21.73 C5.0 Rules Summary

summary(model)
## 
## Call:
## C5.0.formula(formula = form, data = ds[tr, vars], rules = TRUE)
## 
## 
## C5.0 [Release 2.07 GPL Edition]      Sat Jun  5 10:49:32 2021
## -------------------------------
## 
## Class specified by attribute `outcome'
## 
## Read 123722 cases (21 attributes) from undefined.data
## 
## Rules:
## 
## Rule 1: (181/3, lift 1.2)
##  cloud_3pm <= 5
##  humidity_3pm <= 17
##  wind_dir_3pm in [N-ENE]
##  wind_gust_dir in [SSW-NNW]
##  min_temp <= 18.9
##  ->  class No  [0.978]
## 
## Rule 2: (362/9, lift 1.2)
##  pressure_3pm > 1025.9
##  humidity_9am > 96
##  wind_gust_speed <= 19
##  ->  class No  [0.973]
## 
## Rule 3: (879/31, lift 1.2)
##  pressure_3pm > 1025.9
##  humidity_9am > 96
##  evaporation > 0.7
##  rainfall <= 1.5
##  ->  class No  [0.964]
## 
## Rule 4: (2314/111, lift 1.2)
##  pressure_3pm > 1028.8
##  humidity_3pm <= 88
##  wind_speed_9am <= 19
##  rainfall <= 2.3
##  ->  class No  [0.952]
## 
## Rule 5: (38/1, lift 1.2)
##  temp_3pm > 39.9
##  humidity_3pm <= 17
##  wind_dir_3pm in [N-ENE]
##  wind_gust_dir in [SSW-NNW]
##  sunshine <= 10.1
##  ->  class No  [0.950]
## 
## Rule 6: (21075/1136, lift 1.2)
##  rain_today = No
##  temp_3pm > 25.4
##  cloud_3pm <= 6
##  pressure_9am > 1009.9
##  wind_gust_speed <= 50
##  ->  class No  [0.946]
## 
## Rule 7: (2318/129, lift 1.2)
##  pressure_3pm > 1013.5
##  wind_dir_9am in [E-WSW]
##  rainfall <= 3.6
##  min_temp <= 2
##  ->  class No  [0.944]
## 
## Rule 8: (16, lift 1.2)
##  humidity_3pm > 93
##  wind_gust_dir in [E-NNW]
##  sunshine > 8.7
##  ->  class No  [0.944]
## 
## Rule 9: (4375/261, lift 1.2)
##  cloud_9am <= 5
##  pressure_3pm > 1013.5
##  humidity_3pm <= 94
##  wind_dir_9am in [N-WSW]
##  min_temp <= 2
##  ->  class No  [0.940]
## 
## Rule 10: (492/34, lift 1.2)
##  cloud_3pm <= 7
##  pressure_3pm <= 1012
##  humidity_3pm <= 68
##  humidity_9am <= 90
##  wind_speed_9am > 26
##  wind_gust_speed > 46
##  wind_gust_speed <= 54
##  evaporation > 4.7
##  ->  class No  [0.929]
## 
## Rule 11: (6550/649, lift 1.1)
##  pressure_3pm > 1013.5
##  min_temp <= 2
##  ->  class No  [0.901]
## 
## Rule 12: (197/21, lift 1.1)
##  temp_3pm > 20.6
##  humidity_3pm > 68
##  humidity_3pm <= 75
##  wind_speed_3pm > 31
##  wind_dir_3pm in [N-S]
##  rainfall <= 0
##  ->  class No  [0.889]
## 
## Rule 13: (115695/19855, lift 1.1)
##  humidity_3pm <= 83
##  ->  class No  [0.828]
## 
## Rule 14: (27, lift 4.6)
##  rain_today = Yes
##  cloud_9am > 3
##  pressure_3pm <= 1013.2
##  humidity_3pm > 50
##  humidity_3pm <= 68
##  wind_dir_9am in [N-NNE]
##  wind_gust_speed > 39
##  wind_gust_speed <= 46
##  sunshine <= 7.2
##  ->  class Yes  [0.966]
## 
## Rule 15: (22, lift 4.5)
##  rain_today = No
##  temp_9am > 18.5
##  temp_9am <= 30.5
##  cloud_3pm <= 5
##  humidity_3pm > 24
##  humidity_3pm <= 68
##  wind_speed_3pm <= 15
##  wind_speed_9am <= 19
##  wind_dir_3pm in [E-WNW]
##  wind_gust_speed > 65
##  sunshine > 6
##  ->  class Yes  [0.958]
## 
## Rule 16: (22, lift 4.5)
##  temp_9am > 27
##  pressure_9am > 1007.9
##  humidity_3pm > 75
##  humidity_3pm <= 83
##  wind_dir_3pm in [N-S]
##  wind_gust_speed > 50
##  rainfall <= 0
##  ->  class Yes  [0.958]
## 
## Rule 17: (19, lift 4.5)
##  pressure_9am <= 1013.2
##  humidity_3pm > 49
##  wind_speed_3pm > 15
##  wind_dir_3pm = NNW
##  wind_gust_speed > 43
##  wind_gust_speed <= 52
##  evaporation > 5.8
##  max_temp > 21.5
##  ->  class Yes  [0.952]
## 
## Rule 18: (19, lift 4.5)
##  rain_today = No
##  cloud_3pm <= 5
##  humidity_3pm <= 68
##  wind_speed_3pm <= 15
##  wind_speed_9am <= 4
##  wind_gust_speed > 65
##  sunshine > 6
##  ->  class Yes  [0.952]
## 
## Rule 19: (19, lift 4.5)
##  rain_today = Yes
##  cloud_9am > 3
##  pressure_3pm <= 1013.2
##  humidity_3pm > 50
##  humidity_3pm <= 68
##  wind_dir_9am in [N-NNE]
##  wind_gust_speed > 39
##  wind_gust_speed <= 46
##  wind_gust_dir in [NW-NNW]
##  ->  class Yes  [0.952]
## 
## Rule 20: (16, lift 4.5)
##  temp_9am > 9.3
##  pressure_3pm > 1012
##  pressure_3pm <= 1018.7
##  pressure_9am > 1012.2
##  humidity_3pm > 50
##  humidity_3pm <= 68
##  humidity_9am > 68
##  wind_speed_9am <= 20
##  wind_gust_speed > 50
##  rainfall > 7.2
##  rainfall <= 10.2
##  ->  class Yes  [0.944]
## 
## Rule 21: (16, lift 4.5)
##  cloud_9am > 5
##  humidity_3pm > 83
##  wind_dir_9am in [W-NNW]
##  wind_gust_speed > 39
##  min_temp <= 2
##  ->  class Yes  [0.944]
## 
## Rule 22: (15, lift 4.4)
##  rain_today = No
##  temp_9am <= 12.5
##  cloud_3pm > 5
##  pressure_3pm <= 1008.4
##  humidity_3pm > 49
##  humidity_3pm <= 68
##  wind_gust_speed > 46
##  wind_gust_speed <= 52
##  ->  class Yes  [0.941]
## 
## Rule 