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] Fri Nov 26 09:24:22 2021
## -------------------------------
##
## Class specified by attribute `outcome'
##
## Read 139059 cases (21 attributes) from undefined.data
##
## Rules:
##
## Rule 1: (1645/56, lift 1.2)
## pressure_3pm > 1027.2
## humidity_3pm <= 88
## wind_speed_9am <= 6
## rainfall <= 2.3
## -> class No [0.965]
##
## Rule 2: (18422/795, lift 1.2)
## temp_9am > 9.6
## cloud_3pm <= 4
## humidity_3pm <= 99
## wind_gust_speed <= 43
## rainfall <= 0.5
## -> class No [0.957]
##
## Rule 3: (30002/1390, lift 1.2)
## pressure_3pm > 1016.6
## humidity_3pm <= 59
## wind_gust_speed <= 46
## -> class No [0.954]
##
## Rule 4: (3776/173, lift 1.2)
## temp_9am <= 9.6
## pressure_9am > 1026.9
## wind_dir_3pm in [N-WNW]
## rainfall <= 2.3
## -> class No [0.954]
##
## Rule 5: (15565/786, lift 1.2)
## temp_9am <= 23.9
## humidity_3pm <= 74
## wind_dir_3pm in [S-NNW]
## wind_dir_9am in [ENE-W]
## wind_gust_speed <= 57
## sunshine > 5.9
## rainfall <= 0.1
## -> class No [0.949]
##
## Rule 6: (57117/2957, lift 1.2)
## humidity_3pm <= 51
## wind_gust_speed <= 59
## sunshine > 6.9
## -> class No [0.948]
##
## Rule 7: (27798/1458, lift 1.2)
## cloud_3pm <= 5
## humidity_3pm <= 82
## wind_gust_dir in [NNE-SSW]
## sunshine > 5.9
## rainfall <= 0.1
## max_temp > 22.4
## -> class No [0.948]
##
## Rule 8: (10002/519, lift 1.2)
## pressure_3pm > 1013.8
## humidity_3pm <= 82
## humidity_9am <= 96
## wind_gust_speed <= 43
## evaporation > 1.1
## min_temp <= 4.8
## -> class No [0.948]
##
## Rule 9: (637/33, lift 1.2)
## temp_9am <= 8
## humidity_3pm <= 68
## humidity_9am <= 66
## wind_dir_9am in [ENE-NNW]
## -> class No [0.947]
##
## Rule 10: (15361/815, lift 1.2)
## pressure_3pm > 1018.6
## humidity_3pm <= 82
## wind_speed_3pm <= 19
## wind_gust_speed <= 41
## min_temp <= 9.4
## -> class No [0.947]
##
## Rule 11: (10744/567, lift 1.2)
## pressure_3pm > 1013.8
## humidity_3pm <= 82
## humidity_9am <= 96
## wind_gust_speed <= 43
## min_temp <= 4.8
## -> class No [0.947]
##
## Rule 12: (5724/300, lift 1.2)
## temp_3pm > -1.4
## cloud_3pm <= 6
## pressure_3pm > 1013.5
## wind_dir_9am in [N-W]
## rainfall <= 2.1
## min_temp <= 2.2
## -> class No [0.947]
##
## Rule 13: (21666/1240, lift 1.2)
## temp_3pm > 24.9
## cloud_3pm <= 6
## pressure_9am > 1005
## humidity_3pm <= 82
## wind_gust_speed <= 43
## min_temp <= 23.4
## -> class No [0.943]
##
## Rule 14: (4206/268, lift 1.2)
## cloud_9am <= 7
## pressure_3pm > 1013.5
## humidity_3pm <= 95
## wind_dir_3pm in [SSE-NNW]
## min_temp <= 2.2
## -> class No [0.936]
##
## Rule 15: (6575/441, lift 1.2)
## pressure_3pm > 1016.6
## humidity_3pm <= 68
## wind_dir_3pm in [N-NE]
## -> class No [0.933]
##
## Rule 16: (2724/183, lift 1.2)
## temp_9am > 9.6
## cloud_3pm <= 7
## humidity_9am <= 87
## wind_speed_9am > 22
## wind_gust_speed <= 43
## wind_gust_dir in [NE-NNW]
## rainfall <= 0.5
## -> class No [0.933]
##
## Rule 17: (3508/271, lift 1.2)
## temp_3pm > 5.1
## temp_9am <= 9.6
## cloud_3pm <= 7
## pressure_3pm > 1015.2
## wind_dir_3pm in [N-ESE]
## rainfall <= 2.3
## -> class No [0.923]
##
## Rule 18: (2620/216, lift 1.2)
## pressure_3pm > 1015.2
## humidity_3pm <= 88
## wind_speed_3pm > 24
## wind_dir_3pm in [N-SE]
## wind_gust_speed <= 50
## sunshine > 4.7
## evaporation > 2.9
## rainfall <= 2.3
## -> class No [0.917]
##
## Rule 19: (1182/99, lift 1.2)
## temp_9am <= 9.6
## pressure_3pm > 1015.2
## humidity_3pm <= 88
## humidity_9am > 99
## rainfall <= 2.3
## -> class No [0.916]
##
## Rule 20: (2127/180, lift 1.2)
## humidity_3pm <= 86
## wind_speed_3pm > 17
## wind_gust_speed <= 30
## sunshine > 4.1
## -> class No [0.915]
##
## Rule 21: (12746/1324, lift 1.1)
## temp_9am <= 9.6
## pressure_3pm > 1015.2
## rainfall <= 2.3
## -> class No [0.896]
##
## Rule 22: (128988/21701, lift 1.1)
## humidity_3pm <= 82
## -> class No [0.832]
##
## Rule 23: (29, lift 4.6)
## rain_today = No
## pressure_3pm <= 1001.5
## humidity_3pm > 50
## humidity_3pm <= 68
## humidity_9am > 73
## wind_gust_speed > 50
## wind_gust_dir in [SSE-NNW]
## sunshine > 7.7
## -> class Yes [0.968]
##
## Rule 24: (61/1, lift 4.6)
## temp_9am > 7.3
## humidity_3pm > 68
## wind_dir_3pm = S
## wind_gust_speed > 57
## sunshine > 5.9
## min_temp <= 13.9
## -> class Yes [0.968]
##
## Rule 25: (27, lift 4.6)
## pressure_3pm <= 1015
## humidity_3pm > 26
## humidity_3pm <= 68
## wind_dir_3pm = N
## wind_gust_speed > 44
## sunshine <= 7.7
## max_temp > 32.1
## -> class Yes [0.966]
##
## Rule 26: (19, lift 4.5)
## rain_today = No
## pressure_3pm > 1011.6
## humidity_3pm > 48
## wind_dir_3pm in [NW-NNW]
## wind_gust_speed > 72
## sunshine > 7.7
## -> class Yes [0.952]
##
## Rule 27: (16, lift 4.5)
## cloud_3pm > 5
## pressure_3pm > 1018.6
## humidity_3pm > 68
## humidity_3pm <= 82
## wind_dir_9am in [SSE-WSW]
## wind_gust_speed <= 41
## evaporation > 6.1
## min_temp > 16
## -> class Yes [0.944]
##
## Rule 28: (16, lift 4.5)
## rain_today = No
## cloud_3pm > 4
## pressure_3pm <= 1005.6
## humidity_3pm > 68
## wind_gust_speed <= 41
## rainfall > 0.1
## max_temp > 31.8
## -> class Yes [0.944]
##
## Rule 29: (51/2, lift 4.5)
## temp_9am > 7.3
## temp_9am <= 23.9
## humidity_3pm > 68
## wind_dir_3pm = S
## wind_dir_9am in [ESE-WNW]
## wind_gust_speed > 57
## wind_gust_dir in [NNE-SSE]
## -> class Yes [0.943]
##
## Rule 30: (356/20, lift 4.4)
## rain_today = Yes
## pressure_3pm <= 1013.8
## humidity_3pm > 77
## min_temp > 23.4
## -> class Yes [0.941]
##
## Rule 31: (14, lift 4.4)
## rain_today = No
## cloud_3pm <= 5
## pressure_9am <= 1021.4
## humidity_3pm > 68
## humidity_3pm <= 82
## wind_dir_3pm = N
## wind_dir_9am in [N-WSW]
## wind_gust_speed > 41
## wind_gust_dir in [N-SSW]
## rainfall > 0.1
## -> class Yes [0.938]
##
## Rule 32: (13, lift 4.4)
## rain_today = Yes
## pressure_3pm > 998.6
## pressure_3pm <= 1002.6
## humidity_3pm <= 51
## wind_speed_9am > 15
## wind_gust_speed <= 59
## sunshine <= 6.9
## -> class Yes [0.933]
##
## Rule 33: (13, lift 4.4)
## humidity_3pm > 68
## humidity_3pm <= 82
## wind_speed_9am <= 26
## wind_gust_speed > 56
## wind_gust_dir = N
## sunshine > 5.9
## rainfall <= 0.1
## -> class Yes [0.933]
##
## Rule 34: (12, lift 4.4)
## rain_today = No
## cloud_3pm <= 5
## pressure_3pm <= 1013.8
## humidity_3pm > 24
## humidity_9am > 86
## wind_speed_9am <= 7
## wind_gust_speed > 44
## sunshine <= 7.7
## -> class Yes [0.929]
##
## Rule 35: (11, lift 4.4)
## rain_today = Yes
## temp_3pm <= 10.7
## cloud_3pm > 6
## cloud_9am > 3
## pressure_3pm > 1010.2
## humidity_3pm > 51
## humidity_3pm <= 68
## humidity_9am <= 83
## wind_gust_speed > 46
## sunshine > 7.5
## -> class Yes [0.923]
##
## Rule 36: (23/1, lift 4.3)
## rain_today = No
## cloud_3pm > 5
## cloud_3pm <= 6
## pressure_3pm <= 1018.6
## humidity_3pm > 79
## sunshine <= 3.3
## -> class Yes [0.920]
##
## Rule 37: (22/1, lift 4.3)
## cloud_3pm <= 7
## cloud_9am > 5
## humidity_3pm > 26
## humidity_3pm <= 58
## wind_gust_speed > 44
## wind_gust_dir in [N-NNE]
## sunshine <= 7.7
## max_temp > 32.1
## -> class Yes [0.917]
##
## Rule 38: (10, lift 4.3)
## rain_today = Yes
## cloud_3pm > 5
## pressure_3pm <= 1011.7
## humidity_3pm <= 51
## wind_speed_3pm <= 22
## wind_speed_9am <= 20
## wind_gust_speed > 41
## wind_gust_speed <= 44
## sunshine <= 6.9
## -> class Yes [0.917]
##
## Rule 39: (10, lift 4.3)
## rain_today = No
## cloud_3pm > 5
## pressure_3pm > 1018.6
## humidity_3pm > 78
## wind_dir_9am in [SSE-NW]
## wind_gust_speed <= 41
## evaporation > 6.1
## min_temp <= 16
## -> class Yes [0.917]
##
## Rule 40: (33/2, lift 4.3)
## rain_today = Yes
## temp_9am > 8
## pressure_3pm <= 1010.2
## humidity_3pm > 51
## humidity_9am <= 59
## wind_speed_3pm > 22
## wind_dir_9am in [SW-NNW]
## wind_gust_speed > 61
## sunshine <= 9.3
## -> class Yes [0.914]
##
## Rule 41: (55/4, lift 4.3)
## cloud_3pm > 2
## cloud_9am > 7
## pressure_3pm <= 1016.6
## humidity_3pm > 51
## humidity_3pm <= 52
## wind_speed_9am <= 39
## wind_gust_speed > 30
## wind_gust_speed <= 46
## sunshine > 6
## evaporation <= 9.2
## rainfall > 2.5
## max_temp <= 19.7
## -> class Yes [0.912]
##
## Rule 42: (20/1, lift 4.3)
## temp_9am > 17.3
## cloud_3pm <= 7
## pressure_3pm <= 1015
## humidity_3pm > 24
## humidity_9am > 28
## wind_dir_9am in [N-ENE]
## wind_gust_speed > 76
## wind_gust_speed <= 85
## sunshine <= 7.7
## max_temp <= 32.1
## -> class Yes [0.909]
##
## Rule 43: (20/1, lift 4.3)
## rain_today = No
## cloud_3pm > 7
## humidity_3pm <= 48
## wind_speed_3pm > 13
## wind_speed_3pm <= 26
## wind_gust_speed > 69
## -> class Yes [0.909]
##
## Rule 44: (9, lift 4.3)
## rain_today = No
## temp_9am <= 17.7
## cloud_3pm > 4
## pressure_3pm <= 1015
## humidity_3pm <= 63
## wind_speed_3pm <= 7
## wind_dir_3pm in [N-NE]
## wind_dir_9am in [ENE-NNW]
## wind_gust_speed <= 44
## sunshine > 3.1
## sunshine <= 7.7
## -> class Yes [0.909]
##
## Rule 45: (19/1, lift 4.3)
## rain_today = No
## temp_9am > 11.4
## cloud_9am <= 6
## pressure_3pm <= 1015
## wind_dir_9am = ENE
## wind_gust_speed > 