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] Mon May 23 19:27:20 2022
## -------------------------------
##
## Class specified by attribute `outcome'
##
## Read 123722 cases (21 attributes) from undefined.data
##
## Rules:
##
## Rule 1: (7008/189, lift 1.2)
## rain_today = No
## humidity_3pm <= 18
## wind_gust_dir in [ENE-NNW]
## -> class No [0.973]
##
## Rule 2: (7916/248, lift 1.2)
## rain_today = No
## pressure_9am > 1026.2
## humidity_3pm <= 68
## sunshine > 7.3
## -> class No [0.969]
##
## Rule 3: (40698/1573, lift 1.2)
## rain_today = No
## humidity_3pm <= 49
## wind_gust_speed <= 52
## sunshine > 7.7
## -> class No [0.961]
##
## Rule 4: (23, lift 1.2)
## temp_3pm > 30.3
## humidity_3pm > 81
## rainfall <= 12.1
## min_temp <= 25.8
## -> class No [0.960]
##
## Rule 5: (7759/335, lift 1.2)
## wind_speed_9am > 9
## wind_gust_speed <= 35
## sunshine > 7.7
## rainfall <= 0.3
## max_temp > 22.6
## min_temp <= 24.1
## -> class No [0.957]
##
## Rule 6: (33520/1429, lift 1.2)
## cloud_3pm <= 6
## pressure_3pm > 1001.5
## humidity_3pm <= 51
## wind_speed_9am <= 31
## wind_dir_3pm in [NE-NNW]
## sunshine > 7.7
## rainfall <= 0.3
## max_temp <= 32.9
## -> class No [0.957]
##
## Rule 7: (41106/1749, lift 1.2)
## humidity_3pm <= 50
## wind_gust_speed <= 46
## sunshine > 6.4
## -> class No [0.957]
##
## Rule 8: (17609/795, lift 1.2)
## wind_gust_speed <= 44
## wind_gust_dir in [ENE-NNW]
## sunshine > 8.6
## -> class No [0.955]
##
## Rule 9: (12132/592, lift 1.2)
## pressure_3pm > 1012
## humidity_3pm <= 63
## humidity_9am <= 98
## sunshine > 6.2
## min_temp <= 5.6
## -> class No [0.951]
##
## Rule 10: (5246/280, lift 1.2)
## rain_today = No
## temp_9am <= 10.3
## humidity_3pm <= 68
## wind_speed_3pm <= 17
## wind_speed_9am <= 9
## wind_gust_speed <= 52
## -> class No [0.946]
##
## Rule 11: (13647/755, lift 1.2)
## rain_today = No
## humidity_3pm <= 68
## wind_speed_9am > 9
## wind_dir_9am in [E-NNW]
## wind_gust_speed <= 37
## -> class No [0.945]
##
## Rule 12: (58608/3479, lift 1.2)
## rain_today = No
## pressure_3pm > 1008.1
## humidity_3pm <= 68
## wind_gust_speed <= 52
## sunshine > 7.7
## min_temp <= 24.1
## -> class No [0.941]
##
## Rule 13: (2160/142, lift 1.2)
## temp_9am <= 6.6
## pressure_3pm > 1014.2
## wind_speed_3pm <= 13
## wind_dir_3pm in [N-WNW]
## rainfall <= 3.3
## -> class No [0.934]
##
## Rule 14: (5147/349, lift 1.2)
## humidity_3pm <= 81
## wind_gust_speed <= 20
## rainfall <= 2.6
## min_temp <= 22.8
## -> class No [0.932]
##
## Rule 15: (6406/510, lift 1.2)
## cloud_3pm <= 5
## humidity_3pm <= 81
## wind_dir_3pm in [N-NE]
## wind_dir_9am in [NE-NNW]
## wind_gust_speed <= 39
## -> class No [0.920]
##
## Rule 16: (5098/705, lift 1.1)
## temp_9am <= 6.6
## pressure_3pm > 1014.2
## -> class No [0.862]
##
## Rule 17: (118000/24973, lift 1.0)
## temp_9am > 6.6
## -> class No [0.788]
##
## Rule 18: (30, lift 4.6)
## rain_today = Yes
## humidity_3pm > 64
## humidity_3pm <= 68
## humidity_9am > 76
## wind_gust_speed > 46
## wind_gust_speed <= 57
## sunshine <= 9
## max_temp > 29.3
## -> class Yes [0.969]
##
## Rule 19: (25, lift 4.6)
## temp_9am > 6.6
## pressure_3pm <= 1025
## humidity_3pm > 88
## humidity_9am > 96
## wind_speed_9am <= 7
## rainfall <= 0.1
## min_temp <= 7.4
## -> class Yes [0.963]
##
## Rule 20: (24, lift 4.6)
## rain_today = Yes
## temp_9am > 27.5
## cloud_3pm > 3
## humidity_3pm > 50
## humidity_3pm <= 68
## humidity_9am > 76
## wind_gust_speed > 46
## wind_gust_speed <= 57
## sunshine <= 9
## -> class Yes [0.962]
##
## Rule 21: (41/1, lift 4.5)
## rain_today = Yes
## pressure_3pm <= 1015.4
## humidity_3pm > 50
## humidity_3pm <= 51
## wind_gust_speed > 35
## wind_gust_speed <= 46
## max_temp <= 16.9
## min_temp > 9.7
## -> class Yes [0.953]
##
## Rule 22: (19, lift 4.5)
## pressure_3pm <= 1013.5
## humidity_3pm > 68
## wind_dir_3pm in [N-SE]
## wind_gust_speed > 56
## wind_gust_dir in [N-SW]
## rainfall > 0.1
## rainfall <= 0.3
## -> class Yes [0.952]
##
## Rule 23: (16, lift 4.5)
## rain_today = No
## pressure_3pm > 1013.5
## pressure_3pm <= 1014.2
## pressure_9am > 1015.6
## pressure_9am <= 1019.6
## humidity_3pm > 24
## wind_dir_9am in [N-NE]
## wind_gust_speed > 41
## wind_gust_dir in [WSW-NNW]
## sunshine <= 7.7
## -> class Yes [0.944]
##
## Rule 24: (16, lift 4.5)
## rain_today = No
## temp_9am > 26.1
## cloud_3pm > 6
## humidity_3pm > 18
## wind_dir_3pm in [NW-NNW]
## wind_gust_speed > 52
## sunshine > 7.7
## sunshine <= 10.5
## -> class Yes [0.944]
##
## Rule 25: (16, lift 4.5)
## rain_today = Yes
## cloud_9am > 2
## pressure_3pm > 1015.4
## pressure_3pm <= 1019.6
## humidity_3pm > 60
## humidity_3pm <= 68
## humidity_9am <= 82
## wind_speed_9am <= 13
## wind_dir_3pm in [WSW-NW]
## wind_gust_speed > 31
## wind_gust_speed <= 46
## -> class Yes [0.944]
##
## Rule 26: (1113/62, lift 4.5)
## cloud_9am > 2
## humidity_3pm > 79
## humidity_9am <= 96
## wind_gust_speed > 30
## sunshine <= 4
## rainfall > 2.6
## -> class Yes [0.943]
##
## Rule 27: (15, lift 4.5)
## rain_today = Yes
## cloud_3pm > 5
## pressure_3pm <= 1006.2
## wind_dir_3pm = NNW
## wind_gust_speed <= 46
## wind_gust_dir in [NW-NNW]
## sunshine <= 8
## -> class Yes [0.941]
##
## Rule 28: (14, lift 4.5)
## pressure_3pm <= 1013.5
## humidity_3pm > 27
## humidity_3pm <= 68
## humidity_9am <= 43
## wind_dir_9am in [N-NE]
## wind_gust_speed > 35
## wind_gust_speed <= 52
## sunshine <= 5.6
## min_temp <= 13.2
## -> class Yes [0.938]
##
## Rule 29: (14, lift 4.5)
## pressure_3pm > 1011.9
## pressure_9am <= 1015.6
## humidity_9am > 54
## wind_speed_3pm <= 11
## wind_dir_3pm in [E-W]
## wind_gust_speed > 52
## sunshine > 7.7
## -> class Yes [0.938]
##
## Rule 30: (13, lift 4.4)
## cloud_3pm <= 6
## pressure_3pm > 1001.5
## pressure_3pm <= 1011.9
## humidity_3pm <= 68
## humidity_9am > 54
## wind_speed_9am > 31
## wind_dir_3pm in [WNW-NNW]
## wind_gust_speed > 52
## sunshine > 7.7
## evaporation <= 6
## rainfall <= 0.3
## max_temp <= 32.9
## -> class Yes [0.933]
##
## Rule 31: (13, lift 4.4)
## rain_today = Yes
## pressure_3pm <= 1006.9
## humidity_3pm <= 50
## wind_speed_3pm <= 15
## wind_dir_3pm in [N-ESE]
## wind_gust_speed > 46
## sunshine <= 11.5
## -> class Yes [0.933]
##
## Rule 32: (13, lift 4.4)
## rain_today = Yes
## temp_3pm <= 18.3
## temp_9am > 10.2
## cloud_9am <= 7
## pressure_3pm > 1015.4
## humidity_3pm > 59
## humidity_3pm <= 68
## humidity_9am > 82
## wind_dir_9am in [N-ESE]
## wind_gust_speed > 39
## wind_gust_speed <= 46
## -> class Yes [0.933]
##
## Rule 33: (13, lift 4.4)
## humidity_3pm > 68
## humidity_3pm <= 81
## wind_dir_3pm in [S-WNW]
## wind_dir_9am in [SW-NNW]
## wind_gust_speed > 69
## wind_gust_dir in [N-SW]
## sunshine > 7.7
## rainfall <= 2.6
## -> class Yes [0.933]
##
## Rule 34: (41/2, lift 4.4)
## rain_today = No
## cloud_3pm > 4
## pressure_3pm <= 1013.5
## pressure_9am > 1016.5
## humidity_3pm > 27
## wind_dir_9am in [N-ENE]
## wind_gust_speed > 35
## wind_gust_speed <= 52
## sunshine <= 5.6
## min_temp <= 13.2
## -> class Yes [0.930]
##
## Rule 35: (12, lift 4.4)
## cloud_3pm > 7
## humidity_3pm > 26
## humidity_9am <= 54
## wind_dir_3pm in [N-NNE]
## wind_gust_speed > 52
## sunshine > 7.7
## -> class Yes [0.929]
##
## Rule 36: (12, lift 4.4)
## rain_today = Yes
## humidity_3pm > 45
## humidity_3pm <= 49
## humidity_9am <= 73
## wind_speed_3pm <= 28
## wind_gust_speed > 46
## wind_gust_dir in [N-W]
## sunshine <= 6.4
## -> class Yes [0.929]
##
## Rule 37: (12, lift 4.4)
## rain_today = Yes
## humidity_3pm > 41
## humidity_3pm <= 50
## humidity_9am > 85
## wind_gust_speed > 39
## wind_gust_dir in [W-WNW]
## sunshine <= 6.4
## -> class Yes [0.929]
##
## Rule 38: (12, lift 4.4)
## rain_today = Yes
## pressure_3pm <= 1015.4
## humidity_3pm > 64
## humidity_3pm <= 68
## wind_dir_3pm in [W-NNW]
## wind_gust_speed > 35
## wind_gust_speed <= 46
## wind_gust_dir in [N-NE]
## -> class Yes [0.929]
##
## Rule 39: (12, lift 4.4)
## rain_today = Yes
## temp_3pm <= 21.3
## cloud_3pm <= 7
## pressure_3pm > 1012
## humidity_3pm > 50
## humidity_9am <= 68
## wind_dir_3pm = NW
## wind_gust_speed > 46
## -> class Yes [0.929]
##
## Rule 40: (12, lift 4.4)
## rain_today = Yes
## temp_9am > 2.8
## pressure_3pm > 1017.3
## humidity_3pm > 72
## humidity_3pm <= 79
## wind_gust_speed > 41
## wind_gust_dir in [WSW-NNW]
## sunshine > 7.7
## rainfall <= 2.6
## -> class Yes [0.929]
##
## Rule 41: (11, lift 4.4)
## rain_today = No
## cloud_9am <= 4
## pressure_3pm <= 1004.6
## humidity_3pm > 49
## wind_speed_9am > 9
## wind_dir_9am in [SSE-NNW]
## wind_gust_speed > 37
## wind_gust_speed <= 52
## sunshine <= 7.7
## -> class Yes [0.923]
##
## Rule 42: (1485/119, lift 4.4)
## rain_today = Yes
## temp_9am > 6.6
## humidity_3pm > 88
## wind_speed_9am > 13
## max_temp > 7.4
## -> class Yes [0.919]
##
## Rule 43: (546/44, lift 4.4)
## rain_today = Yes
## cloud_3pm > 7
## humidity_3pm > 50
## humidity_9am > 79
## wind_gust_speed > 46
## sunshine <= 6.2
## -> class Yes [0.918]
##
## Rule 44: (10, lift 4.4)
## pressure_3pm > 1013.5
## pressure_3pm <= 1022
## humidity_3pm > 58
## humidity_3pm <= 68
## wind_speed_3pm > 17
## wind_speed_9am <= 7
## wind_dir_3pm in [W-NNW]
## wind_dir_9am in [WSW-NNW]
## sunshine <= 7.7
## -> class Yes [0.917]
##
## Rule 45: (10, lift 4.4)
## rain_today = No
## cloud_3pm <= 6
## pressure_3pm <= 1011.9
## humidity_3pm <= 51
## humidity_9am > 54
## wind_dir_3pm in [N-SE]
## wind_gust_speed > 52
## sunshine > 7.7
## rainfall > 0.3
## max_temp <= 32.9
## -> class Yes [0.917]
##
## Rule 46: (46/3, lift 4.4)
## cloud_9am <= 6
## pressure_3pm <= 1015.4
## pressure_9am <= 1015.3
## humidity_3pm > 50
## humidity_3pm <= 51
## wind_gust_speed <= 46
## rainfall > 1.9
## rainfall <= 20.4
## max_temp <= 19.4
## min_temp > 5.6
## -> class Yes [0.917]
##
## Rule 47: (21/1, lift 4.3)
## temp_9am > 15.9
## cloud_9am <= 6
## pressure_3pm <= 1015.4
## pressure_9am > 1015.3
## humidity_3pm <= 51
## rainfall > 1.9
## max_temp <= 19.4
## min_temp > 5.6
## -> class Yes [0.913]
##
## Rule 48: (21/1, lift 4.3)
## rain_today = Yes
## cloud_3pm <= 6
## pressure_3pm <= 1011.6
## humidity_3pm > 68
## humidity_3pm <= 81
## wind_dir_9am in [SW-NNW]
## wind_gust_speed > 31
## wind_gust_speed <= 41
## sunshine <= 8.6
## rainfall <= 2.6
## min_temp <= 22.8
## -> class Yes [0.913]
##
## Rule 49: (32/2, lift 4.3)
## temp_9am > 10.2
## cloud_9am > 7
## pressure_3pm > 1015.4
## humidity_3pm > 59
## humidity_3pm <= 66
## humidity_9am > 82
## wind_gust_speed > 31
## wind_gust_speed <= 46
## rainfall > 2.6
## -> class Yes [0.912]
##
## Rule 50: (9, lift 4.3)
## rain_today = No
## temp_9am > 13.7
## cloud_3pm <= 6
## pressure_3pm <= 1015.4
## humidity_3pm > 15
## humidity_9am <= 54
## wind_dir_3pm = NNW
## wind_gust_speed > 52
## sunshine > 7.7
## evaporation <= 6.7
## rainfall > 0.1
## -> class Yes [0.909]
##
## Rule 51: (9, lift 4.3)
## pressure_3pm <= 1015.4
## humidity_3pm > 60
## humidity_3pm <= 63
## wind_speed_9am > 15
## wind_dir_3pm in [S-WNW]
## wind_gust_speed <= 46
## wind_gust_dir in [SW-W]
## sunshine <= 7.3
## rainfall > 1.9
## -> class Yes [0.909]
##
## Rule 52: (9, lift 4.3)
## cloud_3pm > 7
## pressure_3pm > 1022.9
## humidity_3pm > 68
## humidity_3pm <= 81
## wind_speed_3pm > 11
## wind_gust_speed > 28
## wind_gust_speed <= 41
## wind_gust_dir in [N-ESE]
## rainfall <= 2.6