23: (15, lift 4.4)
##  pressure_3pm > 1010.4
##  humidity_3pm > 68
##  humidity_3pm <= 83
##  wind_speed_9am <= 15
##  wind_dir_3pm in [SSW-NW]
##  wind_gust_speed > 50
##  wind_gust_dir in [NNE-SW]
##  sunshine > 4.1
##  rainfall <= 0
##  ->  class Yes  [0.941]
## 
## Rule 24: (195/11, lift 4.4)
##  humidity_3pm > 77
##  wind_speed_3pm <= 22
##  wind_dir_3pm in [N-NW]
##  wind_gust_speed > 31
##  wind_gust_speed <= 39
##  rainfall > 23.2
##  ->  class Yes  [0.939]
## 
## Rule 25: (14, lift 4.4)
##  rain_today = Yes
##  temp_9am > 9.3
##  pressure_3pm > 1012
##  pressure_3pm <= 1018.7
##  pressure_9am > 1012.2
##  humidity_3pm > 50
##  humidity_3pm <= 63
##  humidity_9am > 68
##  wind_speed_3pm > 33
##  wind_speed_9am <= 20
##  wind_gust_speed > 46
##  sunshine <= 9
##  rainfall <= 10.2
##  ->  class Yes  [0.938]
## 
## Rule 26: (13, lift 4.4)
##  rain_today = No
##  cloud_3pm <= 6
##  pressure_3pm <= 1005.5
##  pressure_9am <= 1009.9
##  humidity_3pm > 68
##  wind_dir_3pm in [N-S]
##  wind_gust_speed <= 50
##  sunshine <= 6.6
##  min_temp > 13.2
##  ->  class Yes  [0.933]
## 
## Rule 27: (12, lift 4.4)
##  rain_today = No
##  temp_3pm > 20.8
##  pressure_9am <= 1013.2
##  humidity_3pm > 49
##  wind_dir_9am in [N-NNE]
##  max_temp <= 21.5
##  ->  class Yes  [0.929]
## 
## Rule 28: (12, lift 4.4)
##  rain_today = No
##  cloud_3pm > 5
##  pressure_3pm <= 1008.4
##  humidity_3pm > 49
##  humidity_3pm <= 68
##  wind_gust_speed > 46
##  wind_gust_speed <= 52
##  sunshine <= 8.8
##  evaporation > 8.2
##  ->  class Yes  [0.929]
## 
## Rule 29: (12, lift 4.4)
##  cloud_3pm > 7
##  cloud_9am <= 2
##  pressure_3pm > 1008.4
##  pressure_9am <= 1016.8
##  humidity_3pm > 23
##  wind_dir_9am in [N-ENE]
##  wind_gust_speed > 41
##  wind_gust_speed <= 52
##  ->  class Yes  [0.929]
## 
## Rule 30: (12, lift 4.4)
##  rain_today = No
##  temp_9am > 18.5
##  cloud_3pm <= 5
##  humidity_3pm > 24
##  wind_speed_3pm <= 15
##  wind_gust_speed > 52
##  sunshine <= 10.1
##  rainfall > 0.5
##  ->  class Yes  [0.929]
## 
## Rule 31: (12, lift 4.4)
##  rain_today = No
##  cloud_3pm > 5
##  pressure_3pm <= 1009.8
##  wind_speed_9am > 31
##  wind_dir_9am in [W-NNW]
##  wind_gust_speed > 72
##  rainfall > 0.1
##  ->  class Yes  [0.929]
## 
## Rule 32: (12, lift 4.4)
##  rain_today = Yes
##  cloud_9am > 7
##  humidity_3pm > 40
##  humidity_3pm <= 50
##  wind_speed_9am > 7
##  wind_dir_3pm in [N-NE]
##  ->  class Yes  [0.929]
## 
## Rule 33: (12, lift 4.4)
##  rain_today = Yes
##  cloud_9am > 3
##  pressure_3pm <= 1013.2
##  humidity_3pm > 50
##  humidity_3pm <= 68
##  wind_dir_3pm in [N-SE]
##  wind_dir_9am = N
##  wind_gust_speed > 43
##  wind_gust_dir in [N-WNW]
##  sunshine > 7.2
##  ->  class Yes  [0.929]
## 
## Rule 34: (12, lift 4.4)
##  cloud_9am > 7
##  pressure_3pm > 1015.2
##  humidity_3pm > 58
##  humidity_3pm <= 66
##  humidity_9am > 82
##  wind_dir_3pm in [SSE-W]
##  wind_gust_speed > 30
##  rainfall > 7.5
##  max_temp > 19.3
##  ->  class Yes  [0.929]
## 
## Rule 35: (11, lift 4.4)
##  rain_today = Yes
##  temp_9am <= 22.2
##  cloud_3pm > 7
##  pressure_3pm <= 1016
##  pressure_9am > 1008.4
##  humidity_3pm > 64
##  humidity_3pm <= 68
##  wind_gust_speed <= 30
##  evaporation > 4.5
##  ->  class Yes  [0.923]
## 
## Rule 36: (11, lift 4.4)
##  rain_today = Yes
##  temp_9am <= 11.7
##  humidity_3pm > 50
##  humidity_3pm <= 68
##  humidity_9am <= 82
##  wind_speed_9am > 31
##  wind_gust_speed <= 46
##  ->  class Yes  [0.923]
## 
## Rule 37: (11, lift 4.4)
##  rain_today = Yes
##  cloud_3pm > 7
##  pressure_3pm <= 1012
##  humidity_3pm <= 68
##  wind_speed_9am > 26
##  wind_dir_9am in [WSW-NNW]
##  wind_gust_speed <= 65
##  sunshine <= 9
##  max_temp <= 17.7
##  ->  class Yes  [0.923]
## 
## Rule 38: (24/1, lift 4.4)
##  rain_today = Yes
##  cloud_9am > 3
##  pressure_3pm > 1012
##  pressure_3pm <= 1018.7
##  pressure_9am > 1012.2
##  humidity_3pm > 50
##  humidity_3pm <= 63
##  humidity_9am > 68
##  wind_speed_3pm <= 31
##  wind_speed_9am <= 20
##  wind_gust_speed > 50
##  sunshine <= 9
##  evaporation <= 5.5
##  rainfall <= 10.2
##  max_temp > 19
##  ->  class Yes  [0.923]
## 
## Rule 39: (11, lift 4.4)
##  rain_today = Yes
##  cloud_9am > 2
##  pressure_3pm > 1012
##  humidity_3pm > 50
##  wind_speed_3pm > 26
##  wind_gust_speed > 46
##  sunshine > 9
##  max_temp <= 15.3
##  min_temp <= 7.3
##  ->  class Yes  [0.923]
## 
## Rule 40: (11, lift 4.4)
##  temp_9am <= 3.9
##  cloud_3pm <= 6
##  pressure_3pm <= 1014.2
##  humidity_3pm > 79
##  ->  class Yes  [0.923]
## 
## Rule 41: (10, lift 4.3)
##  rain_today = Yes
##  cloud_9am > 3
##  pressure_3pm <= 1013.2
##  humidity_3pm > 50
##  humidity_3pm <= 68
##  