44
## wind_gust_speed <= 85
## sunshine <= 7.7
## max_temp <= 32.1
## -> class Yes [0.905]
##
## Rule 46: (8, lift 4.2)
## rain_today = No
## temp_3pm > 26.1
## pressure_3pm > 1011.6
## humidity_3pm > 48
## humidity_3pm <= 67
## wind_dir_3pm in [S-W]
## wind_gust_speed > 50
## sunshine <= 10
## -> class Yes [0.900]
##
## Rule 47: (8, lift 4.2)
## rain_today = No
## cloud_3pm > 4
## pressure_3pm <= 1015
## humidity_3pm > 59
## humidity_3pm <= 63
## wind_speed_3pm <= 7
## wind_dir_3pm in [N-ENE]
## wind_dir_9am in [ENE-NNW]
## sunshine <= 7.7
## -> class Yes [0.900]
##
## Rule 48: (733/73, lift 4.2)
## rain_today = Yes
## temp_9am > 8
## pressure_3pm <= 1010.2
## humidity_3pm > 51
## humidity_9am > 62
## wind_dir_3pm in [SW-NNW]
## wind_gust_speed > 61
## sunshine <= 9.3
## -> class Yes [0.899]
##
## Rule 49: (1733/180, lift 4.2)
## humidity_3pm > 82
## sunshine <= 4.7
## evaporation > 2.9
## -> class Yes [0.896]
##
## Rule 50: (17/1, lift 4.2)
## rain_today = No
## cloud_3pm > 7
## pressure_3pm <= 1015
## humidity_3pm > 24
## humidity_3pm <= 58
## wind_speed_3pm > 26
## wind_dir_9am in [NE-NNW]
## wind_gust_speed > 44
## wind_gust_dir in [W-NNW]
## sunshine <= 7.7
## -> class Yes [0.895]
##
## Rule 51: (196/20, lift 4.2)
## rain_today = No
## pressure_3pm <= 1015
## humidity_3pm > 58
## wind_dir_3pm in [WNW-NNW]
## wind_gust_speed > 54
## sunshine <= 7.7
## -> class Yes [0.894]
##
## Rule 52: (423/44, lift 4.2)
## rain_today = Yes
## cloud_9am > 3
## humidity_3pm > 71
## wind_speed_9am > 6
## wind_speed_9am <= 22
## wind_dir_3pm in [N-WSW]
## wind_gust_speed > 43
## wind_gust_dir in [ENE-SSE]
## max_temp > 16.7
## -> class Yes [0.894]
##
## Rule 53: (1231/134, lift 4.2)
## cloud_3pm > 5
## pressure_3pm <= 1006
## humidity_3pm > 68
## wind_gust_speed > 41
## -> class Yes [0.891]
##
## Rule 54: (2313/252, lift 4.2)
## rain_today = Yes
## cloud_3pm > 6
## pressure_3pm <= 1013.8
## humidity_3pm > 77
## -> class Yes [0.891]
##
## Rule 55: (1223/132, lift 4.2)
## humidity_3pm > 95
## rainfall > 2.1
## -> class Yes [0.891]
##
## Rule 56: (16/1, lift 4.2)
## rain_today = Yes
## cloud_3pm > 2
## cloud_9am > 5
## pressure_3pm > 1007.2
## pressure_3pm <= 1016.6
## humidity_3pm > 51
## humidity_3pm <= 65
## wind_speed_9am <= 20
## wind_gust_speed > 43
## wind_gust_speed <= 46
## sunshine > 6
## sunshine <= 7.7
## evaporation <= 9.2
## -> class Yes [0.889]
##
## Rule 57: (7, lift 4.2)
## rain_today = No
## cloud_3pm > 4
## pressure_9am <= 1005.4
## humidity_3pm > 29
## humidity_3pm <= 68
## wind_speed_9am <= 6
## wind_dir_9am in [SE-NNW]
## wind_gust_speed <= 44
## sunshine <= 7.7
## -> class Yes [0.889]
##
## Rule 58: (883/99, lift 4.2)
## cloud_3pm > 7
## pressure_3pm <= 1015
## humidity_3pm > 24
## wind_gust_speed > 44
## sunshine <= 3.4
## -> class Yes [0.887]
##
## Rule 59: (60/6, lift 4.2)
## rain_today = No
## humidity_3pm > 68
## rainfall > 0.1
## max_temp <= 31.8
## min_temp > 24
## -> class Yes [0.887]
##
## Rule 60: (366/41, lift 4.2)
## humidity_3pm > 78
## wind_speed_9am > 6
## min_temp > 24
## -> class Yes [0.886]
##
## Rule 61: (85/9, lift 4.2)
## rain_today = Yes
## pressure_9am <= 1002.9
## humidity_3pm > 51
## wind_gust_speed > 30
## wind_gust_speed <= 46
## wind_gust_dir in [N-WNW]
## sunshine > 6
## max_temp <= 20.4
## -> class Yes [0.885]
##
## Rule 62: (24/2, lift 4.2)
## rain_today = No
## cloud_3pm > 5
## pressure_3pm > 1014.3
## pressure_3pm <= 1018.6
## humidity_3pm > 73
## humidity_3pm <= 79
## wind_speed_3pm <= 17
## wind_speed_9am > 6
## wind_gust_speed > 30
## wind_gust_speed <= 41
## min_temp <= 11.7
## -> class Yes [0.885]
##
## Rule 63: (1450/169, lift 4.2)
## rain_today = Yes
## pressure_3pm <= 1010.2
## humidity_3pm > 66
## wind_speed_9am <= 26
## wind_gust_speed > 46
## sunshine <= 9.3
## -> class Yes [0.883]
##
## Rule 64: (15/1, lift 4.2)
## rain_today = No
## pressure_9am <= 1001.2
## humidity_3pm > 48
## humidity_3pm <= 68
## humidity_9am <= 73
## wind_dir_3pm in [W-NNW]
## wind_gust_speed > 50
## sunshine > 7.7
## sunshine <= 10
## -> class Yes [0.882]
##
## Rule 65: (277/32, lift 4.2)
## rain_today = Yes
## cloud_9am > 3
## humidity_3pm > 51
## humidity_9am > 83
## humidity_9am <= 98
## wind_speed_3pm > 37
## wind_gust_speed > 46
## wind_gust_dir in [N-WNW]
## -> class Yes [0.882]
##
## Rule 66: (23/2, lift 4.2)
## cloud_3pm > 7
## cloud_9am > 7
## pressure_3pm > 1015
## pressure_3pm <= 1022
## wind_speed_3pm <= 4
## wind_dir_9am in [NE-NNW]
## sunshine <= 7.7
## -> class Yes [0.880]
##