## max_temp > 17.5
## -> class Yes [0.909]
##
## Rule 53: (9, lift 4.3)
## cloud_3pm <= 5
## cloud_9am > 4
## humidity_3pm > 68
## humidity_3pm <= 81
## wind_dir_3pm in [N-SSE]
## wind_gust_speed > 56
## wind_gust_speed <= 57
## wind_gust_dir in [N-SSE]
## rainfall <= 0.3
## max_temp <= 22.6
## -> class Yes [0.909]
##
## Rule 54: (2147/197, lift 4.3)
## temp_3pm <= 30.3
## temp_9am > 6.6
## humidity_3pm > 88
## wind_gust_speed > 41
## max_temp > 7.4
## -> class Yes [0.908]
##
## Rule 55: (105/9, lift 4.3)
## rain_today = No
## pressure_3pm <= 1013.5
## humidity_3pm > 27
## wind_speed_3pm <= 24
## wind_dir_9am in [N-ENE]
## wind_gust_speed > 35
## sunshine <= 0.8
## min_temp <= 13.2
## -> class Yes [0.907]
##
## Rule 56: (3207/300, lift 4.3)
## temp_3pm <= 30.3
## temp_9am > 6.6
## pressure_3pm <= 1025
## humidity_3pm > 88
## rainfall > 0.1
## max_temp > 7.4
## -> class Yes [0.906]
##
## Rule 57: (19/1, lift 4.3)
## rain_today = No
## cloud_3pm > 5
## cloud_3pm <= 6
## humidity_3pm > 68
## wind_speed_9am <= 19
## sunshine <= 8.6
## max_temp > 29.3
## min_temp <= 22.8
## -> class Yes [0.905]
##
## Rule 58: (1474/141, lift 4.3)
## temp_9am > 6.6
## cloud_3pm > 7
## pressure_9am <= 1019.3
## humidity_3pm > 84
## wind_dir_3pm in [N-SW]
## -> class Yes [0.904]
##
## Rule 59: (39/3, lift 4.3)
## temp_3pm > 19.1
## pressure_9am > 1021.1
## humidity_3pm > 68
## wind_speed_9am > 7
## sunshine <= 4
## rainfall > 2.6
## -> class Yes [0.902]
##
## Rule 60: (2263/221, lift 4.3)
## temp_9am > 6.6
## pressure_9am <= 1019.3
## humidity_3pm > 81
## sunshine <= 4.3
## -> class Yes [0.902]
##
## Rule 61: (8, lift 4.3)
## temp_3pm > 28.5
## pressure_3pm > 1013.5
## humidity_3pm > 28
## wind_dir_9am in [E-W]
## wind_gust_speed <= 57
## wind_gust_dir in [S-NW]
## sunshine <= 7.7
## evaporation > 5.2
## -> class Yes [0.900]
##
## Rule 62: (8, lift 4.3)
## humidity_3pm > 26
## humidity_9am <= 54
## wind_dir_3pm in [N-NNE]
## wind_gust_speed > 52
## sunshine <= 10.5
## evaporation > 14.7
## -> class Yes [0.900]
##
## Rule 63: (18/1, lift 4.3)
## pressure_3pm > 1011.9
## humidity_3pm <= 68
## humidity_9am > 54
## wind_speed_3pm > 20
## wind_dir_3pm in [NW-NNW]
## wind_dir_9am in [NNE-NNW]
## wind_gust_speed > 69
## sunshine > 7.7
## -> class Yes [0.900]
##
## Rule 64: (8, lift 4.3)
## rain_today = Yes
## cloud_3pm <= 2
## pressure_3pm <= 1015.4
## humidity_3pm > 50
## humidity_3pm <= 68
## humidity_9am > 71
## wind_speed_9am > 0
## wind_dir_9am in [N-NNE]
## min_temp <= 9.8
## -> class Yes [0.900]
##
## Rule 65: (8, lift 4.3)
## rain_today = Yes
## cloud_3pm > 2
## pressure_3pm <= 1015.4
## humidity_3pm > 50
## humidity_3pm <= 51
## wind_dir_3pm = NNW
## wind_gust_speed > 35
## wind_gust_speed <= 46
## -> class Yes [0.900]
##
## Rule 66: (38/3, lift 4.3)
## cloud_3pm <= 5
## cloud_9am > 2
## humidity_3pm > 75
## wind_dir_3pm in [SE-NNW]
## wind_dir_9am = NNW
## wind_gust_speed <= 39
## sunshine > 4
## rainfall > 2.6
## min_temp > 3.5
## -> class Yes [0.900]
##
## Rule 67: (8, lift 4.3)
## temp_9am <= 6.6
## pressure_9am > 1019.7
## humidity_3pm > 81
## humidity_3pm <= 90
## wind_speed_3pm > 20
## rainfall > 0.3
## -> class Yes [0.900]
##
## Rule 68: (35/3, lift 4.2)
## pressure_3pm > 1010.5
## humidity_3pm > 68
## wind_speed_3pm <= 13
## wind_dir_3pm in [SSW-NNW]
## wind_gust_speed > 41
## wind_gust_speed <= 48
## sunshine <= 7.7
## rainfall <= 2.6
## -> class Yes [0.892]
##
## Rule 69: (1707/183, lift 4.2)
## temp_3pm <= 30.3
## temp_9am > 6.6
## humidity_3pm > 88
## humidity_9am <= 96
## wind_speed_3pm <= 17
## max_temp > 7.4
## -> class Yes [0.892]
##
## Rule 70: (275/29, lift 4.2)
## temp_9am > 6.6
## pressure_3pm <= 1016.6
## humidity_3pm > 88
## humidity_9am > 96
## wind_speed_9am <= 7
## -> class Yes [0.892]
##
## Rule 71: (34/3, lift 4.2)
## rain_today = No
## pressure_3pm <= 1013.5
## pressure_9am <= 1016.5
## humidity_3pm > 27
## humidity_9am > 43
## wind_speed_3pm > 24
## wind_dir_9am in [N-ENE]
## wind_gust_speed > 35
## wind_gust_speed <= 52
## sunshine <= 5.6
## min_temp <= 13.2
## -> class Yes [0.889]
##
## Rule 72: (7, lift 4.2)
## pressure_3pm > 1017
## pressure_3pm <= 1018
## humidity_9am > 54
## wind_speed_3pm > 11
## wind_speed_3pm <= 20
## wind_dir_3pm in [ESE-NW]
## wind_gust_speed > 52
## wind_gust_speed <= 54
## sunshine > 7.7
## -> class Yes [0.889]
##
## Rule 73: (7, lift 4.2)
## rain_today = Yes
## humidity_3pm > 45
## humidity_3pm <= 49
## humidity_9am <= 85
## wind_speed_3pm <= 28
## wind_gust_speed > 59
## sunshine <= 6.4
## -> class Yes [0.889]
##
## Rule 74: (7, lift 4.2)
## rain_today = No
## cloud_3pm > 5
## humidity_3pm > 68
## humidity_3pm <= 81
## wind_speed_9am <= 2
## wind_gust_speed <= 41
## min_temp > 22.8
## -> class Yes [0.889]
##
## Rule 75: (7, lift 4.2)
## temp_9am > 18
## cloud_3pm <= 5
## cloud_9am > 4
## humidity_3pm > 68
## humidity_3pm <= 81
## wind_dir_3pm in [NE-SSE]
## wind_dir_9am in [SE-NW]
## wind_gust_speed > 56
## rainfall <= 0.1
## max_temp <= 22.6
## -> class Yes [0.889]
##
## Rule 76: (830/93, lift 4.2)
## rain_today = Yes
## pressure_3pm <= 1012
## humidity_3pm > 50
## wind_speed_9am <= 30
## wind_gust_speed > 59
## wind_gust_dir in [SSW-NNW]
## sunshine <= 9
## -> class Yes [0.887]
##
## Rule 77: (24/2, lift 4.2)
## humidity_3pm > 68
## humidity_3pm <= 81
## wind_speed_3pm <= 31
## wind_dir_3pm in [N-NNE]
## wind_dir_9am in [N-WNW]
## wind_gust_speed > 41
## wind_gust_dir in [N-SSW]
## sunshine > 7.7
## rainfall > 0.3
## rainfall <= 2.6
## -> class Yes [0.885]
##
## Rule 78: (198/22, lift 4.2)
## temp_3pm > 19.1
## humidity_3pm > 68
## wind_speed_9am <= 7
## sunshine <= 4
## rainfall > 2.6
## -> class