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]      Wed Aug 11 10:52:16 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: 32.3 secs


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