wind_speed_9am <= 2
##  wind_gust_speed > 39
##  wind_gust_speed <= 46
##  ->  class Yes  [0.917]
## 
## Rule 42: (10, lift 4.3)
##  rain_today = Yes
##  temp_3pm > 24.5
##  cloud_3pm > 1
##  pressure_3pm <= 1015.2
##  humidity_3pm > 50
##  humidity_3pm <= 64
##  wind_speed_3pm <= 19
##  wind_dir_3pm = ENE
##  wind_dir_9am in [ESE-NNW]
##  wind_gust_speed > 31
##  sunshine <= 8.9
##  ->  class Yes  [0.917]
## 
## Rule 43: (10, lift 4.3)
##  cloud_3pm > 3
##  pressure_9am <= 1009.2
##  humidity_3pm > 64
##  humidity_3pm <= 68
##  wind_gust_speed > 30
##  wind_gust_speed <= 33
##  sunshine > 5
##  rainfall > 2.9
##  ->  class Yes  [0.917]
## 
## Rule 44: (10, lift 4.3)
##  rain_today = Yes
##  cloud_3pm > 1
##  cloud_9am > 6
##  pressure_3pm > 1015.2
##  humidity_3pm > 50
##  humidity_3pm <= 68
##  humidity_9am <= 82
##  wind_speed_9am <= 13
##  wind_dir_3pm in [NE-SSE]
##  wind_gust_speed <= 46
##  sunshine <= 8.9
##  rainfall <= 4.7
##  max_temp > 26.5
##  ->  class Yes  [0.917]
## 
## Rule 45: (10, lift 4.3)
##  rain_today = Yes
##  temp_3pm > 24.5
##  pressure_3pm > 1012
##  humidity_3pm > 50
##  humidity_3pm <= 63
##  humidity_9am > 68
##  wind_speed_9am > 20
##  wind_dir_3pm in [ESE-SE]
##  wind_gust_speed > 46
##  wind_gust_speed <= 59
##  evaporation <= 8.4
##  rainfall <= 10.2
##  ->  class Yes  [0.917]
## 
## Rule 46: (10, lift 4.3)
##  cloud_3pm <= 5
##  humidity_3pm > 82
##  humidity_3pm <= 83
##  wind_speed_3pm <= 9
##  wind_gust_speed <= 31
##  rainfall > 2.5
##  ->  class Yes  [0.917]
## 
## Rule 47: (10, lift 4.3)
##  cloud_9am <= 4
##  humidity_3pm > 68
##  humidity_3pm <= 76
##  humidity_9am <= 68
##  wind_dir_3pm in [NNE-SSW]
##  wind_gust_speed > 61
##  min_temp <= 18.2
##  ->  class Yes  [0.917]
## 
## Rule 48: (10, lift 4.3)
##  cloud_9am > 5
##  pressure_3pm > 1013.5
##  humidity_3pm > 83
##  rainfall > 3.6
##  min_temp <= 2
##  ->  class Yes  [0.917]
## 
## Rule 49: (788/65, lift 4.3)
##  humidity_3pm > 94
##  wind_dir_9am in [N-WSW]
##  rainfall > 3.6
##  ->  class Yes  [0.916]
## 
## Rule 50: (270/22, lift 4.3)
##  humidity_3pm > 83
##  wind_dir_3pm in [NW-NNW]
##  wind_dir_9am in [W-NNW]
##  wind_gust_speed > 39
##  ->  class Yes  [0.915]
## 
## Rule 51: (21/1, lift 4.3)
##  rain_today = No
##  temp_3pm <= 25.4
##  cloud_3pm <= 6
##  cloud_9am <= 6
##  pressure_3pm <= 1018.5
##  pressure_9am > 1009.9
##  humidity_3pm > 68
##  humidity_3pm <= 83
##  wind_speed_3pm <= 30
##  wind_dir_3pm in [N-SSW]
##  wind_gust_speed > 20
##  wind_gust_speed <= 50
##  wind_gust_dir = NNW
##  ->  class Yes  [0.913]
## 
## Rule 52: (410/35, lift 4.3)
##  cloud_3pm > 7
##  humidity_3pm > 75
##  wind_dir_3pm in [N-SE]
##  wind_gust_speed > 50
##  ->  class Yes  [0.913]
## 
## Rule 53: (20/1, lift 4.3)
##  rain_today = No
##  cloud_3pm > 5
##  cloud_9am > 5
##  pressure_3pm <= 1016.1
##  pressure_9am > 1010.7
##  humidity_3pm > 23
##  humidity_3pm <= 68
##  wind_speed_3pm <= 28
##  wind_dir_9am in [N-ENE]
##  wind_gust_speed > 41
##  sunshine <= 8.8
##  evaporation > 4.4
##  min_temp <= 7.1
##  ->  class Yes  [0.909]
## 
## Rule 54: (9, lift 4.3)
##  cloud_3pm <= 5
##  cloud_9am > 4
##  pressure_3pm <= 1016
##  wind_dir_3pm in [NW-NNW]
##  wind_dir_9am in [N-NNE]
##  wind_gust_speed > 52
##  wind_gust_speed <= 69
##  sunshine > 6
##  sunshine <= 8.4
##  min_temp <= 7.8
##  ->  class Yes  [0.909]
## 
## Rule 55: (31/2, lift 4.3)
##  rain_today = No
##  temp_3pm > 31.6
##  cloud_3pm > 5
##  pressure_3pm <= 1009.8
##  humidity_3pm > 13
##  wind_dir_3pm in [N-NNE]
##  wind_dir_9am in [N-SE]
##  wind_gust_speed > 52
##  sunshine > 6
##  sunshine <= 10.1
##  ->  class Yes  [0.909]
## 
## Rule 56: (9, lift 4.3)
##  wind_speed_9am > 15
##  wind_gust_speed > 74
##  sunshine > 10.1
##  evaporation <= 16.6
##  min_temp > 21.4
##  ->  class Yes  [0.909]
## 
## Rule 57: (9, lift 4.3)
##  cloud_9am > 4
##  pressure_3pm > 1015.2
##  humidity_3pm > 50
##  humidity_3pm <= 68
##  humidity_9am <= 82
##  wind_speed_3pm <= 17
##  wind_dir_3pm in [N-W]
##  wind_gust_speed > 30
##  wind_gust_dir in [NW-NNW]
##  rainfall > 4.7
##  ->  class Yes  [0.909]
## 
## Rule 58: (9, lift 4.3)
##  pressure_3pm > 1015.2
##  humidity_3pm > 50
##  humidity_9am <= 82
##  wind_speed_9am > 31
##  wind_gust_speed <= 46
##  sunshine <= 5.8
##  rainfall > 4.7
##  ->  class Yes  [0.909]
## 
## Rule 59: (9, lift 4.3)
##  rain_today = Yes
##  temp_9am <= 9.3
##  humidity_3pm > 50
##  humidity_3pm <= 63
##  humidity_9am > 90
##  wind_gust_speed > 46
##  sunshine <= 6.2
##  rainfall <= 10.2
##  ->  class Yes  [0.909]
## 
## Rule 60: (9, lift 4.3)
##  rain_today = Yes
##  cloud_3pm > 6
##  pressure_3pm > 1022
##  humidity_3pm > 69
##  humidity_3pm <= 83
##  humidity_9am <= 76
##  wind_gust_speed > 31
##  wind_gust_speed <= 50
##  rainfall <= 2.5
##  ->  class Yes  [0.909]
## 
## Rule 61: (492/44, lift 4.3)
##  humidity_3pm > 83
##  wind_dir_9am in [N-ENE]
##  wind_gust_speed > 54
##  ->  class Yes  [0.909]
## 
## Rule 62: (1532/143, lift 4.3)
##  cloud_9am > 2
##  humidity_3pm > 78
##  wind_gust_speed > 31
##  sunshine <= 5
##  rainfall > 2.5
##  ->  class Yes  [0.906]
## 
## Rule 63: (8, lift 4.3)
##  cloud_3pm > 5
##  cloud_9am > 5
##  pressure_3pm > 1008.4
##  pressure_3pm <= 1016.1
##  humidity_3pm > 23
##  humidity_3pm <= 29
##  wind_speed_3pm <= 28
##  wind_dir_9am in [N-ENE]
##  wind_gust_speed > 46
##  wind_gust_speed <= 52
##  sunshine <= 8.8
##  evaporation > 4.4
##  ->  class Yes  [0.900]
## 
## Rule 64: (8, lift 4.3)
##  rain_today = No
##  cloud_3pm > 5
##  pressure_3pm > 1008.4
##  pressure_3pm <= 1016.1
##  humidity_3pm > 57
##  humidity_3pm <= 68
##  wind_speed_3pm > 26
##  wind_speed_9am <= 7
##  wind_dir_3pm in [NE-SE]
##  wind_dir_9am in [SE-NW]
##  sunshine <= 8.8
##  ->  class Yes  [0.900]
## 
## Rule 65: (8, lift 4.3)
##  humidity_3pm <= 19
##  wind_dir_3pm in [NW-NNW]
##  wind_gust_speed > 83
##  sunshine <= 10.1
##  min_temp > 21.8
##  ->  class Yes  [0.900]
## 
## Rule 66: (8, lift 4.3)
##  rain_today = No
##  pressure_3pm <= 1000
##  wind_dir_9am in [NW-NNW]
##  wind_gust_speed > 74
##  sunshine > 10.1
##  ->  class Yes  [0.900]
## 
## Rule 67: (8, lift 4.3)
##  rain_today = Yes
##  temp_9am <= 22.2
##  cloud_3pm > 7
##  pressure_3pm <= 1016
##  humidity_3pm > 50
##  humidity_3pm <= 68
##  wind_gust_speed <= 30
##  evaporation <= 3.3
##  ->  class Yes  [0.900]
## 
## Rule 68: (8, lift 4.3)
##  rain_today = Yes
##  pressure_3pm > 1015.2
##  humidity_3pm > 50
##  humidity_3pm <= 68
##  humidity_9am <= 82
##  wind_speed_3pm > 17
##  wind_speed_9am > 17
##  wind_gust_speed <= 46
##  sunshine > 0.5
##  sunshine <= 1.7
##  rainfall <= 4.7
##  min_temp > 4.7
##  ->  class Yes  [0.900]
## 
## Rule 69: (8, lift 4.3)
##  rain_today = Yes
##  pressure_3pm <= 1012
##  humidity_3pm > 50
##  humidity_3pm <= 68
##  wind_dir_3pm in [E-SSW]
##  wind_gust_speed > 65
##  rainfall <= 3.8
##  ->  class Yes  [0.900]
## 
## Rule 70: (8, lift 4.3)
##  rain_today = No
##  cloud_3pm <= 5
##  pressure_9am <= 1006.9
##  humidity_3pm > 49
##  humidity_3pm <= 66
##  wind_gust_speed <= 52
##  sunshine <= 5.1
##  max_temp <= 21.5
##  ->  class Yes  [0.900]
## 
## Rule 71: (8, lift 4.3)
##  rain_today = Yes
##  cloud_3pm <= 6
##  humidity_3pm > 81
##  humidity_3pm <= 83
##  wind_dir_3pm in [W-NNW]
##  wind_gust_speed > 26
##  wind_gust_speed <= 39
##  rainfall <= 2.5
##  ->  class Yes  [0.900]
## 
## Rule 72: (18/1, lift 4.3)
##  temp_9am > 8.9
##  cloud_9am <= 2
##  humidity_3pm > 68
##  wind_gust_speed > 31
##  wind_gust_speed <= 50
##  rainfall > 2.5
##  min_temp <= 8.2
##  ->  class Yes  [0.900]
## 
## Rule 73: (75/7, lift 4.2)
##  pressure_3pm <= 1014.8
##  pressure_9am > 1016.5
##  humidity_3pm > 50
##  wind_gust_speed > 52
##  wind_gust_speed <= 61
##  sunshine <= 6
##  ->  class Yes  [0.896]
## 
## Rule 74: (17/1, lift 4.2)
##  cloud_3pm > 1
##  cloud_3pm <= 5
##  pressure_3pm <= 1007.4
##  humidity_3pm <= 68
##  wind_speed_3pm > 11
##  wind_dir_3pm = NNE
##  wind_gust_speed > 56
##  wind_gust_dir in [N-SSE]
##  sunshine > 6
##  sunshine <= 10.1
##  rainfall <= 0.1
##  ->  class Yes  [0.895]
## 
## Rule 75: (36/3, lift 4.2)
##  cloud_9am > 3
##  pressure_3pm > 1012
##  humidity_3pm > 50
##  humidity_3pm <= 68
##  humidity_9am > 68
##  humidity_9am <= 69
##  wind_gust_speed > 46
##  rainfall > 10.2
##  ->  class Yes  [0.895]
## 
## Rule 76: (101/10, lift 4.2)
##  temp_3pm <= 2.2
##  humidity_3pm > 83
##  wind_dir_9am in [W-NNW]
##  wind_gust_speed > 39
##  ->  class Yes  [0.893]
## 
## Rule 77: (71/7, lift 4.2)
##  rain_today = Yes
##  pressure_3pm <= 1015.2
##  humidity_3pm > 50
##  wind_dir_9am = NNE
##  wind_gust_speed > 39
##  wind_gust_speed <= 46
##  sunshine <= 8.9
##  ->  class Yes  [0.890]
## 
## Rule 78: (1317/144, lift 4.2)
##  humidity_3pm > 77
##  wind_speed_3pm <= 28
##  wind_dir_3pm in [N-NW]
##  wind_gust_speed > 31
##  sunshine <= 8.1
##  rainfall > 3.3
##  ->  class Yes  [0.890]
## 
## Rule 79: (7, lift 4.2)
##  temp_9am > 25.5
##  cloud_3pm > 5
##  cloud_9am > 2
##  cloud_9am <= 5
##  pressure_3pm <= 1016.1
##  pressure_9am > 1010.7
##  humidity_3pm > 23
##  wind_dir_3pm in [WNW-NNW]
##  wind_gust_speed > 41
##  sunshine <= 8.8
##  ->  class Yes  [0.889]
## 
## Rule 80: (7, lift 4.2)
##  rain_today = No
##  cloud_3pm > 1
##  cloud_3pm <= 5
##  pressure_3pm <= 1007.4
##  wind_speed_3pm > 11
##  wind_dir_3pm in [NE-ENE]
##  wind_dir_9am in [SSW-NNW]
##  wind_gust_speed > 56
##  wind_gust_dir in [NNE-SSE]
##  sunshine <= 10.1
##  ->  class Yes  [0.889]
## 
## Rule 81: (7, lift 4.2)
##  rain_today = No
##  cloud_3pm <= 5
##  humidity_3pm > 19
##  wind_dir_3pm in [NW-NNW]
##  wind_dir_9am = SW
##  wind_gust_speed > 52
##  wind_gust_speed <= 69
##  ->  class Yes  [0.889]
## 
## Rule 82: (7, lift 4.2)
##  rain_today = Yes
##  humidity_3pm <= 50
##  wind_speed_9am <= 2
##  wind_dir_3pm in [N-NE]
##  wind_gust_speed > 39
##  wind_gust_speed <= 46
##  ->  class Yes  [0.889]
## 
## Rule 83: (7, lift 4.2)
##  rain_today = Yes
##  humidity_3pm <= 50
##  wind_dir_3pm in [SSE-WSW]
##  wind_dir_9am in [ENE-WSW]
##  wind_gust_speed > 61
##  sunshine > 6.3
##  sunshine <= 6.9
##  min_temp > 5.7
##  ->  class Yes  [0.889]
## 
## Rule 84: (16/1, lift 4.2)
##  rain_today = Yes
##  cloud_9am <= 7
##  pressure_3pm <= 1015.2
##  humidity_3pm > 50
##  humidity_3pm <= 51
##  wind_speed_3pm <= 19
##  wind_dir_9am in [NE-SSW]
##  wind_gust_speed > 30
##  wind_gust_speed <= 46
##  wind_gust_dir in [SSW-NNW]
##  ->  class Yes  [0.889]
## 
## Rule 85: (7, lift 4.2)
##  cloud_3pm > 1
##  cloud_3pm <= 3
##  pressure_3pm <= 1015.2
##  humidity_3pm > 64
##  wind_dir_9am in [E-NW]
##  wind_gust_speed > 31
##  wind_gust_speed <= 37
##  sunshine <= 8.9
##  rainfall > 2.9
##  rainfall <= 17
##  ->  class Yes  [0.889]
## 
## Rule 86: (7, lift 4.2)
##  rain_today = Yes
##  pressure_9am > 1028.6
##  humidity_3pm <= 68
##  humidity_9am > 82
##  wind_speed_3pm > 17
##  wind_speed_9am > 15
##  wind_gust_speed > 30
##  wind_gust_speed <= 46
##  rainfall <= 7.5
##  ->  class Yes  [0.889]
## 
## Rule 87: (16/1, lift 4.2)
##  rain_today = Yes
##  temp_9am > 9.3
##  pressure_3pm > 1012
##  humidity_3pm > 50
##  humidity_3pm <= 63
##  humidity_9am > 68
##  wind_speed_9am > 20
##  wind_gust_speed > 59
##  wind_gust_dir in [ENE-SW]
##  rainfall <= 10.2
##  min_temp <= 13
##  ->  class Yes  [0.889]
## 
## Rule 88: (7, lift 4.2)
##  temp_9am <= 22.9
##  cloud_3pm > 4
##  cloud_3pm <= 6
##  humidity_3pm > 75
##  humidity_3pm <= 83
##  wind_dir_9am in [SSE-NNW]
##  wind_gust_speed > 50
##  wind_gust_speed <= 59
##  wind_gust_dir in [ENE-SSE]
##  rainfall <= 0
##  ->  class Yes  [0.889]
## 
## Rule 89: (25/2, lift 4.2)
##  cloud_9am <= 4
##  pressure_3pm > 1006.9
##  humidity_3pm > 68
##  humidity_3pm <= 76
##  wind_dir_3pm in [SW-NNW]
##  wind_gust_speed > 61
##  rainfall > 0
##  ->  class Yes  [0.889]
## 
## Rule 90: (967/108, lift 4.2)
##  cloud_3pm > 7
##  humidity_3pm > 75
##  humidity_9am > 77
##  wind_gust_speed > 50
##  ->  class Yes  [0.888]
## 
## Rule 91: (269/30, lift 4.2)
##  rain_today = Yes
##  pressure_3pm <= 1001.2
##  sunshine <= 6.3
##  min_temp <= 14.5
##  ->  class Yes  [0.886]
## 
## Rule 92: (33/3, lift 4.2)
##  rain_today = No
##  temp_3pm > 20.8
##  cloud_3pm <= 5
##  pressure_3pm <= 1011
##  pressure_9am <= 1013.2
##  humidity_3pm > 49
##  humidity_3pm <= 68
##  wind_gust_speed <= 52
##  max_temp <= 21.5
##  ->  class Yes  [0.886]
## 
## Rule 93: (1810/206, lift 4.2)
##  temp_9am > 8.9
##  cloud_3pm > 4
##  cloud_9am > 2
##  humidity_3pm > 77
##  wind_speed_3pm <= 28
##  wind_gust_speed > 39
##  rainfall > 2.5
##  ->  class Yes  [0.886]
## 
## Rule 94: (1294/149, lift 4.2)
##  temp_3pm <= 21.8
##  pressure_3pm <= 1010.4
##  humidity_3pm > 68
##  wind_dir_3pm in [SSW-NNW]
##  wind_gust_speed > 50
##  ->  class Yes  [0.884]
## 
## Rule 95: (15/1, lift 4.2)
##  rain_today = No
##  temp_3pm > 32.5
##  cloud_3pm <= 5
##  humidity_3pm > 19
##  wind_dir_3pm in [NW-NNW]
##  wind_gust_speed > 69
##  sunshine > 6
##  sunshine <= 10.1
##  evaporation <= 8.1
##  ->  class Yes  [0.882]
## 
## Rule 96: (15/1, lift 4.2)
##  rain_today = Yes
##  humidity_3pm <= 50
##  wind_speed_9am <= 20
##  wind_dir_3pm in [ENE-ESE]
##  wind_gust_speed > 56
##  sunshine > 6.3
##  sunshine <= 10.4
##  ->  class Yes  [0.882]
## 
## Rule 97: (15/1, lift 4.2)
##  rain_today = Yes
##  temp_3pm <= 13.6
##  temp_9am > 9.3
##  cloud_9am > 3
##  pressure_3pm > 1012
##  humidity_3pm <= 63
##  humidity_9am > 68
##  wind_gust_speed > 59
##  wind_gust_dir in [WSW-NW]
##  rainfall <= 10.2
##  ->  class Yes  [0.882]
## 
## Rule 98: (587/71, lift 4.1)
##  temp_3pm <= 20.6
##  cloud_3pm > 6
##  humidity_3pm > 68
##  wind_speed_9am <= 30
##  wind_dir_9am in [N-SSE]
##  wind_gust_speed > 50
##  ->  class Yes  [0.878]
## 
## Rule 99: (773/94, lift 4.1)
##  humidity_3pm > 68
##  wind_dir_3pm in [SSW-NNW]
##  wind_gust_speed > 50
##  sunshine <= 4.1
##  ->  class Yes  [0.877]
## 
## Rule 100: (62/7, lift 4.1)
##  temp_3pm <= 25.5
##  wind_speed_9am > 33
##  wind_gust_speed > 52
##  