Yes [0.885]
##
## Rule 79: (1188/139, lift 4.2)
## rain_today = Yes
## pressure_3pm <= 1012
## humidity_3pm > 50
## humidity_9am > 76
## wind_gust_speed > 57
## sunshine <= 9
## -> class Yes [0.882]
##
## Rule 80: (15/1, lift 4.2)
## rain_today = Yes
## cloud_3pm > 6
## pressure_3pm > 1025.3
## humidity_3pm <= 68
## humidity_9am > 68
## wind_gust_speed > 46
## sunshine <= 6.2
## -> class Yes [0.882]
##
## Rule 81: (23/2, lift 4.2)
## pressure_3pm > 1011.9
## pressure_3pm <= 1018
## humidity_9am > 54
## wind_speed_3pm <= 11
## wind_dir_3pm in [E-W]
## wind_gust_speed > 52
## sunshine > 7.7
## sunshine <= 10.5
## min_temp > 16.4
## -> class Yes [0.880]
##
## Rule 82: (23/2, lift 4.2)
## rain_today = Yes
## pressure_3pm <= 1015.4
## humidity_3pm > 50
## humidity_3pm <= 64
## wind_speed_9am <= 15
## wind_gust_speed > 35
## wind_gust_speed <= 46
## wind_gust_dir in [N-ENE]
## sunshine <= 7.3
## -> class Yes [0.880]
##
## Rule 83: (893/106, lift 4.2)
## cloud_9am > 7
## humidity_3pm > 68
## wind_gust_speed > 44
## sunshine <= 5.4
## -> class Yes [0.880]
##
## Rule 84: (73/8, lift 4.2)
## temp_3pm <= 21.4
## pressure_9am > 1019.3
## humidity_3pm > 81
## humidity_9am <= 79
## wind_gust_speed <= 43
## wind_gust_dir in [N-ESE]
## rainfall <= 1.7
## -> class Yes [0.880]
##
## Rule 85: (1717/212, lift 4.2)
## cloud_9am > 2
## humidity_3pm > 68
## wind_gust_speed > 30
## sunshine <= 4
## evaporation > 1.5
## rainfall > 2.6
## -> class Yes [0.876]
##
## Rule 86: (22/2, lift 4.2)
## rain_today = No
## pressure_3pm > 1013.5
## pressure_3pm <= 1022
## humidity_3pm > 58
## humidity_3pm <= 62
## wind_speed_3pm > 17
## wind_speed_9am > 4
## wind_dir_3pm in [W-NNW]
## wind_dir_9am in [N-E]
## sunshine <= 7.7
## -> class Yes [0.875]
##
## Rule 87: (6, lift 4.2)
## rain_today = No
## pressure_3pm > 1022
## humidity_3pm > 53
## humidity_3pm <= 68
## humidity_9am > 74
## humidity_9am <= 79
## wind_dir_9am in [WSW-W]
## wind_gust_speed > 44
## sunshine <= 7.7
## -> class Yes [0.875]
##
## Rule 88: (6, lift 4.2)
## cloud_3pm > 7
## pressure_3pm > 1011.9
## humidity_3pm <= 50
## humidity_9am > 54
## wind_dir_3pm in [N-NNE]
## wind_gust_speed > 52
## -> class Yes [0.875]
##
## Rule 89: (38/4, lift 4.2)
## rain_today = Yes
## cloud_9am > 2
## pressure_3pm > 1015.4
## pressure_3pm <= 1019.6
## humidity_3pm > 60
## humidity_9am <= 82
## wind_speed_9am <= 20
## wind_dir_3pm in [WSW-NNW]
## wind_gust_speed > 39
## wind_gust_speed <= 46
## sunshine <= 8.7
## -> class Yes [0.875]
##
## Rule 90: (6, lift 4.2)
## rain_today = Yes
## temp_9am > 10.2
## cloud_9am > 5
## pressure_3pm > 1015.4
## humidity_3pm <= 59
## humidity_9am > 82
## humidity_9am <= 92
## wind_dir_9am = NNW
## wind_gust_speed <= 46
## -> class Yes [0.875]
##
## Rule 91: (6, lift 4.2)
## rain_today = Yes
## pressure_3pm > 1012
## pressure_9am <= 1009
## sunshine > 9
## -> class Yes [0.875]
##
## Rule 92: (6, lift 4.2)
## cloud_3pm > 6
## cloud_9am > 7
## pressure_3pm <= 1011.7
## humidity_3pm > 68
## humidity_3pm <= 70
## wind_speed_3pm <= 13
## rainfall <= 2.6
## -> class Yes [0.875]
##
## Rule 93: (6, lift 4.2)
## temp_9am <= 6.6
## cloud_9am <= 5
## pressure_9am > 1019.7
## humidity_3pm > 81
## wind_speed_3pm > 20
## -> class Yes [0.875]
##
## Rule 94: (547/68, lift 4.2)
## humidity_3pm > 68
## sunshine <= 4
## min_temp > 22.8
## -> class Yes [0.874]
##
## Rule 95: (170/21, lift 4.1)
## cloud_9am > 7
## humidity_3pm > 30
## wind_dir_3pm in [NW-NNW]
## wind_gust_speed > 46
## rainfall > 2.9
## -> class Yes [0.872]
##
## Rule 96: (84/10, lift 4.1)
## rain_today = Yes
## pressure_3pm <= 1012
## humidity_3pm > 50
## humidity_9am <= 76
## wind_speed_9am <= 26
## wind_dir_9am in [N-NNE]
## wind_gust_speed > 46
## sunshine <= 9
## evaporation > 0.9
## -> class Yes [0.872]
##
## Rule 97: (2022/262, lift 4.1)
## cloud_9am > 2
## humidity_3pm > 68
## humidity_9am > 85
## wind_gust_speed > 39
## rainfall > 5.9
## min_temp > 3.5
## -> class Yes [0.870]
##
## Rule 98: (21/2, lift 4.1)
## temp_9am > 6.6
## pressure_9am <= 1019.3
## humidity_3pm > 84
## humidity_3pm <= 88
## humidity_9am > 91
## wind_dir_3pm = N
## sunshine > 4.3
## -> class Yes [0.870]
##
## Rule 99: (935/122, lift 4.1)
## cloud_3pm > 6
## pressure_3pm <= 1011.7
## humidity_3pm > 70
## wind_speed_3pm <= 13
## wind_gust_speed > 20
## sunshine <= 8.6
## -> class Yes [0.869]
##
## Rule 100: (815/107, lift 4.1)
## rain_today = Yes
## cloud_3pm > 6
## pressure_3pm <= 1025.3
## humidity_3pm > 50
## humidity_9am > 85
## wind_gust_speed > 46
## sunshine <= 6.2
## -> class Yes [0.868]
##
## Rule 101: (36/4, lift 4.1)
## cloud_3pm <= 6
## pressure_3pm <= 1022.9
## humidity_3pm > 68
## wind_dir_3pm in [N-S]
## sunshine <= 1.6
## evaporation > 5.7
## min_temp <= 22.8
## -> class Yes [0.868]
##
## Rule 102: (149/19, lift 4.1)
## temp_9am <= 6.6
## pressure_3pm <= 1014.2
## humidity_3pm > 81
## -> class Yes [0.868]
##
## Rule 103: (13/1, lift 4.1)
## rain_today = No
## temp_9am <= 20.9
## pressure_3pm <= 1008.1
## humidity_3pm > 49
## wind_dir_3pm in [N-SW]
## wind_gust_speed <= 35
## rainfall > 0.3
## max_temp > 22.8
## -> class Yes [0.867]
##
## Rule 104: (13/1, lift 4.1)
## rain_today = Yes
## humidity_3pm <= 50
## humidity_9am > 85
## wind_speed_9am <= 19
## wind_gust_speed > 39
## wind_gust_dir in [N-SSW]
## sunshine <= 6.4
## -> class Yes [0.867]
##
## Rule 105: (58/7, lift 4.1)
## cloud_9am > 6
## pressure_3pm <= 1015.4
## humidity_3pm > 50
## humidity_3pm <= 51
## wind_speed_9am <= 43
## wind_gust_speed > 35
## wind_gust_speed <= 46
## rainfall > 1.9
## max_temp <= 19.4
## min_temp > 5.6
## -> class Yes [0.867]
##
## Rule 106: (1892/251, lift 4.1)
## humidity_3pm > 68
## wind_gust_speed > 54
## rainfall > 2.6
## min_temp > 4.4
## -> class Yes [0.867]
##
## Rule 107: (3890/517, lift 4.1)
## humidity_3pm > 81
## rainfall > 3.3
## -> class Yes [0.867]
##
## Rule 108: (689/92, lift 4.1)
## humidity_3pm > 90
## wind_gust_dir in [WNW-NNW]
## -> class Yes [0.865]
##
## Rule 109: (4115/556, lift 4.1)
## temp_3pm <= 30.3
## temp_9am > 6.6
## humidity_3pm > 81
## humidity_9am > 72
## rainfall > 1.7
## -> class Yes [0.865]
##
## Rule 110: (20/2, lift 4.1)
## rain_today = No
## temp_9am > 27.9
## pressure_3pm <= 1007.7
## humidity_3pm <= 68
## wind_speed_9am <= 9
## wind_dir_9am in [E-NNW]
## wind_gust_speed <= 52
## sunshine <= 7.7
## max_temp <= 33.9
## -> class Yes [0.864]
##
## Rule 111: (20/2, lift 4.1)
## cloud_3pm > 3
## cloud_3pm <= 5
## cloud_9am > 5
## humidity_3pm > 75
## humidity_3pm <= 81
## wind_dir_3pm in [ENE-NNW]
## wind_dir_9am in [NE-NNW]
## wind_gust_speed <= 39
## rainfall > 2.6
## -> class Yes [0.864]
##
## Rule 112: (246/33, lift 4.1)
## cloud_3pm > 2
## pressure_3pm <= 1015.4
## humidity_3pm > 50
## wind_speed_9am > 15
## wind_speed_9am <= 43
## wind_dir_9am in [N-NNE]
## wind_gust_speed > 35
## sunshine <= 7.3
## rainfall > 1.9
## -> class Yes [0.863]
##
## Rule 113: (1442/197, lift 4.1)
## rain_today = Yes
## cloud_3pm > 3
## cloud_9am > 3
## pressure_3pm <= 1012
## humidity_3pm > 50
## humidity_9am > 76
## wind_gust_speed > 46
## wind_gust_dir in [SSW-NNW]
## sunshine <= 9
## -> class Yes [0.863]
##
## Rule 114: (34/4, lift 4.1)
## rain_today = Yes
## cloud_9am <= 7
## humidity_3pm <= 68
## humidity_9am > 85
## wind_dir_3pm = NNW
## wind_gust_speed > 46
## -> class Yes [0.861]
##
## Rule 115: (714/99, lift 4.1)
## cloud_9am > 7
## humidity_3pm > 68
## wind_dir_9am in [N-SSW]
## wind_gust_speed > 41
## sunshine <= 5.4
## -> class Yes [0.860]
##
## Rule 116: (48/6, lift 4.1)
## cloud_3pm > 5
## cloud_9am <= 7
## humidity_3pm > 68
## wind_speed_3pm <= 19
## wind_dir_3pm in [N-SSE]
## wind_gust_speed > 41
## wind_gust_dir in [N-SW]
## sunshine > 7.7
## rainfall <= 0.3
## -> class Yes [0.860]
##
## Rule 117: (1475/207, lift 4.1)
## temp_3pm <= 30.3
## temp_9am > 6.6
## cloud_3pm > 4
## pressure_9am <= 1019.3
## humidity_3pm > 84
## humidity_9am <= 91
## wind_dir_3pm in [NE-SW]
## max_temp > 7.4
## -> class Yes [0.859]
##
## Rule 118: (12/1, lift 4.1)
## cloud_3pm <= 5
## pressure_3pm <= 1008.1
## humidity_3pm > 49
## humidity_3pm <= 68
## humidity_9am > 65
## humidity_9am <= 68
## wind_speed_3pm > 19
## wind_gust_speed > 35
## wind_gust_speed <= 52
## sunshine > 7.7
## sunshine <= 9
## rainfall <= 0.1
## max_temp > 22.6
## min_temp <= 24.1
## -> class Yes [0.857]
##
## Rule 119: (5, lift 4.1)
## cloud_3pm <= 5
## humidity_3pm > 68
## wind_dir_3pm = NNW
## rainfall <= 2.6
## min_temp > 22.8
## -> class Yes [0.857]
##
## Rule 120: (68/9, lift 4.1)
## cloud_3pm > 5
## humidity_3pm > 73
## humidity_3pm <= 81
## humidity_9am <= 79
## wind_gust_speed <= 41
## evaporation <= 8.5
## rainfall <= 2.6
## min_temp > 22.8
## -> class Yes [0.857]
##
## Rule 121: (163/23, lift 4.1)
## rain_today = Yes
## pressure_3pm <= 1015.4
## humidity_3pm > 50
## wind_speed_3pm <= 11
## wind_dir_3pm in [N-E]
## wind_gust_speed > 26
## sunshine <= 8
## -> class Yes [0.855]
##
## Rule 122: (2574/377, lift 4.1)
## humidity_3pm > 75
## wind_gust_speed > 41
## sunshine <= 7.7
## -> class Yes [0.853]
##
## Rule 123: (1706/250, lift 4.1)
## temp_9am > 2.8
## cloud_9am > 4
## pressure_3pm <= 1017.3
## humidity_3pm > 77
## wind_gust_speed > 41
## wind_gust_dir in [WSW-NNW]
## -> class Yes [0.853]
##
## Rule 124: (139/20, lift 4.0)
## rain_today = Yes
## cloud_3pm <= 6
## pressure_3pm > 1012
## humidity_3pm > 50
## humidity_9am > 68
## wind_speed_9am <= 17
## wind_gust_speed > 46
## sunshine <= 6.2
## -> class Yes [0.851]
##
## Rule 125: (18/2, lift 4.0)
## humidity_3pm > 50
## humidity_3pm <= 68
## wind_dir_9am in [N-SSE]
## wind_gust_speed > 52
## sunshine > 7.7
## rainfall > 0.5
## rainfall <= 0.7
## -> class Yes [0.850]
##
## Rule 126: (18/2, lift 4.0)
## rain_today = Yes
## cloud_3pm > 4
## humidity_3pm > 50
## humidity_3pm <= 68
## wind_speed_9am > 43
## wind_gust_speed <= 46
## max_temp <= 17.5
## -> class Yes [0.850]
##
## Rule 127: (1395/208, lift 4.0)
## cloud_3pm > 3
## humidity_3pm > 68
## wind_dir_3pm in [SSW-NNW]
## wind_gust_speed > 48
## sunshine <= 7.7
## -> class Yes [0.850]
##
## Rule 128: (692/103, lift 4.0)
## cloud_3pm > 7
## pressure_3pm <= 1013.5
## wind_gust_speed > 52
## sunshine <= 7.7
## -> class Yes [0.850]
##
## Rule 129: (1551/233, lift 4.0)
## temp_9am > 10.2
## cloud_9am > 7
## humidity_3pm > 67
## humidity_9am > 82
## wind_gust_speed > 31
## sunshine <= 8.7
## rainfall > 2.6
## -> class Yes [0.849]
##
## Rule 130: (793/119, lift 4.0)
## temp_9am > 2.8
## pressure_3pm <= 1017.3
## humidity_3pm > 68
## wind_dir_9am in [N-E]
## wind_gust_speed > 41
## wind_gust_dir in [WSW-NNW]
## -> class Yes [0.849]
##
## Rule 131: (2067/314, lift 4.0)
## temp_3pm <= 30.3
## temp_9am > 6.6
## pressure_9am <= 1019.3
## humidity_3pm > 81
## wind_dir_3pm in [WSW-NNW]
## max_temp > 7.4
## -> class Yes [0.848]
##
## Rule 132: (11/1, lift 4.0)
## rain_today = No
## pressure_3pm > 1013.5
## pressure_3pm <= 1022
## humidity_3pm <= 58
## humidity_9am > 67
## wind_gust_speed > 57
## sunshine <= 7.7
## rainfall > 0.3
## -> class Yes [0.846]
##
## Rule 133: (11/1, lift 4.0)
## rain_today = Yes
## cloud_9am <= 4
## pressure_3pm > 1015.4
## humidity_3pm > 59
## humidity_3pm <= 68
## humidity_9am > 82
## wind_gust_speed > 39
## wind_gust_speed <= 46
## sunshine <= 8.7
## -> class Yes [0.846]
##
## Rule 134: (590/92, lift 