressure_3pm <= 1015.3
## humidity_3pm > 81
## wind_dir_9am in [N-SE]
## wind_gust_speed > 19
## -> class Yes [0.883]
##
## Rule 85: (1250/145, lift 4.2)
## temp_9am > 6.4
## cloud_3pm > 5
## cloud_9am > 2
## humidity_3pm > 81
## humidity_9am <= 96
## wind_speed_3pm <= 13
## wind_gust_speed > 22
## -> class Yes [0.883]
##
## Rule 86: (3198/374, lift 4.2)
## temp_3pm <= 30.3
## temp_9am > 6.4
## humidity_3pm > 88
## humidity_9am <= 96
## -> class Yes [0.883]
##
## Rule 87: (1225/146, lift 4.2)
## temp_9am > 4.4
## cloud_9am > 4
## humidity_3pm > 66
## wind_gust_speed > 63
## rainfall > 0.2
## -> class Yes [0.880]
##
## Rule 88: (96/11, lift 4.2)
## rain_today = Yes
## humidity_9am > 49
## wind_dir_3pm in [N-ESE]
## wind_gust_speed > 72
## sunshine <= 9
## -> class Yes [0.878]
##
## Rule 89: (137/16, lift 4.2)
## cloud_3pm > 5
## pressure_3pm <= 1017.2
## humidity_3pm > 66
## wind_dir_3pm in [N-NE]
## wind_gust_speed <= 41
## wind_gust_dir in [N-NW]
## sunshine <= 0.7
## -> class Yes [0.878]
##
## Rule 90: (14/1, lift 4.1)
## cloud_9am <= 5
## pressure_9am <= 1012.2
## humidity_3pm > 49
## humidity_3pm <= 66
## wind_gust_speed > 37
## wind_gust_speed <= 50
## wind_gust_dir in [WSW-NNW]
## sunshine > 7.7
## sunshine <= 11.6
## evaporation <= 4.5
## rainfall <= 0.3
## min_temp > 8.9
## -> class Yes [0.875]
##
## Rule 91: (14/1, lift 4.1)
## cloud_9am > 7
## pressure_3pm > 1014.3
## humidity_3pm > 64
## humidity_3pm <= 66
## humidity_9am > 82
## wind_gust_speed > 31
## wind_gust_speed <= 46
## rainfall > 6.5
## -> class Yes [0.875]
##
## Rule 92: (14/1, lift 4.1)
## rain_today = Yes
## pressure_9am <= 1017.8
## humidity_3pm > 45
## humidity_3pm <= 48
## humidity_9am <= 80
## wind_speed_9am <= 15
## wind_dir_3pm in [SE-NW]
## wind_dir_9am in [WSW-NW]
## wind_gust_speed > 46
## -> class Yes [0.875]
##
## Rule 93: (6, lift 4.1)
## rain_today = Yes
## cloud_3pm <= 1
## humidity_3pm <= 48
## wind_dir_3pm = NNW
## wind_gust_speed > 46
## -> class Yes [0.875]
##
## Rule 94: (14/1, lift 4.1)
## rain_today = Yes
## temp_9am > 6.3
## cloud_3pm > 4
## cloud_9am <= 6
## pressure_3pm > 1019.3
## pressure_3pm <= 1020.2
## humidity_3pm <= 66
## humidity_9am > 68
## wind_dir_9am in [SE-WNW]
## wind_gust_speed > 46
## sunshine <= 9
## -> class Yes [0.875]
##
## Rule 95: (14/1, lift 4.1)
## rain_today = Yes
## temp_9am > 28.5
## cloud_9am <= 4
## pressure_9am <= 1014
## humidity_3pm <= 66
## wind_dir_9am in [ENE-SE]
## sunshine > 9
## sunshine <= 11
## -> class Yes [0.875]
##
## Rule 96: (6, lift 4.1)
## rain_today = Yes
## cloud_3pm > 6
## pressure_9am <= 1014
## wind_speed_3pm <= 13
## sunshine > 9
## evaporation > 6.8
## -> class Yes [0.875]
##
## Rule 97: (62/7, lift 4.1)
## cloud_3pm <= 6
## humidity_3pm > 66
## humidity_3pm <= 81
## humidity_9am <= 86
## wind_speed_9am > 2
## wind_speed_9am <= 20
## wind_dir_3pm in [SSW-NNW]
## wind_gust_speed > 54
## sunshine <= 8.6
## rainfall <= 0.2
## -> class Yes [0.875]
##
## Rule 98: (461/57, lift 4.1)
## temp_9am > 6.4
## humidity_3pm > 81
## wind_speed_9am > 31
## -> class Yes [0.875]
##
## Rule 99: (29/3, lift 4.1)
## rain_today = No
## humidity_3pm > 21
## humidity_3pm <= 66
## humidity_9am > 54
## wind_speed_9am > 15
## wind_dir_3pm = NW
## wind_gust_speed > 70
## sunshine > 7.7
## evaporation <= 6.5
## -> class Yes [0.871]
##
## Rule 100: (957/123, lift 4.1)
## rain_today = Yes
## cloud_3pm > 3
## pressure_3pm <= 1012.5
## humidity_3pm > 49
## wind_speed_9am <= 28
## wind_gust_speed > 59
## sunshine <= 9
## -> class Yes [0.871]
##
## Rule 101: (21/2, lift 4.1)
## cloud_3pm <= 4
## cloud_9am > 3
## pressure_3pm > 1012.5
## pressure_9am <= 1015.1
## humidity_3pm > 48
## humidity_9am > 68
## wind_gust_speed > 46
## evaporation > 4.3
## rainfall > 3.6
## -> class Yes [0.870]
##
## Rule 102: (603/81, lift 4.1)
## pressure_3pm <= 1006.1
## humidity_3pm > 22
## wind_speed_9am <= 46
## wind_gust_speed > 54
## sunshine <= 3.9
## -> class Yes [0.864]
##
## Rule 103: (49/6, lift 4.1)
## pressure_3pm <= 1012.2
## pressure_9am > 1014.4
## humidity_3pm > 50
## humidity_3pm <= 66
## wind_gust_speed > 50
## wind_gust_dir in [WSW-NNW]
## sunshine > 7.7
## -> class Yes [0.863]
##
## Rule 104: (908/124, lift 4.1)
## rain_today = Yes
## temp_3pm <= 18.1
## cloud_3pm > 2
## cloud_3pm <= 5
## cloud_9am > 1
## pressure_3pm <= 1013.8
## humidity_3pm > 66
## wind_gust_speed > 30
## sunshine <= 9.4
## -> class Yes [0.863]
##
## Rule 105: (27/3, lift 4.1)
## cloud_3pm > 5
## humidity_3pm > 68
## humidity_3pm <= 81
## wind_speed_9am <= 7
## wind_gust_speed > 41
## wind_gust_speed <= 54
## sunshine > 7.5
## rainfall <= 0.2
## min_temp > 0.3
## -> class Yes [0.862]
##
## Rule 106: (321/44, lift 4.1)
## temp_9am > 4.4
## humidity_3pm > 66
## humidity_9am > 86
## wind_speed_3pm > 26
## wind_speed_9am <= 17
## wind_gust_speed > 43
## rainfall > 0.2
## -> class Yes [0.861]
##
## Rule 107: (41/5, lift 4.1)
## rain_today = No
## cloud_3pm <= 6
## pressure_3pm <= 1016
## humidity_3pm > 21
## wind_dir_3pm = NNW
## wind_gust_speed > 70
## sunshine > 8.1
## evaporation <= 6.5
## min_temp <= 19.4
## -> class Yes [0.860]
##
## Rule 108: (378/53, lift 4.1)
## rain_today = Yes
## cloud_3pm > 6
## pressure_9am <= 1014
## wind_speed_3pm > 13
## wind_gust_speed > 70
## -> class Yes [0.858]
##
## Rule 109: (19/2, lift 4.1)
## rain_today = No
## pressure_3pm > 1013.7
## pressure_3pm <= 1015.4
## humidity_3pm <= 66
## wind_speed_3pm <= 37
## wind_gust_speed > 46
## wind_gust_dir in [W-NNW]
## sunshine > 4.7
## sunshine <= 7.7
## max_temp <= 20.1
## -> class Yes [0.857]
##
## Rule 110: (12/1, lift 4.1)
## rain_today = No
## pressure_9am <= 1010.4
## humidity_3pm > 49
## humidity_3pm <= 66
## wind_dir_9am in [N-NNE]
## wind_gust_speed > 46
## wind_gust_speed <= 50
## wind_gust_dir in [N-SSE]
## sunshine > 7.7
## -> class Yes [0.857]
##
## Rule 111: (19/2, lift 4.1)
## rain_today = No
## humidity_3pm > 50
## humidity_3pm <= 66
## humidity_9am > 71
## wind_speed_9am <= 2
## wind_gust_speed > 52
## wind_gust_dir in [N-SW]
## -> class Yes [0.857]
##
## Rule 112: (12/1, lift 4.1)
## rain_today = Yes
## cloud_9am > 6
## pressure_9am > 1021.1
## humidity_3pm <= 66
## wind_gust_speed <= 31
## sunshine <= 9
## min_temp > 18.9
## -> class Yes [0.857]
##
## Rule 113: (12/1, lift 4.1)
## rain_today = Yes
## pressure_3pm <= 1014.3
## humidity_3pm > 50
## humidity_3pm <= 66
## wind_dir_9am in [NE-ESE]
## wind_gust_speed > 44
## wind_gust_speed <= 46
## -> class Yes [0.857]
##
## Rule 114: (5, lift 4.1)
## pressure_3pm > 1021.7
## humidity_3pm <= 66
## wind_speed_9am <= 2
## wind_gust_speed > 31
## rainfall > 4.7
## rainfall <= 6.5
## -> class Yes [0.857]
##
## Rule 115: (143/20, lift 4.1)
## cloud_3pm > 7
## pressure_3pm <= 1017.1
## humidity_3pm > 14
## wind_dir_3pm in [N-NE]
## wind_gust_speed > 54
## sunshine > 7.7
## -> class Yes [0.855]
##
## Rule 116: (281/40, lift 4.1)
## rain_today = Yes
## cloud_3pm > 6
## cloud_9am > 3
## humidity_3pm > 48
## humidity_9am > 68
## wind_speed_3pm > 37
## wind_gust_speed > 46
## -> class Yes [0.855]
##
## Rule 117: (295/42, lift 4.1)
## temp_9am > 6.3
## cloud_9am > 3
## pressure_3pm > 1012.5
## humidity_3pm > 48
## humidity_9am > 68
## wind_speed_9am <= 26
## wind_gust_speed > 46
## rainfall > 20.2
## -> class Yes [0.855]
##
## Rule 118: (32/4, lift 4.0)
## cloud_9am > 1
## pressure_3pm > 1002.2
## pressure_3pm <= 1012.2
## pressure_9am <= 1014.4
## humidity_3pm > 50
## wind_dir_3pm in [SSW-NNW]
## wind_gust_speed > 50
## wind_gust_speed <= 65
## wind_gust_dir in [WSW-NNW]
## sunshine > 7.7
## rainfall > 0.1
## rainfall <= 0.3
## -> class Yes [0.853]
##
## Rule 119: (214/31, lift 4.0)
## cloud_3pm > 5
## pressure_3pm <= 1011.6
## humidity_3pm > 50
## wind_speed_3pm <= 28
## wind_speed_9am > 2
## wind_gust_speed > 50
## wind_gust_dir in [N-SW]
## sunshine > 7.7
## sunshine <= 10.6
## -> class Yes [0.852]
##
## Rule 120: (2303/341, lift 4.0)
## cloud_3pm > 5
## pressure_3pm <= 1008.5
## humidity_3pm > 72
## -> class Yes [0.852]
##
## Rule 121: (125/18, lift 4.0)
## cloud_3pm <= 6
## humidity_3pm > 66
## humidity_9am <= 86
## wind_speed_9am <= 20
## wind_dir_3pm in [SSW-NNW]
## wind_gust_speed > 54
## sunshine <= 8.6
## rainfall <= 0.2
## -> class Yes [0.850]
##
## Rule 122: (1198/180, lift 4.0)
## rain_today = Yes
## temp_3pm > 12.4
## cloud_3pm > 2
## humidity_3pm > 66
## sunshine <= 0.5
## -> class Yes [0.849]
##
## Rule 123: (44/6, lift 4.0)
## rain_today = No
## cloud_9am > 1
## pressure_3pm <= 1002.2
## humidity_3pm > 50
## humidity_3pm <= 66
## wind_gust_speed > 50
## wind_gust_dir in [WSW-NW]
## sunshine > 7.7
## -> class Yes [0.848]
##
## Rule 124: (727/110, lift 4.0)
## humidity_3pm > 66
## wind_dir_3pm in [SSW-NNW]
## wind_dir_9am in [NW-NNW]
## wind_gust_speed > 54
## sunshine <= 10
## -> class Yes [0.848]
##
## Rule 125: (70/10, lift 4.0)
## cloud_3pm > 5
## humidity_3pm > 66
## wind_dir_3pm in [WSW-NNW]
## wind_gust_speed > 33
## wind_gust_dir in [N-NE]
## sunshine > 2.3
## rainfall <= 0
## -> class Yes [0.847]
##
## Rule 126: (2698/413, lift 4.0)
## temp_9am > 4.4
## cloud_9am > 4
## humidity_3pm > 66
## wind_gust_speed > 54
## rainfall > 0.2
## -> class Yes [0.847]
##
## Rule 127: (398/62, lift 4.0)
## temp_3pm <= 30.3
## temp_9am > 6.4
## cloud_3pm <= 5
## cloud_9am > 2
## cloud_9am <= 5
## humidity_3pm > 83
## humidity_9am <= 96
## wind_speed_3pm > 13
## wind_speed_9am <= 20
## wind_dir_3pm in [ESE-NNW]
## wind_dir_9am in [N-WNW]
## wind_gust_speed > 37
## -> class Yes [0.843]
##
## Rule 128: (17/2, lift 4.0)
## rain_today = No
## pressure_3pm <= 1011.6
## pressure_9am > 1014.5
## humidity_3pm > 50
## humidity_3pm <= 66
## humidity_9am > 65
## wind_gust_speed > 50
## sunshine <= 10.6
## max_temp > 23.6
## -> class Yes [0.842]
##
## Rule 129: (2126/342, lift 4.0)
## humidity_3pm > 66
## wind_gust_speed > 43
## sunshine <= 5.3
## rainfall > 0.2
## -> class Yes [0.839]
##
## Rule 130: (750/121, lift 4.0)
## temp_3pm > 12.4
## cloud_3pm > 2
## humidity_3pm > 66
## humidity_9am > 77
## wind_gust_speed > 28
## wind_gust_dir in [E-SE]
## rainfall > 5.1
## -> class Yes [0.838]
##
## Rule 131: (1726/280, lift 4.0)
## humidity_3pm > 72
## wind_dir_9am in [W-NNW]
## wind_gust_speed > 41
## rainfall > 0.2
## -> class Yes [0.837]
##
## Rule 132: (462/75, lift 4.0)
## rain_today = Yes
## pressure_3pm <= 1014.3
## humidity_3pm > 52
## humidity_9am > 86
## wind_speed_3pm > 11
## wind_dir_3pm in [N-ENE]
## wind_gust_speed > 31
## sunshine <= 9
## -> class Yes [0.836]
##
## Rule 133: (28/4, lift 4.0)
## temp_9am <= 6.4
## cloud_3pm <= 7
## pressure_3pm <= 1024.1
## pressure_9am > 1018.9
## humidity_3pm > 81
## humidity_3pm <= 94
## wind_gust_speed > 19
## -> class Yes [0.833]
##
## Rule 134: (10/1, lift 4.0)
## pressure_3pm <= 1006.1
## pressure_9am > 1006.5
## humidity_3pm <= 22
## wind_speed_9am > 28
## wind_gust_dir in [SSW-NNW]
## sunshine <= 7.7
## -> class Yes [0.833]
##
## Rule 135: (1851/310, lift 3.9)
## pressure_3pm <= 1016.1
## humidity_3pm > 66
## wind_gust_speed > 41
## sunshine <= 7.5
## min_temp <= 16.1
## -> class Yes [0.832]
##
## Rule 136: (4114/699, lift 3.9)
## rain_today = Yes
## temp_3pm > 12.4
## cloud_3pm > 2
## cloud_9am > 1
## humidity_3pm > 77
## wind_gust_speed > 28
## -> class Yes [0.830]
##
## Rule 137: (2604/444, lift 3.9)
## rain_today = Yes
## temp_9am <= 29.1
## cloud_3pm > 5
## cloud_9am > 1
## pressure_3pm <= 1013.8
## humidity_3pm > 66
## wind_gust_speed > 30
## sunshine <= 9.4
## evaporation > 1.3
## -> class Yes [0.829]
##
## Rule 138: (56/9, lift 3.9)
## rain_today = No
## cloud_9am > 1
## pressure_3pm <= 1012.2
## pressure_9am <= 1014.4
## humidity_3pm > 51
## humidity_3pm <= 66
## wind_gust_speed > 50
## wind_gust_dir in [WSW-NW]
## rainfall > 0.5
## -> class Yes [0.828]
##
## Rule 139: (625/107, lift 3.9)
## rain_today = Yes
## temp_9am > 6.3
## cloud_9am > 3
## humidity_3pm > 48
## humidity_9am > 68
## wind_dir_3pm in [NW-NNW]
## wind_gust_speed > 46
## sunshine <= 9
## -> class Yes [0.828]
##
## Rule 140: (2153/370, lift 3.9)
## temp_3pm <= 30.3
## temp_9am > 6.4
## cloud_9am > 2
## humidity_3pm > 81
## humidity_9am <= 96
## wind_speed_3pm <= 13
## min_temp > 3.4
## -> class Yes [0.828]
##
## Rule 141: (50/8, lift 3.9)
## rain_today = Yes
## temp_9am > 6.3
## cloud_3pm <= 4
## cloud_9am > 3
## pressure_3pm > 1012.5
## humidity_3pm > 50
## humidity_3pm <= 66
## humidity_9am > 68
## wind_speed_9am <= 30
## wind_gust_speed > 46
## sunshine <= 7
## -> class Yes [0.827]
##
## Rule 142: (21/3, lift 3.9)
## rain_today = No
## cloud_3pm > 5
## pressure_3pm <= 1013.7
## humidity_3pm > 27
## humidity_3pm <= 66
## humidity_9am <= 75
## wind_speed_3pm > 15
## wind_speed_9am <= 7
## wind_dir_9am in [E-NNW]
## wind_gust_speed > 41
## wind_gust_speed <= 54
## sunshine <= 7.7
## -> class Yes [0.826]
##
## Rule 143: (21/3, lift 3.9)
## rain_today = No
## temp_9am <= 12.6
## pressure_3pm > 1012.2
## humidity_3pm > 50
## wind_gust_speed > 50
## wind_gust_speed <= 57
## wind_gust_dir in [WNW-NNW]
## sunshine > 8.3
## sunshine <= 8.5
## rainfall > 0.1
## -> class Yes [0.826]
##
## Rule 144: (78/13, lift 3.9)
## temp_3pm <= -1.2
## temp_9am <= 6.4
## humidity_3pm > 94
## -> class Yes [0.825]
##
## Rule 145: (43/7, lift 3.9)
## cloud_9am <= 5
## pressure_3pm <= 1006.1
## humidity_3pm > 22
## wind_dir_3pm in [N-W]
## wind_dir_9am in [N-ENE]
## wind_gust_speed > 54
## wind_gust_speed <= 74
## sunshine > 3.9
## sunshine <= 7.7
## -> class Yes [0.822]
##
## Rule 146: (82/14, lift 3.9)
## rain_today = Yes
## temp_3pm <= 12.4
## cloud_9am > 1
## cloud_9am <= 6
## humidity_3pm > 78
## humidity_3pm <= 81
## wind_gust_speed > 33
## -> class Yes [0.821]
##
## Rule 147: (48/8, lift 3.9)
## temp_9am > 17
## humidity_3pm > 14