## Rule 67: (23/2, lift 4.2)
## cloud_9am > 5
## pressure_3pm > 1016.6
## humidity_3pm > 63
## humidity_3pm <= 68
## wind_dir_3pm in [ENE-WSW]
## wind_gust_speed > 33
## wind_gust_speed <= 46
## wind_gust_dir in [N-SSW]
## rainfall > 12.2
## -> class Yes [0.880]
##
## Rule 68: (1881/228, lift 4.1)
## rain_today = Yes
## humidity_3pm > 68
## wind_gust_speed > 57
## min_temp > 4.6
## -> class Yes [0.878]
##
## Rule 69: (95/11, lift 4.1)
## rain_today = Yes
## cloud_3pm > 2
## pressure_3pm <= 1012.3
## humidity_3pm > 51
## humidity_3pm <= 52
## wind_gust_speed <= 46
## wind_gust_dir in [N-W]
## evaporation <= 9.2
## max_temp <= 19.7
## -> class Yes [0.876]
##
## Rule 70: (6, lift 4.1)
## pressure_3pm <= 1015
## humidity_3pm <= 24
## wind_speed_9am > 44
## wind_dir_3pm = N
## sunshine <= 7.7
## -> class Yes [0.875]
##
## Rule 71: (591/73, lift 4.1)
## cloud_3pm > 6
## cloud_9am > 3
## humidity_3pm > 51
## humidity_9am > 69
## wind_gust_speed > 46
## sunshine <= 7.5
## rainfall > 11.5
## max_temp <= 30.9
## -> class Yes [0.875]
##
## Rule 72: (3190/411, lift 4.1)
## temp_9am > 3
## cloud_3pm > 7
## pressure_9am <= 1029.2
## humidity_3pm > 85
## -> class Yes [0.871]
##
## Rule 73: (3223/417, lift 4.1)
## cloud_3pm > 6
## pressure_3pm <= 1018.6
## humidity_3pm > 79
## rainfall > 0.7
## -> class Yes [0.870]
##
## Rule 74: (21/2, lift 4.1)
## temp_3pm > 16.3
## cloud_9am > 5
## pressure_3pm > 1013.8
## humidity_3pm > 68
## humidity_3pm <= 73
## wind_speed_9am > 6
## wind_gust_speed > 30
## wind_gust_speed <= 33
## rainfall > 2.3
## min_temp <= 17.6
## -> class Yes [0.870]
##
## Rule 75: (4908/642, lift 4.1)
## temp_9am > 3
## pressure_9am <= 1029.2
## humidity_3pm > 85
## rainfall > 0.3
## -> class Yes [0.869]
##
## Rule 76: (58/7, lift 4.1)
## rain_today = No
## cloud_3pm > 6
## pressure_3pm <= 1018.6
## humidity_3pm > 79
## humidity_3pm <= 82
## humidity_9am <= 75
## wind_gust_speed <= 41
## -> class Yes [0.867]
##
## Rule 77: (2508/339, lift 4.1)
## humidity_3pm > 75
## wind_gust_speed > 41
## sunshine <= 5.9
## -> class Yes [0.865]
##
## Rule 78: (2720/367, lift 4.1)
## temp_9am > 7.3
## humidity_3pm > 81
## wind_dir_3pm in [S-NNW]
## wind_gust_speed > 41
## sunshine <= 9.8
## -> class Yes [0.865]
##
## Rule 79: (57/7, lift 4.1)
## rain_today = Yes
## cloud_9am > 6
## pressure_9am <= 1002.9
## humidity_3pm > 51
## wind_gust_speed > 30
## wind_gust_speed <= 46
## wind_gust_dir in [N-WNW]
## sunshine > 6
## -> class Yes [0.864]
##
## Rule 80: (1801/244, lift 4.1)
## rain_today = Yes
## humidity_3pm > 68
## wind_gust_speed > 43
## sunshine <= 5.2
## -> class Yes [0.864]
##
## Rule 81: (49/6, lift 4.1)
## rain_today = No
## pressure_3pm <= 1015
## humidity_3pm > 58
## humidity_3pm <= 68
## wind_dir_3pm in [N-W]
## wind_gust_speed > 54
## sunshine <= 1.8
## -> class Yes [0.863]
##
## Rule 82: (680/93, lift 4.1)
## cloud_3pm > 5
## cloud_9am > 7
## pressure_3pm <= 1014.3
## humidity_3pm > 68
## humidity_9am > 77
## wind_speed_3pm <= 17
## wind_gust_speed > 30
## -> class Yes [0.862]
##
## Rule 83: (3312/456, lift 4.1)
## rain_today = Yes
## temp_9am > 4.1
## humidity_3pm > 74
## humidity_9am > 66
## wind_gust_speed > 43
## wind_gust_dir in [ENE-NNW]
## -> class Yes [0.862]
##
## Rule 84: (1009/140, lift 4.1)
## cloud_3pm > 2
## pressure_3pm <= 1010.6
## humidity_3pm > 51
## wind_speed_9am <= 39
## wind_gust_speed > 30
## sunshine <= 6
## rainfall > 1.6
## max_temp <= 24.2
## min_temp > 7.3
## -> class Yes [0.861]
##
## Rule 85: (837/117, lift 4.1)
## pressure_3pm <= 1015
## humidity_3pm > 58
## wind_speed_9am <= 20
## wind_gust_speed > 54
## sunshine <= 7.7
## -> class Yes [0.859]
##
## Rule 86: (167/23, lift 4.1)
## cloud_9am <= 5
## humidity_3pm > 68
## humidity_9am > 99
## wind_gust_dir in [N-SW]
## rainfall > 9.9
## -> class Yes [0.858]
##
## Rule 87: (5, lift 4.0)
## humidity_3pm <= 24
## wind_speed_9am > 44
## sunshine <= 7.7
## min_temp <= 13.9
## -> class Yes [0.857]
##
## Rule 88: (26/3, lift 4.0)
## rain_today = Yes
## cloud_3pm <= 7
## pressure_3pm > 1010.2
## humidity_3pm > 51
## humidity_3pm <= 68
## wind_gust_speed > 46
## max_temp > 30.9
## -> class Yes [0.857]
##
## Rule 89: (26/3, lift 4.0)
## rain_today = No
## cloud_3pm > 5
## pressure_3pm <= 1018.6
## pressure_9am > 1020.8
## humidity_3pm > 68
## humidity_3pm <= 79
## wind_dir_3pm in [NNE-NW]
## wind_dir_9am in [N-S]
## wind_gust_speed <= 41
## -> class Yes [0.857]
##
## Rule 90: (12/1, lift 4.0)
## cloud_3pm <= 4
## pressure_3pm <= 1002.8
## wind_dir_9am