4.0)
## rain_today = Yes
## cloud_3pm > 5
## pressure_3pm <= 1015.4
## humidity_3pm > 64
## wind_dir_3pm in [WSW-NNW]
## wind_gust_speed > 35
## wind_gust_dir in [ENE-NNW]
## max_temp <= 16.7
## -> class Yes [0.843]
##
## Rule 135: (1218/190, lift 4.0)
## rain_today = Yes
## pressure_3pm <= 1012
## humidity_3pm > 50
## wind_speed_9am <= 26
## wind_gust_speed > 48
## wind_gust_dir in [WSW-NNW]
## sunshine <= 9
## -> class Yes [0.843]
##
## Rule 136: (87/13, lift 4.0)
## cloud_3pm > 6
## pressure_3pm <= 1011.7
## humidity_3pm > 68
## humidity_9am <= 65
## wind_gust_speed <= 41
## sunshine <= 8.6
## rainfall <= 2.6
## min_temp <= 22.8
## -> class Yes [0.843]
##
## Rule 137: (36/5, lift 4.0)
## pressure_3pm > 1006
## pressure_3pm <= 1013.5
## humidity_3pm <= 68
## wind_dir_3pm in [N-E]
## wind_dir_9am in [N-E]
## wind_gust_speed > 52
## wind_gust_dir in [W-NNW]
## sunshine <= 7.7
## -> class Yes [0.842]
##
## Rule 138: (93/14, lift 4.0)
## cloud_9am > 2
## humidity_3pm > 68
## humidity_9am <= 77
## wind_speed_3pm <= 17
## wind_gust_speed > 39
## wind_gust_speed <= 54
## sunshine > 4
## rainfall > 2.6
## min_temp > 3.5
## -> class Yes [0.842]
##
## Rule 139: (239/37, lift 4.0)
## cloud_9am > 2
## humidity_3pm > 68
## humidity_9am <= 85
## wind_dir_9am in [WSW-W]
## wind_gust_speed > 39
## wind_gust_dir in [SE-NNW]
## sunshine > 4
## rainfall > 2.6
## min_temp > 3.5
## -> class Yes [0.842]
##
## Rule 140: (29/4, lift 4.0)
## rain_today = Yes
## cloud_9am <= 6
## pressure_3pm > 1012
## humidity_3pm > 50
## humidity_3pm <= 68
## humidity_9am > 98
## wind_gust_speed > 46
## sunshine > 6.2
## evaporation > 2.5
## -> class Yes [0.839]
##
## Rule 141: (47/7, lift 4.0)
## rain_today = Yes
## wind_dir_3pm in [NW-NNW]
## wind_gust_speed > 85
## -> class Yes [0.837]
##
## Rule 142: (1515/250, lift 4.0)
## temp_9am > 2.8
## cloud_3pm > 3
## pressure_3pm <= 1017.3
## humidity_3pm > 68
## wind_speed_9am <= 35
## wind_dir_3pm in [WSW-NNW]
## wind_gust_speed > 50
## wind_gust_dir in [WSW-NNW]
## -> class Yes [0.835]
##
## Rule 143: (895/148, lift 4.0)
## cloud_9am > 2
## humidity_3pm > 75
## wind_dir_9am in [N-NNE]
## rainfall > 2.6
## min_temp > 3.5
## -> class Yes [0.834]
##
## Rule 144: (16/2, lift 4.0)
## pressure_3pm <= 1015.4
## humidity_3pm > 50
## humidity_3pm <= 51
## humidity_9am <= 79
## wind_dir_3pm in [N-WNW]
## wind_gust_speed > 41
## wind_gust_speed <= 46
## rainfall > 4.7
## -> class Yes [0.833]
##
## Rule 145: (10/1, lift 4.0)
## rain_today = Yes
## cloud_3pm <= 6
## pressure_3pm <= 1011.6
## humidity_3pm > 68
## sunshine > 8.3
## sunshine <= 8.6
## evaporation <= 2.9
## rainfall <= 2.6
## -> class Yes [0.833]
##
## Rule 146: (1382/234, lift 4.0)
## pressure_3pm <= 1015.4
## humidity_3pm > 63
## wind_speed_9am > 15
## wind_gust_speed > 35
## sunshine <= 7.3
## rainfall > 1.9
## -> class Yes [0.830]
##
## Rule 147: (705/119, lift 4.0)
## rain_today = Yes
## humidity_3pm > 50
## humidity_9am > 69
## wind_dir_9am in [WNW-NNW]
## wind_gust_speed > 52
## sunshine <= 9
## evaporation > 2.5
## min_temp > 5.6
## -> class Yes [0.830]
##
## Rule 148: (547/94, lift 3.9)
## humidity_3pm > 68
## humidity_9am <= 95
## wind_speed_9am > 13
## wind_dir_3pm in [S-NNW]
## wind_dir_9am in [N-SSE]
## wind_gust_speed > 41
## evaporation <= 5.2
## -> class Yes [0.827]
##
## Rule 149: (44/7, lift 3.9)
## rain_today = No
## pressure_3pm <= 1007.4
## humidity_3pm > 16
## humidity_9am <= 54
## wind_dir_3pm in [N-NNE]
## wind_gust_speed > 63
## sunshine > 7.7
## sunshine <= 10.5
## -> class Yes [0.826]
##
## Rule 150: (21/3, lift 3.9)
## pressure_3pm > 1022.9
## humidity_3pm > 68
## humidity_3pm <= 81
## wind_speed_3pm <= 11
## wind_dir_3pm in [NE-W]
## wind_gust_speed > 28
## wind_gust_dir in [N-ESE]
## rainfall <= 2.6
## max_temp > 12.1
## -> class Yes [0.826]
##
## Rule 151: (15/2, lift 3.9)
## temp_9am > 25.5
## cloud_3pm > 2
## humidity_3pm > 50
## humidity_3pm <= 68
## wind_speed_3pm <= 26
## wind_speed_9am > 15
## wind_gust_speed > 35
## wind_gust_speed <= 46
## sunshine <= 7.3
## rainfall > 1.9
## -> class Yes [0.824]
##
## Rule 152: (975/174, lift 3.9)
## cloud_9am > 4
## pressure_3pm <= 1004.6
## humidity_3pm > 49
## wind_speed_9am > 9
## wind_gust_speed > 37
## sunshine <= 7.7
## -> class Yes [0.821]
##
## Rule 153: (1758/318, lift 3.9)
## pressure_3pm <= 1008.1
## humidity_3pm > 49
## humidity_9am > 81
## wind_gust_speed > 26
## max_temp <= 22.6
## -> class Yes [0.819]
##
## Rule 154: (9/1, lift 3.9)
## cloud_9am <= 4
## wind_dir_3pm in [NW-NNW]
## wind_gust_speed > 63
## sunshine > 10.5
## min_temp > 21.5
## -> class Yes [0.818]
##
## Rule 155: (9/1, lift 3.9)
## pressure_3pm > 1013.5
## humidity_3pm > 62
## humidity_3pm <= 68
## wind_speed_3pm > 17
## wind_dir_3pm in [W-NNW]
## wind_dir_9am in [NNE-SSE]
## sunshine <= 7.7
## -> class Yes [0.818]
##
## Rule 156: (9/1, lift 3.9)
## cloud_9am > 5
## pressure_3pm <= 1006
## humidity_3pm <= 18
## wind_gust_speed > 52
## wind_gust_dir = N
## sunshine <= 7.7
## -> class Yes [0.818]
##
## Rule 157: (566/103, lift 3.9)
## pressure_3pm <= 1022.9
## humidity_3pm > 68
## wind_dir_3pm in [N-NE]
## sunshine <= 1.6
## -> class Yes [0.817]
##
## Rule 158: (25/4, lift 3.9)
## rain_today = No
## cloud_3pm <= 6
## pressure_3pm > 1001.5
## pressure_3pm <= 1011.9
## humidity_3pm <= 68
## humidity_9am > 83
## wind_dir_3pm in [N-NNE]
## wind_gust_speed > 52
## -> class Yes [0.815]
##
## Rule 159: (25/4, lift 3.9)
## rain_today = No
## pressure_3pm > 1011.9
## pressure_3pm <= 1018
## humidity_3pm > 49
## humidity_3pm <= 68
## humidity_9am > 54
## wind_speed_3pm <= 20
## wind_dir_3pm in [N-ENE]
## wind_gust_speed > 52
