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]      Sun May 22 11:55:26 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: 22.8 secs


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