in [NW-NNW]
## wind_gust_speed <= 44
## sunshine <= 7.7
## -> class Yes [0.857]
##
## Rule 91: (318/45, lift 4.0)
## pressure_3pm <= 1016.6
## humidity_3pm > 53
## wind_speed_9am <= 39
## wind_dir_9am in [N-NE]
## wind_gust_speed > 30
## sunshine <= 6
## evaporation > 3.6
## rainfall > 1.6
## -> class Yes [0.856]
##
## Rule 92: (1712/246, lift 4.0)
## cloud_3pm > 2
## pressure_3pm <= 1010.6
## humidity_3pm > 62
## wind_speed_9am <= 39
## wind_gust_speed > 30
## sunshine <= 6
## rainfall > 1.6
## -> class Yes [0.856]
##
## Rule 93: (573/82, lift 4.0)
## cloud_3pm > 5
## humidity_3pm > 74
## wind_speed_3pm <= 20
## wind_dir_3pm in [N-SSE]
## wind_gust_speed > 41
## wind_gust_dir in [N-SSW]
## -> class Yes [0.856]
##
## Rule 94: (1032/151, lift 4.0)
## humidity_3pm > 82
## humidity_9am <= 98
## wind_dir_9am in [WNW-NNW]
## wind_gust_speed > 39
## -> class Yes [0.853]
##
## Rule 95: (25/3, lift 4.0)
## rain_today = No
## cloud_9am <= 6
## pressure_3pm <= 1015.5
## humidity_3pm > 17
## humidity_3pm <= 68
## wind_speed_3pm <= 26
## wind_dir_3pm = NW
## wind_gust_speed > 69
## sunshine > 7.7
## sunshine <= 10
## evaporation <= 8.1
## -> class Yes [0.852]
##
## Rule 96: (1220/180, lift 4.0)
## cloud_3pm > 5
## pressure_3pm <= 1014.3
## humidity_3pm > 68
## wind_speed_3pm <= 13
## wind_gust_speed > 30
## sunshine <= 8.8
## -> class Yes [0.852]
##
## Rule 97: (481/71, lift 4.0)
## temp_9am <= 9.6
## pressure_9am <= 1026.9
## humidity_3pm > 84
## humidity_9am <= 99
## min_temp > 5.4
## -> class Yes [0.851]
##
## Rule 98: (1218/184, lift 4.0)
## rain_today = Yes
## cloud_9am > 3
## humidity_3pm > 51
## humidity_9am > 70
## wind_speed_9am <= 35
## wind_gust_speed > 61
## max_temp <= 30.9
## min_temp > 5.8
## -> class Yes [0.848]
##
## Rule 99: (1798/274, lift 4.0)
## temp_9am > 7.3
## humidity_3pm > 68
## wind_dir_3pm in [SSW-NNW]
## wind_gust_speed > 57
## -> class Yes [0.847]
##
## Rule 100: (11/1, lift 4.0)
## rain_today = No
## pressure_3pm <= 1015
## humidity_3pm > 24
## humidity_3pm <= 58
## humidity_9am <= 70
## wind_speed_3pm <= 19
## wind_speed_9am > 7
## wind_dir_3pm = NW
## wind_dir_9am in [E-NNW]
## wind_gust_speed > 56
## sunshine <= 7.7
## -> class Yes [0.846]
##
## Rule 101: (76/11, lift 4.0)
## rain_today = Yes
## temp_9am > 5
## cloud_9am > 3
## cloud_9am <= 6
## humidity_3pm > 51
## humidity_3pm <= 68
## humidity_9am > 69
## humidity_9am <= 70
## wind_speed_9am > 9
## wind_speed_9am <= 28
## wind_gust_speed > 46
## sunshine > 7.5
## sunshine <= 8.7
## -> class Yes [0.846]
##
## Rule 102: (11/1, lift 4.0)
## pressure_3pm > 1016
## pressure_3pm <= 1022.2
## humidity_3pm > 68
## humidity_3pm <= 71
## wind_speed_9am <= 31
## wind_dir_3pm in [SSW-NNW]
## wind_gust_speed > 41
## sunshine <= 5.9
## rainfall <= 0.1
## -> class Yes [0.846]
##
## Rule 103: (1277/196, lift 4.0)
## rain_today = Yes
## cloud_9am > 5
## pressure_3pm <= 1013.8
## humidity_3pm > 68
## wind_speed_3pm <= 19
## wind_gust_speed > 30
## -> class Yes [0.846]
##
## Rule 104: (299/46, lift 4.0)
## rain_today = Yes
## wind_speed_3pm <= 31
## wind_dir_3pm in [N-ESE]
## wind_gust_speed > 59
## -> class Yes [0.844]
##
## Rule 105: (17/2, lift 4.0)
## cloud_3pm > 6
## pressure_3pm <= 1015.5
## humidity_3pm > 17
## humidity_3pm <= 48
## wind_dir_3pm = NW
## wind_gust_speed > 69
## sunshine > 7.7
## min_temp <= 14.6
## -> class Yes [0.842]
##
## Rule 106: (17/2, lift 4.0)
## rain_today = No
## cloud_3pm > 5
## cloud_3pm <= 6
## pressure_3pm <= 1014.3
## humidity_3pm > 68
## humidity_3pm <= 82
## wind_speed_3pm > 13
## wind_speed_3pm <= 17
## wind_gust_speed > 30
## wind_gust_speed <= 41
## sunshine <= 8.8
## -> class Yes [0.842]
##
## Rule 107: (570/90, lift 4.0)
## temp_9am > 7.3
## cloud_9am > 2
## cloud_9am <= 5
## humidity_3pm > 68
## wind_dir_3pm in [S-NNW]
## wind_dir_9am in [WNW-NNW]
## wind_gust_speed > 41
## sunshine > 5.9
## sunshine <= 9.8
## rainfall > 0.1
## -> class Yes [0.841]
##
## Rule 108: (2473/400, lift 4.0)
## cloud_3pm > 5
## pressure_3pm <= 1009
## humidity_3pm > 68
## wind_gust_speed > 31
## min_temp <= 24
## -> class Yes [0.838]
##
## Rule 109: (108/17, lift 3.9)
## rain_today = Yes
## pressure_9am <= 1029.3
## humidity_3pm > 72
## humidity_9am <= 99
## wind_speed_3pm <= 11
## wind_gust_speed > 28
## wind_gust_speed <= 30
## -> class Yes [0.836]
##
## Rule 110: (28/4, lift 3.9)
## pressure_3pm > 1018.6
## humidity_3pm > 63
## humidity_3pm <= 68
## wind_dir_3pm in [ENE-WNW]
## wind_gust_speed > 33
## wind_gust_speed <= 46
## wind_gust_dir