## sunshine > 7.7
## sunshine <= 10.5
## -> class Yes [0.815]
##
## Rule 160: (700/129, lift 3.9)
## pressure_3pm <= 1013.5
## humidity_3pm > 49
## wind_dir_3pm in [WNW-NNW]
## wind_gust_speed > 52
## sunshine <= 7.7
## -> class Yes [0.815]
##
## Rule 161: (978/180, lift 3.9)
## cloud_3pm > 3
## cloud_3pm <= 5
## cloud_9am > 2
## cloud_9am <= 5
## humidity_3pm > 75
## wind_dir_3pm in [ENE-NNW]
## rainfall > 2.6
## min_temp > 11.7
## -> class Yes [0.815]
##
## Rule 162: (14/2, lift 3.9)
## temp_9am > 25.8
## pressure_3pm > 1011.9
## humidity_3pm > 50
## wind_speed_3pm <= 43
## wind_speed_9am > 17
## wind_gust_speed > 59
## sunshine > 7.7
## sunshine <= 8.5
## -> class Yes [0.813]
##
## Rule 163: (14/2, lift 3.9)
## rain_today = Yes
## cloud_3pm <= 5
## pressure_3pm <= 1015.4
## humidity_3pm > 50
## humidity_3pm <= 68
## wind_dir_3pm in [WSW-NNW]
## wind_gust_speed <= 35
## wind_gust_dir in [NW-NNW]
## sunshine <= 8
## -> class Yes [0.813]
##
## Rule 164: (19/3, lift 3.9)
## rain_today = No
## cloud_3pm <= 6
## pressure_3pm > 1001.5
## pressure_9am <= 1008.2
## humidity_3pm <= 51
## humidity_9am > 54
## wind_dir_9am in [W-NNW]
## wind_gust_speed > 59
## sunshine > 7.7
## rainfall > 0.3
## -> class Yes [0.810]
##
## Rule 165: (40/7, lift 3.9)
## pressure_3pm <= 1020.6
## pressure_9am > 1019.6
## humidity_3pm <= 58
## wind_dir_9am in [N-ENE]
## wind_gust_speed > 41
## wind_gust_dir in [WSW-NNW]
## sunshine <= 7.7
## -> class Yes [0.810]
##
## Rule 166: (45/8, lift 3.8)
## rain_today = No
## pressure_3pm > 1013.2
## pressure_3pm <= 1018
## humidity_9am > 54
## wind_speed_3pm <= 20
## wind_dir_9am = N
## wind_gust_speed > 52
## sunshine > 7.7
## sunshine <= 10.5
## evaporation > 3.6
## -> class Yes [0.809]
##
## Rule 167: (44/8, lift 3.8)
## rain_today = No
## cloud_3pm > 4
## pressure_3pm <= 1011.7
## humidity_3pm > 27
## humidity_3pm <= 68
## wind_speed_3pm > 17
## wind_speed_9am <= 9
## wind_dir_9am in [E-NNW]
## wind_gust_speed > 41
## wind_gust_speed <= 52
## sunshine <= 7.7
## -> class Yes [0.804]
##
## Rule 168: (59/11, lift 3.8)
## rain_today = Yes
## cloud_3pm > 2
## cloud_3pm <= 5
## pressure_3pm <= 1015.4
## humidity_3pm > 64
## humidity_3pm <= 68
## humidity_9am > 71
## wind_dir_3pm in [WSW-NNW]
## wind_gust_speed > 35
## wind_gust_speed <= 46
## -> class Yes [0.803]
##
## Rule 169: (8/1, lift 3.8)
## rain_today = No
## cloud_9am <= 6
## pressure_3pm > 1022
## wind_speed_9am <= 17
## wind_dir_9am in [N-SSW]
## wind_gust_speed > 44
## sunshine <= 7.7
## max_temp > 17.9
## -> class Yes [0.800]
##
## Rule 170: (8/1, lift 3.8)
## rain_today = No
## pressure_3pm > 1022
## humidity_3pm <= 68
## wind_speed_3pm > 33
## wind_speed_9am > 28
## sunshine <= 7.7
## -> class Yes [0.800]
##
## Rule 171: (1993/399, lift 3.8)
## temp_3pm <= 30.3
## temp_9am > 6.6
## humidity_3pm > 81
## humidity_9am <= 79
## evaporation > 1.9
## max_temp > 7.4
## -> class Yes [0.799]
##
## Rule 172: (47/9, lift 3.8)
## pressure_3pm > 1011.9
## humidity_9am > 54
## wind_speed_3pm > 20
## wind_dir_3pm in [NW-NNW]
## wind_gust_speed > 69
## sunshine > 7.7
## -> class Yes [0.796]
##
## Rule 173: (22/4, lift 3.8)
## humidity_3pm > 62
## humidity_3pm <= 68
## wind_gust_speed > 46
## wind_gust_speed <= 52
## sunshine > 7.7
## min_temp > 24.1
## -> class Yes [0.792]
##
## Rule 174: (22/4, lift 3.8)
## temp_9am > 11.6
## pressure_3pm > 1022.9
## humidity_3pm > 68
## humidity_3pm <= 81
## wind_gust_speed > 28
## wind_gust_speed <= 41
## sunshine <= 1.3
## rainfall <= 2.6
## min_temp <= 13.9
## -> class Yes [0.792]
##
## Rule 175: (1809/377, lift 3.8)
## pressure_3pm <= 1011.9
## humidity_3pm > 51
## humidity_9am > 54
## wind_gust_speed > 52
## wind_gust_dir in [W-NNW]
## sunshine <= 9.2
## max_temp <= 32.9
## -> class Yes [0.791]
##
## Rule 176: (3767/806, lift 3.7)
## cloud_3pm > 5
## cloud_9am > 6
## humidity_3pm > 68
## rainfall > 2.6
## min_temp > 3.5
## -> class Yes [0.786]
##
## Rule 177: (16/3, lift 3.7)
## rain_today = No
## cloud_3pm > 3
## pressure_3pm <= 1008.1
## humidity_3pm > 61
## humidity_3pm <= 68
## wind_dir_3pm in [W-NNW]
## wind_gust_speed <= 52
## sunshine > 7.7
## sunshine <= 11.6
## max_temp > 22.6
## min_temp <= 24.1
## -> class Yes [0.778]
##
## Rule 178: (29/6, lift 3.7)
## rain_today = Yes
## temp_9am > 10.2
## pressure_3pm > 1015.4
## humidity_3pm > 50
## humidity_3pm <= 59
## humidity_9am > 82
## wind_dir_3pm in [NNE-WSW]
## wind_dir_9am in [W-WNW]
## wind_gust_speed > 37
## wind_gust_speed <= 46
## wind_gust_dir in [S-W]
## sunshine <= 8.7
## -> class Yes [0.774]
##
## Rule 179: (24/5, lift 3.7)
## rain_today = Yes
## cloud_9am <= 4
## humidity_3pm <= 50
## humidity_9am > 46
## wind_dir_3pm in [N-ESE]
## wind_gust_speed > 54
## sunshine > 6.4
## sunshine <= 11.5
## -> class Yes [0.769]
##
## Rule 180: (80/18, lift 3.7)
## rain_today = No
## pressure_3pm > 1001.5
## pressure_3pm <= 1011.9
## humidity_3pm > 23
## humidity_3pm <= 68
## humidity_9am > 54
## wind_gust_speed > 65
## sunshine > 7.7
## sunshine <= 10.5
## max_temp > 32.9
## -> class Yes [0.768]
##
## Rule 181: (391/92, lift 3.6)
## rain_today = Yes
## wind_gust_speed > 39
## wind_gust_dir in [NW-NNW]
## sunshine <= 6.4
## -> class Yes [0.763]
##
## Rule 182: (99/23, lift 3.6)
## rain_today = No
## temp_9am > 10.3
## cloud_3pm > 4
## pressure_3pm <= 1011.7
## humidity_3pm > 27
## wind_speed_9am <= 9
## wind_dir_9am in [E-NNW]
## wind_gust_speed > 41
## wind_gust_speed <= 52
## sunshine <= 7.7
## -> class Yes [0.762]
##
## Rule 183: (19/4, lift 3.6)
## rain_today = No
## pressure_3pm > 1006
## humidity_3pm <= 49
## humidity_9am > 62
## wind_speed_3pm <= 20
## wind_dir_9am in [ESE-NNW]