## humidity_3pm <= 50
## wind_dir_3pm in [NNE-NE]
## wind_gust_speed > 52
## wind_gust_speed <= 74
## wind_gust_dir in [SSW-NNW]
## sunshine > 8.4
## sunshine <= 10.6
## -> class Yes [0.820]
##
## Rule 148: (114/20, lift 3.9)
## temp_3pm <= 26.3
## humidity_3pm > 66
## humidity_9am > 86
## wind_speed_9am <= 7
## wind_gust_speed > 54
## -> class Yes [0.819]
##
## Rule 149: (617/111, lift 3.9)
## humidity_3pm > 66
## wind_gust_speed > 43
## sunshine <= 9.2
## evaporation > 5.5
## rainfall > 0.2
## -> class Yes [0.819]
##
## Rule 150: (2978/541, lift 3.9)
## rain_today = Yes
## pressure_3pm <= 1014.3
## humidity_3pm > 60
## humidity_9am > 86
## wind_gust_speed > 31
## sunshine <= 9
## -> class Yes [0.818]
##
## Rule 151: (1521/283, lift 3.9)
## pressure_3pm <= 1013.7
## humidity_3pm > 49
## wind_speed_9am <= 28
## wind_gust_speed > 54
## sunshine <= 7.7
## -> class Yes [0.814]
##
## Rule 152: (411/76, lift 3.9)
## pressure_3pm <= 1016.1
## humidity_3pm > 66
## humidity_9am <= 69
## wind_gust_speed > 41
## sunshine <= 7.5
## rainfall <= 0.2
## -> class Yes [0.814]
##
## Rule 153: (14/2, lift 3.9)
## rain_today = Yes
## humidity_3pm > 41
## humidity_3pm <= 50
## humidity_9am > 78
## wind_gust_speed > 37
## wind_gust_speed <= 46
## sunshine <= 4.2
## -> class Yes [0.813]
##
## Rule 154: (351/66, lift 3.8)
## cloud_3pm <= 5
## humidity_3pm > 66
## wind_speed_3pm <= 19
## wind_dir_3pm in [WSW-NNW]
## wind_gust_speed > 41
## sunshine > 7.5
## max_temp > 13.7
## -> class Yes [0.810]
##
## Rule 155: (40/7, lift 3.8)
## rain_today = No
## cloud_9am > 2
## pressure_3pm > 1015.1
## pressure_3pm <= 1026.1
## humidity_3pm > 81
## humidity_3pm <= 88
## humidity_9am <= 96
## wind_speed_3pm > 13
## wind_dir_9am in [NW-NNW]
## wind_gust_speed <= 56
## wind_gust_dir in [SE-NNW]
## -> class Yes [0.810]
##
## Rule 156: (192/36, lift 3.8)
## pressure_3pm <= 1013.7
## humidity_3pm > 49
## wind_speed_9am > 28
## wind_gust_speed > 61
## sunshine <= 7.7
## evaporation > 4.4
## evaporation <= 12.9
## -> class Yes [0.809]
##
## Rule 157: (1653/317, lift 3.8)
## cloud_3pm > 4
## cloud_9am > 7
## humidity_3pm > 50
## humidity_9am > 82
## wind_gust_speed > 31
## sunshine <= 9
## rainfall > 6.5
## min_temp > 3
## -> class Yes [0.808]
##
## Rule 158: (610/118, lift 3.8)
## pressure_3pm <= 1013.7
## humidity_3pm > 27
## wind_speed_9am > 0
## wind_dir_9am in [N-ENE]
## sunshine <= 0.8
## -> class Yes [0.806]
##
## Rule 159: (403/78, lift 3.8)
## pressure_3pm <= 1006.1
## humidity_3pm > 22
## humidity_9am > 52
## wind_dir_3pm in [WNW-NNW]
## wind_gust_speed > 54
## wind_gust_dir in [N-NW]
## sunshine <= 7.7
## -> class Yes [0.805]
##
## Rule 160: (69/13, lift 3.8)
## humidity_3pm > 14
## wind_dir_3pm in [N-NE]
## wind_gust_speed > 74
## wind_gust_dir in [SSW-NNW]
## sunshine > 7.7
## sunshine <= 10.6
## -> class Yes [0.803]
##
## Rule 161: (598/122, lift 3.8)
## cloud_3pm > 7
## pressure_3pm <= 1021.8
## wind_speed_9am > 0
## wind_dir_9am in [N-NE]
## sunshine <= 4.7
## evaporation <= 7.1
## -> class Yes [0.795]
##
## Rule 162: (2153/441, lift 3.8)
## pressure_3pm <= 1013.7
## humidity_3pm > 49
## wind_gust_speed > 54
## sunshine <= 7.7
## -> class Yes [0.795]
##
## Rule 163: (42/8, lift 3.8)
## cloud_3pm > 3
## humidity_3pm > 66
## humidity_3pm <= 81
## humidity_9am <= 86
## wind_gust_speed > 54
## wind_gust_dir in [S-NNW]
## sunshine > 7.5
## rainfall <= 0.2
## min_temp > 21.1
## -> class Yes [0.795]