in [NE-SSW]
## rainfall > 12.2
## -> class Yes [0.833]
##
## Rule 111: (10/1, lift 3.9)
## rain_today = Yes
## cloud_3pm > 2
## pressure_3pm > 1010.2
## pressure_3pm <= 1019.7
## humidity_9am <= 69
## wind_speed_9am > 30
## wind_dir_3pm in [WSW-NW]
## min_temp <= 6.5
## -> class Yes [0.833]
##
## Rule 112: (10/1, lift 3.9)
## temp_3pm <= 14.6
## pressure_3pm <= 1015
## pressure_9am > 1018.1
## wind_dir_9am in [N-ENE]
## wind_gust_speed > 44
## wind_gust_dir in [NE-NNW]
## sunshine > 3.8
## -> class Yes [0.833]
##
## Rule 113: (1553/264, lift 3.9)
## pressure_3pm <= 1011.6
## humidity_3pm > 50
## humidity_9am > 73
## wind_gust_speed > 50
## wind_gust_dir in [W-NNW]
## sunshine <= 8.9
## -> class Yes [0.830]
##
## Rule 114: (660/112, lift 3.9)
## temp_9am > 2.4
## cloud_3pm > 2
## pressure_3pm <= 1016.6
## humidity_3pm > 60
## wind_dir_9am in [N-NE]
## wind_gust_speed > 30
## sunshine <= 6
## rainfall > 1.6
## -> class Yes [0.829]
##
## Rule 115: (62/10, lift 3.9)
## cloud_9am > 3
## pressure_3pm > 1010.2
## humidity_3pm > 51
## humidity_3pm <= 68
## humidity_9am > 69
## humidity_9am <= 70
## wind_gust_speed > 46
## sunshine > 7.5
## sunshine <= 8.7
## rainfall > 4.8
## -> class Yes [0.828]
##
## Rule 116: (528/91, lift 3.9)
## rain_today = Yes
## cloud_9am > 3
## humidity_3pm > 51
## humidity_9am > 83
## wind_gust_speed > 46
## wind_gust_dir in [NW-NNW]
## -> class Yes [0.826]
##
## Rule 117: (15/2, lift 3.9)
## rain_today = Yes
## cloud_9am <= 6
## pressure_3pm <= 1016.6
## humidity_3pm > 65
## humidity_3pm <= 68
## wind_speed_9am <= 13
## wind_gust_speed <= 30
## sunshine <= 7.9
## -> class Yes [0.824]
##
## Rule 118: (1171/206, lift 3.9)
## humidity_3pm > 68
## wind_dir_9am in [N-SSE]
## wind_gust_speed > 41
## wind_gust_dir in [SW-NNW]
## -> class Yes [0.824]
##
## Rule 119: (26/4, lift 3.9)
## rain_today = No
## cloud_3pm > 5
## cloud_3pm <= 7
## pressure_3pm <= 1013.8
## humidity_3pm > 24
## humidity_3pm <= 58
## wind_speed_9am <= 7
## wind_dir_9am in [E-NNW]
## wind_gust_speed > 44
## sunshine <= 7.7
## max_temp <= 32.1
## -> class Yes [0.821]
##
## Rule 120: (732/131, lift 3.9)
## rain_today = Yes
## cloud_9am > 3
## wind_speed_9am > 15
## wind_speed_9am <= 35
## wind_gust_speed > 59
## sunshine <= 6.9
## -> class Yes [0.820]
##
## Rule 121: (330/59, lift 3.9)
## temp_9am > 23.9
## humidity_3pm > 68
## wind_dir_3pm in [S-NNW]
## wind_dir_9am in [ENE-NNW]
## wind_gust_speed > 41
## sunshine <= 9.8
## -> class Yes [0.819]
##
## Rule 122: (9/1, lift 3.9)
## rain_today = Yes
## cloud_3pm <= 4
## humidity_3pm > 51
## humidity_3pm <= 68
## wind_gust_speed > 46
## sunshine > 9.3
## max_temp > 30.7
## -> class Yes [0.818]
##
## Rule 123: (2052/376, lift 3.9)
## rain_today = Yes
## pressure_3pm <= 1010.2
## humidity_3pm > 51
## wind_speed_9am <= 26
## wind_gust_speed > 46
## sunshine <= 9.3
## evaporation > 1.3
## -> class Yes [0.816]
##
## Rule 124: (14/2, lift 3.8)
## rain_today = No
## cloud_3pm > 5
## pressure_3pm > 1009
## pressure_9am <= 1020.8
## humidity_3pm > 68
## humidity_3pm <= 79
## wind_speed_3pm > 17
## wind_dir_9am in [N-NE]
## wind_gust_speed <= 41
## wind_gust_dir in [N-NNE]
## sunshine <= 8.8
## -> class Yes [0.813]
##
## Rule 125: (1025/193, lift 3.8)
## cloud_3pm > 1
## pressure_3pm <= 1015
## humidity_3pm > 24
## humidity_9am > 70
## wind_dir_9am in [E-NNW]
## wind_gust_speed > 56
## sunshine <= 7.7
## max_temp <= 32.1
## -> class Yes [0.811]
##
## Rule 126: (131/25, lift 3.8)
## rain_today = Yes
## temp_3pm > 18
## cloud_3pm > 2
## pressure_3pm <= 1016.6
## humidity_3pm > 51
## humidity_3pm <= 52
## wind_speed_9am <= 39
## wind_gust_speed <= 46
## sunshine > 8.2
## evaporation <= 9.2
## max_temp <= 19.7
## min_temp > 9.4
## -> class Yes [0.805]
##
## Rule 127: (2960/586, lift 3.8)
## rain_today = Yes
## temp_9am > 4.1
## cloud_3pm > 2
## humidity_3pm > 73
## wind_speed_3pm <= 17
## wind_gust_speed > 30
## -> class Yes [0.802]
##
## Rule 128: (5549/1101, lift 3.8)
## rain_today = Yes
## cloud_3pm > 2
## humidity_3pm > 73
## humidity_9am <= 96
## wind_gust_speed > 30
## min_temp > 4.8
## -> class Yes [0.801]
##
## Rule 129: (8/1, lift 3.8)
## pressure_3pm <= 1011.6
## humidity_3pm > 48
## humidity_3pm <= 50
## humidity_9am > 73
## wind_dir_9am = N
## wind_gust_speed > 50
## rainfall <= 0.1
## -> class Yes [0.800]
##
## Rule 130: (186/37, lift 3.8)
## pressure_3pm <= 1015
## humidity_3pm > 24
## wind_speed_9am <= 52
## wind_gust_speed > 85
## sunshine <= 7.7
## -> class Yes [0.798]
##
## Rule 