wind_gust_dir in [WNW-NNW]
##  sunshine <= 6
##  ->  class Yes  [0.875]
## 
## Rule 101: (38/4, lift 4.1)
##  rain_today = No
##  temp_3pm > 17.1
##  cloud_3pm > 7
##  pressure_3pm <= 1014.8
##  humidity_3pm <= 50
##  wind_gust_speed > 52
##  sunshine <= 6
##  max_temp <= 30.2
##  ->  class Yes  [0.875]
## 
## Rule 102: (14/1, lift 4.1)
##  rain_today = Yes
##  cloud_9am <= 7
##  humidity_3pm > 50
##  humidity_3pm <= 64
##  wind_speed_3pm <= 19
##  wind_gust_speed > 43
##  wind_gust_speed <= 46
##  wind_gust_dir in [N-SE]
##  sunshine <= 8.9
##  max_temp > 30.5
##  ->  class Yes  [0.875]
## 
## Rule 103: (14/1, lift 4.1)
##  cloud_3pm > 6
##  humidity_3pm > 76
##  humidity_3pm <= 77
##  wind_speed_3pm <= 15
##  wind_dir_3pm in [S-NNW]
##  wind_gust_speed > 31
##  wind_gust_speed <= 50
##  rainfall <= 2.5
##  ->  class Yes  [0.875]
## 
## Rule 104: (6, lift 4.1)
##  rain_today = No
##  cloud_3pm > 5
##  cloud_3pm <= 7
##  pressure_3pm > 1008.4
##  pressure_3pm <= 1016.1
##  humidity_3pm > 44
##  humidity_3pm <= 68
##  wind_gust_dir = NNW
##  sunshine <= 0.7
##  ->  class Yes  [0.875]
## 
## Rule 105: (14/1, lift 4.1)
##  rain_today = No
##  temp_3pm <= 20.8
##  cloud_3pm <= 5
##  pressure_3pm <= 1008.8
##  pressure_9am <= 1013.2
##  humidity_3pm > 49
##  humidity_3pm <= 66
##  wind_speed_9am <= 2
##  wind_gust_speed > 28
##  wind_gust_speed <= 52
##  ->  class Yes  [0.875]
## 
## Rule 106: (638/80, lift 4.1)
##  temp_9am > 8.9
##  humidity_3pm > 68
##  humidity_9am > 85
##  wind_speed_3pm <= 28
##  wind_speed_9am <= 28
##  wind_gust_speed > 44
##  sunshine > 5
##  rainfall > 2.5
##  ->  class Yes  [0.873]
## 
## Rule 107: (860/109, lift 4.1)
##  cloud_3pm > 6
##  pressure_3pm <= 1014.8
##  humidity_3pm > 68
##  wind_speed_3pm <= 15
##  wind_gust_speed > 37
##  ->  class Yes  [0.872]
## 
## Rule 108: (60/7, lift 4.1)
##  rain_today = Yes
##  pressure_3pm <= 1015.2
##  humidity_3pm > 50
##  humidity_3pm <= 51
##  wind_speed_3pm <= 19
##  wind_dir_9am in [NE-NNW]
##  wind_gust_dir in [SSW-WNW]
##  max_temp <= 18.7
##  ->  class Yes  [0.871]
## 
## Rule 109: (29/3, lift 4.1)
##  rain_today = Yes
##  temp_9am > 3.9
##  pressure_9am <= 1011.8
##  humidity_3pm > 68
##  humidity_3pm <= 83
##  wind_dir_3pm in [SW-NNW]
##  wind_gust_speed > 26
##  wind_gust_speed <= 39
##  sunshine <= 8.6
##  rainfall <= 2.5
##  ->  class Yes  [0.871]
## 
## Rule 110: (877/113, lift 4.1)
##  cloud_3pm > 6
##  pressure_3pm <= 1014.8
##  humidity_3pm > 68
##  wind_dir_9am in [NNE-NNW]
##  sunshine <= 0.3
##  ->  class Yes  [0.870]
## 
## Rule 111: (459/59, lift 4.1)
##  cloud_3pm > 7
##  pressure_3pm <= 1016.1
##  humidity_3pm > 23
##  wind_gust_dir in [N-ESE]
##  sunshine <= 0.7
##  ->  class Yes  [0.870]
## 
## Rule 112: (855/111, lift 4.1)
##  cloud_3pm > 6
##  humidity_3pm > 68
##  wind_gust_speed > 31
##  sunshine <= 0.1
##  min_temp > 9.7
##  ->  class Yes  [0.869]
## 
## Rule 113: (581/76, lift 4.1)
##  temp_9am > 3.9
##  humidity_3pm > 68
##  humidity_9am > 56
##  wind_dir_3pm in [SW-NNW]
##  wind_dir_9am = N
##  wind_gust_speed > 39
##  sunshine <= 8.6
##  ->  class Yes  [0.868]
## 
## Rule 114: (13/1, lift 4.1)
##  rain_today = No
##  cloud_3pm <= 5
##  cloud_9am <= 4
##  pressure_3pm <= 1016
##  humidity_3pm > 19
##  wind_dir_3pm in [NW-NNW]
##  wind_dir_9am in [N-SW]
##  wind_gust_speed > 52
##  wind_gust_speed <= 69
##  sunshine > 6
##  sunshine <= 8.4
##  evaporation <= 8.1
##  ->  class Yes  [0.867]
## 
## Rule 115: (13/1, lift 4.1)
##  pressure_3pm > 1014.7
##  humidity_3pm <= 50
##  humidity_9am > 74
##  wind_gust_speed > 44
##  sunshine <= 6.3
##  rainfall > 7.6
##  ->  class Yes  [0.867]
## 
## Rule 116: (408/54, lift 4.1)
##  cloud_3pm > 7
##  pressure_3pm <= 1016.1
##  humidity_3pm > 23
##  wind_dir_9am in [N-ENE]
##  wind_gust_speed > 35
##  sunshine <= 8.8
##  evaporation <= 4.4
##  ->  class Yes  [0.866]
## 
## Rule 117: (243/32, lift 4.1)
##  humidity_3pm > 75
##  wind_dir_3pm in [N-S]
##  wind_gust_speed > 50
##  wind_gust_dir in [SW-NNW]
##  ->  class Yes  [0.865]
## 
## Rule 118: (123/16, lift 4.1)
##  rain_today = No
##  cloud_3pm > 5
##  pressure_3pm <= 1008.4
##  humidity_3pm > 49
##  wind_speed_3pm <= 22
##  wind_gust_speed > 46
##  wind_gust_speed <= 52
##  sunshine <= 8.8
##  ->  class Yes  [0.864]
## 
## Rule 119: (20/2, lift 4.1)
##  rain_today = Yes
##  pressure_3pm > 1015.2
##  pressure_3pm <= 1020
##  humidity_3pm > 50
##  humidity_3pm <= 68
##  humidity_9am <= 82
##  wind_dir_3pm in [WNW-NW]
##  wind_gust_speed > 41
##  wind_gust_speed <= 46
##  sunshine <= 8.9
##  min_temp > 4.7
##  ->  class Yes  [0.864]
## 
## Rule 120: (715/97, lift 4.1)
##  rain_today = Yes
##  pressure_3pm <= 1012
##  humidity_3pm > 50
##  wind_dir_3pm in [SW-NNW]
##  wind_gust_speed > 65
##  sunshine <= 9
##  ->  class Yes  [0.863]
## 
## Rule 121: (180/24, lift 4.1)
##  temp_9am <= 8.9
##  humidity_3pm > 68
##  wind_dir_9am in [NW-NNW]
##  wind_gust_speed > 35
##  rainfall > 2.5
##  ->  class Yes  [0.863]
## 
## Rule 122: (1941/269, lift 4.1)
##  cloud_9am > 4
##  humidity_3pm > 68
##  wind_gust_speed > 54
##  rainfall > 0
##  min_temp > 4.9
##  min_temp <= 18.2
##  ->  class Yes  [0.861]
## 
## Rule 123: (683/95, lift 4.1)
##  cloud_3pm > 5
##  cloud_9am > 2
##  humidity_3pm > 72
##  wind_speed_3pm > 28
##  rainfall > 2.5
##  ->  class Yes  [0.860]
## 
## Rule 124: (2289/324, lift 4.1)
##  cloud_3pm > 6
##  humidity_3pm > 77
##  humidity_9am <= 96
##  wind_gust_speed > 44
##  ->  class Yes  [0.858]
## 
## Rule 125: (5, lift 4.0)
##  humidity_3pm <= 24
##  wind_speed_9am > 28
##  wind_dir_3pm = NNW
##  sunshine > 2
##  sunshine <= 6
##  ->  class Yes  [0.857]
## 
## Rule 126: (5, lift 4.0)
##  pressure_3pm <= 1016.1
##  humidity_3pm <= 44
##  wind_speed_9am > 24
##  wind_gust_speed <= 52
##  sunshine <= 0.7
##  ->  class Yes  [0.857]
## 
## Rule 127: (19/2, lift 4.0)
##  cloud_3pm <= 5
##  pressure_3pm <= 1000
##  humidity_3pm > 19
##  humidity_3pm <= 68
##  wind_dir_3pm = NNW
##  wind_dir_9am in [WNW-NNW]
##  wind_gust_speed > 52
##  sunshine > 6
##  sunshine <= 10.1
##  ->  class Yes  [0.857]
## 
## Rule 128: (5, lift 4.0)
##  rain_today = Yes
##  pressure_3pm > 1016
##  humidity_3pm > 50
##  humidity_3pm <= 68
##  wind_speed_3pm <= 9
##  min_temp > 18.6
##  ->  class Yes  [0.857]
## 
## Rule 129: (19/2, lift 4.0)
##  cloud_3pm <= 2
##  pressure_9am <= 1013.2
##  humidity_3pm > 49
##  humidity_3pm <= 68
##  wind_speed_3pm <= 15
##  wind_gust_speed > 43
##  sunshine <= 11.6
##  max_temp > 21.5
##  ->  class Yes  [0.857]
## 
## Rule 130: (1176/168, lift 4.0)
##  rain_today = Yes
##  cloud_9am > 3
##  humidity_3pm > 63
##  humidity_9am > 68
##  wind_gust_speed > 63
##  sunshine <= 9
##  ->  class Yes  [0.857]
## 
## Rule 131: (5, lift 4.0)
##  pressure_3pm > 1028.8
##  humidity_3pm > 83
##  humidity_3pm <= 88
##  humidity_9am <= 96
##  wind_speed_3pm <= 6
##  ->  class Yes  [0.857]
## 
## Rule 132: (635/92, lift 4.0)
##  temp_9am <= 27
##  humidity_3pm > 75
##  wind_speed_3pm > 20
##  wind_gust_speed > 59
##  wind_gust_dir in [N-SSW]
##  ->  class Yes  [0.854]
## 
## Rule 133: (1052/154, lift 4.0)
##  temp_9am > 3.9
##  humidity_3pm > 75
##  wind_speed_3pm <= 19
##  wind_dir_3pm in [SW-NNW]
##  wind_gust_speed > 39
##  ->  class Yes  [0.853]
## 
## Rule 134: (18/2, lift 4.0)
##  rain_today = Yes
##  pressure_3pm > 1001.2
##  pressure_3pm <= 1014.7
##  humidity_3pm <= 45
##  wind_dir_9am in [N-W]
##  wind_gust_speed > 41
##  sunshine > 5.6
##  sunshine <= 6.3
##  min_temp > 9
##  ->  class Yes  [0.850]
## 
## Rule 135: (1758/264, lift 4.0)
##  pressure_3pm <= 1015.2
##  humidity_3pm > 64
##  wind_gust_speed > 31
##  sunshine <= 5
##  rainfall > 2.9
##  ->  class Yes  [0.849]
## 
## Rule 136: (615/93, lift 4.0)
##  cloud_9am > 4
##  humidity_3pm > 68
##  wind_dir_3pm in [WNW-NNW]
##  wind_dir_9am in [N-WNW]
##  wind_gust_speed > 35
##  rainfall > 2.5
##  ->  class Yes  [0.848]
## 
## Rule 137: (11/1, lift 4.0)
##  rain_today = No
##  cloud_3pm > 5
##  cloud_3pm <= 6
##  pressure_3pm <= 1016.1
##  humidity_3pm > 57
##  humidity_3pm <= 68
##  wind_gust_speed > 48
##  wind_gust_speed <= 52
##  wind_gust_dir in [E-WSW]
##  sunshine <= 8.8
##  ->  class Yes  [0.846]
## 
## Rule 138: (37/5, lift 4.0)
##  humidity_3pm > 50
##  humidity_9am <= 82
##  wind_gust_speed > 30
##  wind_gust_speed <= 46
##  wind_gust_dir in [N-E]
##  sunshine <= 3.7
##  rainfall > 4.7
##  ->  class Yes  [0.846]
## 
## Rule 139: (610/93, lift 4.0)
##  cloud_3pm > 1
##  cloud_9am > 7
##  humidity_3pm > 50
##  humidity_9am > 82
##  wind_dir_3pm in [N-SE]
##  wind_gust_speed > 30
##  rainfall > 7.5
##  min_temp > 7.3
##  ->  class Yes  [0.846]
## 
## Rule 140: (1665/256, lift 4.0)
##  rain_today = Yes
##  pressure_3pm <= 1012
##  humidity_3pm > 60
##  wind_speed_9am > 6
##  wind_speed_9am <= 26
##  wind_gust_speed > 46
##  sunshine <= 9
##  evaporation > 0.9
##  ->  class Yes  [0.846]
## 
## Rule 141: (1999/310, lift 4.0)
##  cloud_9am > 2
##  humidity_3pm > 68
##  wind_gust_speed > 31
##  sunshine <= 5
##  evaporation > 1.3
##  rainfall > 2.5
##  ->  class Yes  [0.845]
## 
## Rule 142: (514/80, lift 4.0)
##  temp_9am > 3.9
##  pressure_9am <= 1009.9
##  humidity_3pm > 68
##  wind_dir_3pm in [N-SSW]
##  sunshine <= 8.6
##  min_temp <= 13.2
##  ->  class Yes  [0.843]
## 
## Rule 143: (17/2, lift 4.0)
##  cloud_9am <= 4
##  