## wind_gust_speed > 52
## sunshine <= 7.7
## -> class Yes [0.762]
##
## Rule 184: (157/37, lift 3.6)
## rain_today = Yes
## cloud_3pm > 4
## cloud_9am <= 6
## humidity_3pm > 50
## humidity_9am > 68
## humidity_9am <= 69
## wind_gust_speed > 46
## sunshine <= 9
## -> class Yes [0.761]
##
## Rule 185: (467/112, lift 3.6)
## cloud_3pm > 4
## pressure_3pm <= 1013.5
## humidity_3pm > 27
## wind_dir_9am in [N-ENE]
## wind_gust_speed > 35
## wind_gust_speed <= 52
## sunshine <= 5.6
## min_temp <= 13.2
## -> class Yes [0.759]
##
## Rule 186: (14/3, lift 3.6)
## temp_3pm > 26.7
## temp_9am > 26.4
## humidity_3pm > 68
## humidity_3pm <= 81
## wind_dir_3pm in [N-SSE]
## wind_gust_speed > 56
## wind_gust_dir in [N-SW]
## rainfall <= 0.3
## -> class Yes [0.750]
##
## Rule 187: (44/11, lift 3.5)
## rain_today = No
## pressure_3pm <= 1005.4
## humidity_3pm > 49
## humidity_3pm <= 64
## wind_speed_3pm <= 19
## wind_speed_9am <= 13
## wind_dir_3pm in [N-WSW]
## wind_gust_speed > 35
## sunshine > 7.7
## sunshine <= 11.6
## max_temp > 22.8
## min_temp <= 24.1
## -> class Yes [0.739]
##
## Rule 188: (128/33, lift 3.5)
## pressure_3pm > 1011.9
## humidity_3pm > 50
## humidity_9am > 60
## wind_speed_3pm > 20
## wind_speed_9am <= 17
## wind_gust_speed > 59
## wind_gust_dir in [N-W]
## sunshine > 7.7
## sunshine <= 8.5
## -> class Yes [0.738]
##
## Rule 189: (127/33, lift 3.5)
## rain_today = Yes
## cloud_9am <= 6
## humidity_3pm > 50
## humidity_3pm <= 68
## humidity_9am > 68
## humidity_9am <= 69
## wind_gust_speed > 46
## sunshine <= 9
## -> class Yes [0.736]
##
## Rule 190: (42/11, lift 3.5)
## rain_today = No
## cloud_3pm > 5
## humidity_3pm > 49
## wind_speed_3pm <= 17
## wind_gust_speed > 31
## wind_gust_speed <= 46
## sunshine > 7.7
## min_temp > 24.1
## -> class Yes [0.727]
##
## Rule 191: (671/183, lift 3.5)
## cloud_3pm > 6
## pressure_3pm <= 1015.4
## humidity_3pm > 18
## wind_dir_3pm in [NW-NNW]
## wind_gust_speed > 52
## sunshine <= 10.5
## -> class Yes [0.727]
##
## Rule 192: (251/72, lift 3.4)
## pressure_3pm > 1006
## pressure_3pm <= 1013.5
## wind_dir_9am in [N-E]
## wind_gust_speed > 52
## wind_gust_dir in [W-NNW]
## sunshine <= 7.7
## -> class Yes [0.711]
##
## Rule 193: (44/13, lift 3.3)
## rain_today = Yes
## temp_9am > 10.2
## pressure_3pm > 1015.4
## humidity_3pm > 50
## humidity_3pm <= 59
## humidity_9am > 82
## wind_dir_9am in [W-WNW]
## wind_gust_speed > 37
## wind_gust_dir in [S-NW]
## sunshine <= 8.7
## -> class Yes [0.696]
##
## Rule 194: (480/148, lift 3.3)
## pressure_3pm <= 1013.5
## humidity_3pm > 27
## wind_speed_9am <= 9
## wind_dir_9am in [E-NNW]
## wind_gust_speed > 41
## sunshine <= 7.7
## -> class Yes [0.691]
##
## Rule 195: (30/9, lift 3.3)
## cloud_3pm > 5
## cloud_9am > 6
## cloud_9am <= 7
## humidity_3pm > 68
## humidity_3pm <= 81
## wind_dir_9am in [ESE-NNW]
## wind_gust_speed <= 28
## sunshine > 4
## rainfall > 2.6
## -> class Yes [0.688]
##
## Rule 196: (61/19, lift 3.2)
## rain_today = No
## pressure_3pm > 1011.9
## pressure_3pm <= 1018
## humidity_9am > 54
## wind_speed_3pm <= 20
## wind_dir_9am = N
## wind_gust_speed > 52
## sunshine > 7.7
## sunshine <= 10.5
## -> class Yes [0.683]
##
## Rule 197: (92/30, lift 3.2)
## rain_today = No
## cloud_9am <= 6
## pressure_3pm > 1006
## pressure_3pm <= 1013.5
## humidity_3pm <= 68
## humidity_9am > 62
## wind_dir_9am in [ESE-NNW]
## wind_gust_speed > 52
## sunshine <= 7.7
## -> class Yes [0.670]
##
## Rule 198: (3334/1174, lift 3.1)
## pressure_3pm <= 1008.1
## humidity_3pm > 49
## wind_dir_3pm in [W-NNW]
## sunshine <= 11.6
## -> class Yes [0.648]
##
## Rule 199: (652/230, lift 3.1)
## pressure_3pm <= 1020.6
## pressure_9am <= 1026.2
## humidity_3pm > 45
## wind_dir_9am in [NNE-ENE]
## wind_gust_dir in [WSW-NNW]
## sunshine <= 7.7
## -> class Yes [0.647]
##
## Rule 200: (29/10, lift 3.1)
## rain_today = Yes
## cloud_9am <= 4
## humidity_3pm <= 50
## wind_dir_3pm in [N-ESE]
## wind_gust_speed > 54
## sunshine > 6.4
## sunshine <= 11.5
## -> class Yes [0.645]
##
## Rule 201: (66/25, lift 2.9)
## rain_today = No
## pressure_3pm <= 1005.4
## humidity_3pm > 49
## humidity_3pm <= 64
## wind_speed_3pm <= 19
## wind_dir_3pm in [N-WSW]
## wind_gust_speed > 35
## sunshine > 7.7
## sunshine <= 11.6
## max_temp > 22.8
## min_temp <= 24.1
## -> class Yes [0.618]
##
## Rule 202: (12027/5691, lift 2.5)
## cloud_3pm > 1
## humidity_9am > 54
## wind_gust_speed > 52
## -> class Yes [0.527]
##
## Default class: No
##
##
## Evaluation on training data (123722 cases):
##
## Rules
## ----------------
## No Errors
##
## 202 16526(13.4%) <<
##
##
## (a) (b) <-classified as
## ---- ----
## 93937 3783 (a): class No
## 12743 13259 (b): class Yes
##
##
## Attribute usage:
##
## 99.72% temp_9am
## 77.02% humidity_3pm
## 75.47% wind_gust_speed
## 69.40% sunshine
## 64.45% pressure_3pm
## 59.77% rain_today
## 57.29% min_temp
## 45.80% cloud_3pm
## 42.89% wind_speed_9am
## 41.81% rainfall
## 41.11% wind_dir_3pm
## 37.72% max_temp
## 25.23% humidity_9am
## 23.34% wind_gust_dir
## 19.48% wind_dir_9am
## 11.04% pressure_9am
## 7.66% wind_speed_3pm
## 7.46% cloud_9am
## 6.10% temp_3pm
## 3.90% evaporation
##
##
## Time: 19.8 secsYour donation will support ongoing availability and give you access to the PDF version of this book. Desktop Survival Guides include Data Science, GNU/Linux, and MLHub. Books available on Amazon include Data Mining with Rattle and Essentials of Data Science. Popular open source software includes rattle, wajig, and mlhub. Hosted by Togaware, a pioneer of free and open source software since 1984. Copyright © 1995-2021 Graham.Williams@togaware.com Creative Commons Attribution-ShareAlike 4.0