131: (1398/283, lift 3.8)
## rain_today = Yes
## temp_9am > 2.4
## cloud_3pm > 2
## pressure_3pm <= 1016.6
## humidity_3pm > 52
## wind_speed_9am <= 20
## wind_gust_speed > 43
## sunshine <= 7.7
## evaporation <= 9.2
## -> class Yes [0.797]
##
## Rule 132: (138/28, lift 3.7)
## pressure_3pm <= 1015.5
## humidity_3pm > 17
## wind_speed_9am <= 41
## wind_dir_3pm = NNW
## wind_gust_speed > 69
## sunshine > 8
## sunshine <= 9.2
## -> class Yes [0.793]
##
## Rule 133: (22/4, lift 3.7)
## rain_today = No
## cloud_3pm > 5
## cloud_9am > 4
## pressure_3pm > 1009
## pressure_3pm <= 1018.6
## humidity_3pm > 68
## humidity_3pm <= 79
## wind_speed_3pm > 17
## wind_speed_9am > 20
## wind_dir_3pm in [N-ESE]
## wind_gust_speed <= 41
## sunshine <= 8.8
## min_temp <= 24
## -> class Yes [0.792]
##
## Rule 134: (764/159, lift 3.7)
## rain_today = Yes
## cloud_3pm > 3
## cloud_9am > 3
## wind_speed_9am <= 15
## wind_gust_speed > 44
## sunshine <= 6.9
## evaporation > 1.3
## -> class Yes [0.791]
##
## Rule 135: (55/11, lift 3.7)
## rain_today = No
## cloud_3pm <= 7
## pressure_3pm <= 1006.4
## humidity_3pm > 24
## humidity_3pm <= 58
## wind_dir_9am in [N-ENE]
## wind_gust_speed > 44
## wind_gust_speed <= 76
## sunshine <= 3.8
## -> class Yes [0.789]
##
## Rule 136: (194/41, lift 3.7)
## cloud_3pm <= 5
## pressure_3pm <= 1015
## humidity_3pm > 24
## wind_dir_9am in [N-ENE]
## wind_gust_speed > 44
## wind_gust_speed <= 85
## sunshine <= 3.8
## max_temp <= 32.1
## -> class Yes [0.786]
##
## Rule 137: (21/4, lift 3.7)
## rain_today = No
## cloud_3pm > 7
## cloud_9am <= 7
## pressure_3pm > 1015
## pressure_3pm <= 1022
## humidity_3pm <= 68
## wind_speed_3pm > 6
## wind_dir_9am in [NE-NNW]
## sunshine > 0.4
## sunshine <= 1.1
## -> class Yes [0.783]
##
## Rule 138: (244/53, lift 3.7)
## rain_today = Yes
## pressure_3pm <= 1016.6
## pressure_9am > 1002.9
## humidity_3pm > 52
## wind_speed_9am > 9
## wind_speed_9am <= 15
## wind_dir_3pm in [NW-NNW]
## wind_gust_speed > 39
## -> class Yes [0.780]
##
## Rule 139: (7/1, lift 3.7)
## humidity_3pm > 24
## humidity_3pm <= 26
## wind_gust_speed > 44
## sunshine <= 7.7
## evaporation > 11.9
## -> class Yes [0.778]
##
## Rule 140: (695/155, lift 3.7)
## cloud_3pm > 7
## cloud_9am <= 7
## pressure_3pm <= 1022
## sunshine <= 1.1
## -> class Yes [0.776]
##
## Rule 141: (812/181, lift 3.7)
## rain_today = Yes
## cloud_9am > 3
## wind_speed_9am <= 15
## wind_gust_speed > 44
## sunshine <= 6.9
## evaporation > 1.3
## -> class Yes [0.776]
##
## Rule 142: (38/8, lift 3.7)
## rain_today = No
## pressure_3pm > 1001.5
## pressure_3pm <= 1011.6
## humidity_3pm > 50
## humidity_3pm <= 68
## humidity_9am > 73
## wind_gust_speed > 50
## wind_gust_dir in [N-ESE]
## sunshine > 7.7
## sunshine <= 8.9
## evaporation <= 7.9
## -> class Yes [0.775]
##
## Rule 143: (140/31, lift 3.7)
## rain_today = Yes
## cloud_3pm > 2
## pressure_3pm <= 1016.6
## humidity_3pm > 51
## humidity_3pm <= 52
## wind_speed_9am <= 39
## wind_gust_speed > 30
## wind_gust_speed <= 46
## sunshine > 8.2
## evaporation <= 9.2
## max_temp <= 19.7
## min_temp > 9.4
## -> class Yes [0.775]
##
## Rule 144: (3447/778, lift 3.7)
## pressure_3pm <= 1011.6
## humidity_3pm > 48
## humidity_9am > 73
## wind_gust_speed > 50
## sunshine <= 10
## -> class Yes [0.774]
##
## Rule 145: (82/18, lift 3.7)
## rain_today = No
## cloud_3pm <= 7
## cloud_9am > 5
## pressure_3pm <= 1015
## humidity_3pm > 26
## humidity_3pm <= 58
## wind_speed_3pm > 13
## wind_speed_3pm <= 37
## wind_gust_speed > 44
## sunshine <= 7.7
## max_temp > 32.1
## -> class Yes [0.774]
##
## Rule 146: (961/219, lift 3.6)
## pressure_3pm <= 1015
## humidity_3pm > 24
## wind_dir_9am in [N-ENE]
## wind_gust_speed > 44
## wind_gust_speed <= 76
## sunshine <= 3.8
## -> class Yes [0.772]
##
## Rule 147: (516/117, lift 3.6)
## rain_today = Yes
## temp_9am > 4.1
## cloud_3pm > 2
## humidity_3pm > 68
## wind_speed_9am > 2
## wind_speed_9am <= 6
## wind_gust_speed > 30
## -> class Yes [0.772]
##
## Rule 148: (11/2, lift 3.6)
## rain_today = No
## temp_3pm > 14.5
## cloud_3pm > 5
## pressure_3pm > 1018.6
## humidity_3pm > 73
## humidity_3pm <= 82
## wind_speed_3pm > 19
## wind_gust_speed <= 41
## min_temp <= 9.4
## -> class Yes [0.769]
##
## Rule 149: (493/114, lift 3.6)
## pressure_3pm <= 1011.6
## pressure_9am > 1011.1
## humidity_3pm > 48
## wind_dir_3pm in [W-NNW]
## wind_gust_speed > 50
## sunshine <= 10
## -> class Yes [0.768]
##
## Rule 150: (19/4, lift 3.6)
## rain_today = Yes
## cloud_3pm > 2