##
## Rule 164: (2457/514, lift 3.7)
## rain_today = Yes
## pressure_3pm <= 1012.5
## humidity_3pm > 48
## wind_speed_9am <= 26
## wind_gust_speed > 46
## sunshine <= 9
## evaporation > 0.9
## -> class Yes [0.791]
##
## Rule 165: (387/81, lift 3.7)
## cloud_9am > 3
## humidity_3pm > 66
## wind_speed_9am > 9
## wind_gust_speed > 54
## wind_gust_dir in [ENE-SSE]
## max_temp > 21
## -> class Yes [0.789]
##
## Rule 166: (822/173, lift 3.7)
## humidity_9am > 82
## wind_gust_speed > 46
## wind_gust_dir in [W-NNW]
## sunshine <= 7.7
## -> class Yes [0.789]
##
## Rule 167: (31/6, lift 3.7)
## cloud_9am <= 6
## pressure_3pm <= 1017.1
## humidity_3pm > 14
## humidity_3pm <= 50
## wind_speed_3pm <= 41
## wind_dir_3pm in [N-NNE]
## wind_gust_speed > 63
## wind_gust_dir in [N-S]
## sunshine > 8.3
## sunshine <= 9.9
## rainfall <= 0.1
## -> class Yes [0.788]
##
## Rule 168: (616/130, lift 3.7)
## cloud_3pm > 5
## pressure_3pm <= 1022.9
## humidity_3pm > 66
## wind_speed_3pm <= 15
## wind_gust_speed > 28
## wind_gust_dir in [ENE-SSE]
## -> class Yes [0.788]
##
## Rule 169: (2668/569, lift 3.7)
## cloud_3pm > 5
## pressure_3pm <= 1011.6
## humidity_3pm > 50
## wind_gust_speed > 50
## sunshine <= 10.6
## -> class Yes [0.787]
##
## Rule 170: (665/143, lift 3.7)
## rain_today = Yes
## cloud_3pm <= 6
## cloud_9am > 3
## humidity_3pm > 50
## humidity_9am > 68
## wind_gust_speed > 46
## sunshine <= 7
## rainfall <= 20.2
## -> class Yes [0.784]
##
## Rule 171: (780/169, lift 3.7)
## humidity_3pm > 50
## wind_speed_3pm <= 35
## wind_gust_speed > 50
## wind_gust_dir in [WNW-NNW]
## sunshine > 8.3
## sunshine <= 8.5
## rainfall > 0.1
## -> class Yes [0.783]
##
## Rule 172: (1091/246, lift 3.7)
## rain_today = Yes
## temp_9am > 6.3
## cloud_3pm > 4
## cloud_3pm <= 6
## cloud_9am > 3
## cloud_9am <= 5
## pressure_3pm <= 1020.2
## humidity_3pm > 48
## humidity_9am > 68
## wind_speed_3pm <= 28
## wind_gust_speed > 46
## sunshine <= 9
## -> class Yes [0.774]
##
## Rule 173: (610/139, lift 3.7)
## rain_today = Yes
## cloud_9am > 7
## pressure_3pm <= 1016
## humidity_3pm > 50
## wind_dir_9am in [N-NNE]
## -> class Yes [0.771]
##
## Rule 174: (158/36, lift 3.6)
## humidity_3pm > 50
## wind_gust_speed > 50
## sunshine <= 10.6
## min_temp > 25.1
## -> class Yes [0.769]
##
## Rule 175: (24/5, lift 3.6)
## rain_today = No
## cloud_3pm > 5
## cloud_9am > 7
## pressure_3pm > 1008.5
## pressure_3pm <= 1022.9
## humidity_3pm > 66
## humidity_3pm <= 81
## wind_gust_speed <= 39
## wind_gust_dir in [N-NE]
## sunshine > 0.7
## rainfall > 0
## -> class Yes [0.769]
##
## Rule 176: (24/5, lift 3.6)
## rain_today = No
## cloud_3pm > 5
## pressure_3pm > 1008.5
## pressure_3pm <= 1022.9
## humidity_3pm > 76
## humidity_3pm <= 81
## wind_speed_3pm <= 15
## wind_dir_9am in [WSW-NNW]
## wind_gust_speed > 28
## wind_gust_speed <= 41
## wind_gust_dir in [S-NNW]
## sunshine > 0.7
## -> class Yes [0.769]
##
## Rule 177: (80/18, lift 3.6)
## rain_today = No
## pressure_3pm <= 1010.8
## pressure_9am <= 1012.2
## humidity_3pm > 49
## wind_speed_3pm <= 19
## wind_gust_speed > 37
## wind_gust_speed <= 50
## sunshine > 7.7
## rainfall > 0.3
## -> class Yes [0.768]
##
## Rule 178: (66/15, lift 3.6)
## rain_today = No
## pressure_9am <= 1012.2
## humidity_3pm > 49
## wind_dir_9am in [N-NNE]
## wind_gust_speed > 46
## wind_gust_speed <= 50
## sunshine > 7.7
## -> class Yes [0.765]
##
## Rule 179: (465/111, lift 3.6)
## rain_today = Yes
## humidity_9am > 49
## wind_speed_3pm <= 22
## wind_dir_3pm in [N-ESE]
## wind_dir_9am in [N-S]
## wind_gust_speed > 46
## sunshine <= 9
## -> class Yes [0.760]
##
## Rule 180: (1652/398, lift 3.6)
## rain_today = Yes
## temp_9am > 6.3
## cloud_3pm > 4
## cloud_3pm <= 6
## cloud_9am > 3
## cloud_9am <= 5
## pressure_3pm <= 1020.2
## humidity_3pm > 48
## humidity_9am > 68
## wind_gust_speed > 46
## sunshine <= 9
## -> class Yes [0.759]
##
## Rule 181: (597/144, lift 3.6)
## pressure_3pm <= 1013.7
## humidity_3pm > 47
## humidity_9am > 29
## wind_speed_9am > 0
## wind_dir_3pm in [NE-WNW]
## wind_dir_9am in [N-NE]
## wind_gust_speed > 35
## sunshine <= 6.5
## -> class Yes [0.758]
##
## Rule 182: (26/6, lift 3.6)
## rain_today = No
## pressure_3pm > 1012.2
## humidity_3pm > 50
## wind_speed_3pm <= 35
## wind_dir_3pm in [N-E]
## wind_gust_speed > 50
## wind_gust_speed <= 57
## wind_gust_dir in [WSW-NNW]
## sunshine > 8.3
## sunshine <= 8.5
## -> class Yes [0.750]
##
## Rule 183: (45/11, lift 3.5)
## rain_today = No
## cloud_3pm > 5
## pressure_3pm <= 1022.9
## humidity_3pm > 66
## humidity_3pm <= 81
## wind_speed_3pm > 7
## wind_gust_speed <= 39
## wind_gust_dir in [N-NE]
## sunshine > 0.7
## rainfall > 0
## min_temp > 7.1
## -> class Yes [0.745]
##
## Rule 184: (37/9, lift 3.5)
## rain_today = Yes
## temp_3pm > 12.4
## cloud_9am > 4
## pressure_3pm > 1013.8
## humidity_3pm > 66
## humidity_3pm <= 77
## wind_dir_3pm in [WSW-NNW]
## wind_gust_speed > 37
## wind_gust_speed <= 41
## evaporation > 1.3
## rainfall <= 5.1
## -> class Yes [0.744]
##
## Rule 185: (270/69, lift 3.5)
## cloud_3pm > 3
## pressure_3pm <= 1013.7
## humidity_3pm > 27
## wind_speed_9am <= 7
## wind_dir_9am in [E-NNW]
## wind_gust_speed > 41
## sunshine <= 7.7
## -> class Yes [0.743]
##
## Rule 186: (25/6, lift 3.5)
## rain_today = Yes
## pressure_3pm > 1000
## pressure_3pm <= 1014.3
## humidity_3pm > 50
## humidity_3pm <= 66
## humidity_9am <= 86
## wind_speed_9am > 26
## wind_dir_9am in [ENE-NNW]
## wind_gust_speed <= 39
## sunshine <= 9
## -> class Yes [0.741]
##
## Rule 187: (1399/362, lift 3.5)
## pressure_3pm <= 1006.1
## wind_gust_speed > 54
## sunshine <= 7.7
## -> class Yes [0.741]
##
## Rule 188: (21/5, lift 3.5)
## rain_today = Yes
## temp_3pm > 12.4
## cloud_3pm > 2
## cloud_9am > 1
## cloud_9am <= 4
## pressure_9am > 1017.5
## humidity_3pm > 66
## humidity_3pm <= 77
## wind_gust_speed > 28
## wind_gust_speed <= 41
## evaporation > 1.3
## rainfall <= 5.1
## -> class Yes [0.739]
##
## Rule 189: (115/30, lift 3.5)
## humidity_3pm > 66
## humidity_9am <= 86
## wind_dir_3pm in [N-S]
## wind_gust_speed > 54
## sunshine > 7.5
## sunshine <= 10
## rainfall <= 0.1
## max_temp <= 21
## -> class Yes [0.735]
##
## Rule 190: (39/10, lift 3.5)
## rain_today = Yes
## cloud_3pm > 4
## humidity_3pm <= 50
## wind_dir_9am in [N-E]
## wind_gust_speed > 37
## wind_gust_speed <= 46
## sunshine <= 6.4
## -> class Yes [0.732]
##
## Rule 191: (1298/349, lift 3.5)
## rain_today = Yes
## wind_speed_3pm > 28
## sunshine <= 6.4
## -> class Yes [0.731]
##
## Rule 192: (93/26, lift 3.4)
## rain_today = No
## pressure_9am <= 1012.2
## humidity_3pm > 49
## wind_speed_3pm <= 19
## wind_gust_speed > 37
## wind_gust_speed <= 50
## sunshine > 7.7
## rainfall > 0.3
## -> class Yes [0.716]
##
## Rule 193: (602/175, lift 3.4)
## pressure_3pm <= 1013.7
## humidity_3pm > 27
## wind_speed_9am > 0
## wind_dir_3pm in [NW-NNW]
## wind_dir_9am in [N-ENE]
## wind_gust_speed > 35
## sunshine <= 7.7
## -> class Yes [0.709]
##
## Rule 194: (25/7, lift 3.3)
## pressure_9am <= 1011.1
## humidity_3pm > 49
## humidity_3pm <= 66
## wind_dir_9am in [ENE-NW]
## wind_gust_speed > 46
## wind_gust_speed <= 50
## wind_gust_dir in [NE-S]
## sunshine <= 11.6
## rainfall <= 0.3
## max_temp > 32
## -> class Yes [0.704]
##
## Rule 195: (378/115, lift 3.3)
## temp_9am <= 13.6
## pressure_3pm <= 1021.8
## pressure_9am <= 1026
## wind_speed_9am > 0
## wind_dir_3pm in [W-NNW]
## wind_dir_9am in [N-NE]
## wind_gust_speed > 22
## sunshine <= 4.7
## -> class Yes [0.695]
##
## Rule 196: (397/122, lift 3.3)
## pressure_3pm <= 1013.7
## humidity_3pm > 27
## wind_speed_9am > 0
## wind_dir_3pm in [N-NNE]
## wind_dir_9am in [N-ENE]
## wind_gust_speed > 35
## wind_gust_speed <= 54
## sunshine <= 7.7
## -> class Yes [0.692]
##
## Rule 197: (88/27, lift 3.3)
## pressure_3pm <= 1017.1
## humidity_3pm > 14
## humidity_3pm <= 50
## wind_dir_3pm in [NNE-NE]
## wind_gust_speed > 50
## wind_gust_dir in [SSW-NNW]
## sunshine > 7.7
## sunshine <= 10.6
## -> class Yes [0.689]
##
## Rule 198: (394/125, lift 3.2)
## temp_9am <= 13.6
## pressure_3pm <= 1021.8
## pressure_9am <= 1026
## wind_speed_9am > 0
## wind_dir_3pm in [W-NNW]
## wind_dir_9am in [N-NE]
## sunshine <= 4.7
## -> class Yes [0.682]
##
## Rule 199: (48/16, lift 3.1)
## rain_today = Yes
## humidity_3pm > 41
## humidity_3pm <= 50
## humidity_9am > 78
## wind_gust_speed > 37
## wind_gust_speed <= 46
## sunshine <= 6.4
## -> class Yes [0.660]
##
## Rule 200: (30/10, lift 3.1)
## cloud_3pm <= 7
## cloud_9am <= 5
## pressure_9am <= 1012.2
## humidity_3pm > 49
## humidity_3pm <= 66
## wind_dir_3pm in [WSW-NNW]
## wind_gust_speed > 46
## wind_gust_speed <= 50
## wind_gust_dir in [WSW-NW]
## sunshine <= 11.6
## evaporation > 4.5
## rainfall <= 0.3
## -> class Yes [0.656]
##
## Rule 201: (352/127, lift 3.0)
## pressure_3pm <= 1017.1
## humidity_3pm > 14
## wind_dir_3pm in [N-NNE]
## wind_gust_speed > 63
## sunshine > 8.3
## sunshine <= 10.6
## -> class Yes [0.638]
##
## Rule 202: (318/119, lift 3.0)
## pressure_9am <= 1012.2
## humidity_3pm > 49
## wind_dir_9am in [NE-NNW]
## wind_gust_speed > 46
## wind_gust_dir in [N-SW]
## sunshine <= 11.6
## max_temp > 32
## -> class Yes [0.625]
##
## Rule 203: (44/18, lift 2.8)
## rain_today = Yes
## pressure_3pm <= 1014.3
## humidity_3pm > 50
## humidity_3pm <= 66
## humidity_9am <= 86
## wind_speed_9am > 26
## wind_gust_speed <= 46
## sunshine <= 9
## -> class Yes [0.587]
##
## Rule 204: (27272/13005, lift 2.5)
## humidity_3pm > 66
## -> class Yes [0.523]
##
## Default class: No
##
##
## Evaluation on training data (123722 cases):
##
## Rules
## ----------------
## No Errors
##
## 204 16599(13.4%) <<
##
##
## (a) (b) <-classified as
## ---- ----
## 93517 4104 (a): class No
## 12495 13606 (b): class Yes
##
##
## Attribute usage:
##
## 100.00% humidity_3pm
## 53.22% pressure_3pm
## 47.86% wind_gust_speed
## 44.72% rainfall
## 41.80% wind_dir_3pm
## 31.60% cloud_3pm
## 30.43% temp_3pm
## 29.96% sunshine
## 29.42% rain_today
## 22.57% wind_speed_3pm
## 17.70% cloud_9am
## 16.99% wind_gust_dir
## 16.32% humidity_9am
## 14.69% temp_9am
## 14.40% min_temp
## 12.50% wind_speed_9am
## 6.33% wind_dir_9am
## 4.65% evaporation
## 1.90% pressure_9am
## 1.08% max_temp
##
##
## Time: 39.1 secs
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