## pressure_3pm <= 1016.6
## humidity_3pm > 59
## humidity_3pm <= 65
## wind_speed_9am > 9
## wind_speed_9am <= 15
## wind_dir_3pm in [NW-NNW]
## wind_gust_speed > 30
## wind_gust_speed <= 39
## sunshine > 7.7
## -> class Yes [0.762]
##
## Rule 151: (67/17, lift 3.5)
## pressure_3pm <= 1016.6
## pressure_9am > 1002.9
## humidity_3pm > 51
## humidity_3pm <= 52
## humidity_9am > 82
## wind_gust_speed > 30
## wind_gust_speed <= 46
## evaporation <= 9.2
## rainfall > 2.1
## max_temp > 19.7
## max_temp <= 25.1
## min_temp > 13.7
## -> class Yes [0.739]
##
## Rule 152: (17/4, lift 3.5)
## rain_today = Yes
## cloud_9am <= 6
## pressure_3pm <= 1016.6
## humidity_3pm > 65
## humidity_3pm <= 68
## wind_gust_speed <= 30
## sunshine <= 7.9
## -> class Yes [0.737]
##
## Rule 153: (371/99, lift 3.5)
## rain_today = Yes
## cloud_3pm > 2
## pressure_3pm <= 1016.6
## pressure_9am > 1002.9
## humidity_3pm > 52
## wind_speed_9am > 9
## wind_speed_9am <= 15
## wind_dir_3pm in [NW-NNW]
## wind_gust_speed > 30
## -> class Yes [0.732]
##
## Rule 154: (41/11, lift 3.4)
## rain_today = No
## pressure_3pm > 1001.5
## pressure_3pm <= 1011.6
## humidity_3pm > 50
## humidity_3pm <= 68
## humidity_9am > 73
## wind_gust_speed > 50
## wind_gust_dir in [N-ESE]
## sunshine > 7.7
## sunshine <= 8.9
## -> class Yes [0.721]
##
## Rule 155: (6302/1757, lift 3.4)
## temp_9am > 2.4
## cloud_3pm > 2
## pressure_3pm <= 1016.6
## humidity_3pm > 51
## humidity_9am > 82
## wind_gust_speed > 30
## evaporation <= 9.2
## rainfall > 2.1
## -> class Yes [0.721]
##
## Rule 156: (128/36, lift 3.4)
## rain_today = Yes
## temp_9am > 5
## cloud_9am > 3
## humidity_3pm > 51
## humidity_3pm <= 68
## humidity_9am > 69
## humidity_9am <= 70
## wind_gust_speed > 46
## sunshine > 7.5
## sunshine <= 8.7
## max_temp <= 30.9
## -> class Yes [0.715]
##
## Rule 157: (119/34, lift 3.4)
## rain_today = No
## pressure_3pm <= 1008.7
## humidity_3pm > 13
## humidity_3pm <= 48
## wind_dir_3pm in [N-NE]
## wind_gust_speed > 63
## sunshine > 8.3
## sunshine <= 10
## -> class Yes [0.711]
##
## Rule 158: (2456/719, lift 3.3)
## humidity_3pm > 48
## wind_speed_9am <= 17
## wind_gust_speed > 50
## rainfall > 0.1
## -> class Yes [0.707]
##
## Rule 159: (44/13, lift 3.3)
## rain_today = No
## cloud_3pm > 5
## pressure_3pm <= 1018.6
## pressure_9am > 1020.8
## humidity_3pm > 68
## humidity_3pm <= 79
## wind_dir_3pm in [NNE-NNW]
## wind_gust_speed <= 41
## -> class Yes [0.696]
##
## Rule 160: (40/12, lift 3.3)
## humidity_3pm > 68
## humidity_3pm <= 82
## wind_speed_9am <= 6
## rainfall <= 0.1
## min_temp > 24
## -> class Yes [0.690]
##
## Rule 161: (658/211, lift 3.2)
## pressure_3pm <= 1015.5
## humidity_3pm > 17
## wind_dir_3pm in [NW-NNW]
## wind_gust_speed > 69
## sunshine <= 10
## -> class Yes [0.679]
##
## Rule 162: (22/7, lift 3.1)
## humidity_3pm > 48
## humidity_3pm <= 68
## wind_gust_speed > 50
## rainfall <= 0.3
## max_temp <= 4.6
## -> class Yes [0.667]
##
## Rule 163: (333/121, lift 3.0)
## cloud_3pm <= 7
## pressure_3pm <= 1015
## humidity_3pm > 24
## wind_gust_speed > 44
## sunshine <= 7.7
## max_temp > 32.1
## -> class Yes [0.636]
##
## Rule 164: (47/18, lift 2.9)
## humidity_3pm > 48
## humidity_3pm <= 68
## wind_gust_speed > 50
## max_temp <= 4.6
## -> class Yes [0.612]
##
## Rule 165: (27460/12374, lift 2.6)
## humidity_3pm > 68
## -> class Yes [0.549]
##
## Rule 166: (268/121, lift 2.6)
## rain_today = No
## pressure_3pm <= 1008.7
## humidity_3pm > 13
## humidity_3pm <= 48
## wind_dir_3pm in [N-NE]
## wind_gust_speed > 50
## sunshine > 8.3
## sunshine <= 10
## -> class Yes [0.548]
##
## Rule 167: (581/269, lift 2.5)
## temp_9am > 18.9
## wind_gust_dir in [NW-NNW]
## sunshine <= 7.7
## -> class Yes [0.537]
##
## Default class: No
##
##
## Evaluation on training data (139059 cases):
##
## Rules
## ----------------
## No Errors
##
## 167 19223(13.8%) <<
##
##
## (a) (b) <-classified as
## ----- -----
## 104942 4667 (a): class No
## 14556 14894 (b): class Yes
##
##
## Attribute usage:
##
## 100.00% humidity_3pm
## 74.40% wind_gust_speed
## 60.92% sunshine
## 52.80% rainfall
## 49.61% cloud_3pm
## 42.25% pressure_3pm
## 40.99% temp_9am
## 37.55% min_temp
## 27.10% wind_dir_3pm
## 25.80% wind_gust_dir
## 23.31% pressure_9am
## 23.10% max_temp
## 21.30% temp_3pm
## 20.12% humidity_9am
## 18.36% wind_dir_9am
## 17.99% wind_speed_3pm
## 15.65% evaporation
## 9.02% wind_speed_9am
## 8.86% rain_today
## 7.40% cloud_9am
##
##
## Time: 30.2 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