humidity_3pm > 50
##  wind_dir_3pm in [N-W]
##  wind_gust_speed > 30
##  wind_gust_speed <= 46
##  sunshine > 8.5
##  sunshine <= 8.9
##  rainfall > 4.7
##  ->  class Yes  [0.842]
## 
## Rule 144: (3842/613, lift 4.0)
##  cloud_3pm > 6
##  pressure_3pm <= 1014.8
##  humidity_3pm > 76
##  ->  class Yes  [0.840]
## 
## Rule 145: (23/3, lift 4.0)
##  cloud_3pm <= 6
##  humidity_3pm > 75
##  wind_dir_3pm in [N-SE]
##  wind_gust_speed > 50
##  wind_gust_dir = N
##  rainfall <= 0
##  ->  class Yes  [0.840]
## 
## Rule 146: (10/1, lift 3.9)
##  rain_today = No
##  cloud_3pm > 6
##  cloud_3pm <= 7
##  pressure_3pm <= 999.8
##  wind_speed_9am <= 31
##  wind_dir_9am in [WSW-NNW]
##  wind_gust_speed > 52
##  sunshine > 6
##  sunshine <= 10.1
##  ->  class Yes  [0.833]
## 
## Rule 147: (10/1, lift 3.9)
##  rain_today = Yes
##  pressure_3pm > 1016
##  humidity_3pm > 65
##  humidity_3pm <= 66
##  humidity_9am > 76
##  wind_gust_speed <= 30
##  wind_gust_dir in [E-SSE]
##  ->  class Yes  [0.833]
## 
## Rule 148: (16/2, lift 3.9)
##  rain_today = Yes
##  temp_9am > 12.9
##  cloud_3pm <= 6
##  humidity_3pm > 74
##  wind_dir_3pm in [N-SSW]
##  wind_gust_dir in [SSW-NW]
##  sunshine > 3.1
##  rainfall <= 2.5
##  min_temp <= 11.5
##  ->  class Yes  [0.833]
## 
## Rule 149: (22/3, lift 3.9)
##  cloud_3pm <= 5
##  pressure_3pm <= 1009.3
##  pressure_9am <= 1013.2
##  humidity_3pm > 49
##  humidity_3pm <= 68
##  wind_speed_9am <= 26
##  wind_gust_speed > 50
##  wind_gust_speed <= 52
##  max_temp > 16.9
##  max_temp <= 21.5
##  ->  class Yes  [0.833]
## 
## Rule 150: (857/143, lift 3.9)
##  pressure_3pm <= 1016
##  humidity_3pm > 57
##  wind_dir_3pm in [NW-NNW]
##  wind_gust_speed > 52
##  ->  class Yes  [0.832]
## 
## Rule 151: (968/162, lift 3.9)
##  cloud_9am > 3
##  humidity_3pm > 50
##  humidity_9am > 68
##  wind_gust_speed > 46
##  sunshine <= 7.5
##  rainfall > 10.2
##  ->  class Yes  [0.832]
## 
## Rule 152: (577/97, lift 3.9)
##  cloud_3pm > 6
##  pressure_3pm <= 1014.8
##  humidity_3pm > 68
##  wind_dir_9am = N
##  wind_gust_dir in [NE-NNW]
##  ->  class Yes  [0.831]
## 
## Rule 153: (45/7, lift 3.9)
##  cloud_3pm > 6
##  pressure_3pm <= 1015.2
##  humidity_3pm > 64
##  wind_gust_speed > 30
##  wind_gust_speed <= 46
##  wind_gust_dir in [N-SSW]
##  rainfall > 2.2
##  rainfall <= 2.9
##  ->  class Yes  [0.830]
## 
## Rule 154: (21/3, lift 3.9)
##  rain_today = No
##  cloud_3pm <= 5
##  humidity_3pm > 19
##  wind_speed_3pm > 43
##  wind_dir_3pm in [NW-NNW]
##  wind_gust_speed > 69
##  sunshine > 6
##  sunshine <= 10.1
##  evaporation <= 8.1
##  ->  class Yes  [0.826]
## 
## Rule 155: (1174/204, lift 3.9)
##  rain_today = Yes
##  cloud_9am > 4
##  pressure_3pm <= 1012
##  humidity_3pm > 50
##  wind_speed_9am <= 26
##  wind_gust_speed > 46
##  wind_gust_dir in [WSW-NNW]
##  sunshine <= 9
##  evaporation > 0.9
##  ->  class Yes  [0.826]
## 
## Rule 156: (736/130, lift 3.9)
##  cloud_3pm > 7
##  pressure_3pm <= 1024.8
##  humidity_3pm > 77
##  humidity_9am <= 74
##  ->  class Yes  [0.822]
## 
## Rule 157: (1306/235, lift 3.9)
##  rain_today = Yes
##  pressure_3pm <= 1012
##  humidity_3pm > 50
##  wind_speed_9am <= 26
##  wind_gust_speed > 46
##  wind_gust_dir in [WSW-NNW]
##  sunshine <= 9
##  evaporation > 0.9
##  ->  class Yes  [0.820]
## 
## Rule 158: (1318/238, lift 3.9)
##  cloud_9am > 7
##  humidity_3pm > 58
##  humidity_9am > 82
##  wind_gust_speed > 30
##  rainfall > 7.5
##  min_temp > 7.3
##  ->  class Yes  [0.819]
## 
## Rule 159: (219/39, lift 3.9)
##  cloud_3pm > 6
##  pressure_3pm <= 1014.8
##  humidity_3pm > 68
##  wind_gust_speed > 30
##  wind_gust_speed <= 50
##  wind_gust_dir in [N-NNE]
##  rainfall <= 2.5
##  ->  class Yes  [0.819]
## 
## Rule 160: (1049/192, lift 3.9)
##  pressure_3pm <= 1014.8
##  humidity_3pm > 50
##  wind_speed_9am <= 24
##  wind_gust_speed > 54
##  sunshine <= 6
##  ->  class Yes  [0.816]
## 
## Rule 161: (1034/190, lift 3.9)
##  pressure_3pm <= 1014.8
##  humidity_3pm > 50
##  wind_gust_speed > 61
##  sunshine <= 6
##  ->  class Yes  [0.816]
## 
## Rule 162: (1476/274, lift 3.8)
##  cloud_3pm > 5
##  pressure_3pm <= 1009.8
##  humidity_3pm > 52
##  wind_speed_9am <= 31
##  wind_gust_speed > 52
##  sunshine <= 10.1
##  ->  class Yes  [0.814]
## 
## Rule 163: (118/22, lift 3.8)
##  temp_9am > 8.9
##  cloud_9am > 2
##  humidity_3pm > 68
##  wind_dir_9am in [SW-NW]
##  wind_gust_speed > 41
##  wind_gust_speed <= 44
##  wind_gust_dir in [SE-NNW]
##  sunshine > 5
##  rainfall > 2.5
##  ->  class Yes  [0.808]
## 
## Rule 164: (354/69, lift 3.8)
##  cloud_3pm > 5
##  pressure_3pm <= 1009.8
##  humidity_9am > 62
##  wind_dir_9am in [N-SE]
##  wind_gust_speed > 52
##  sunshine > 6
##  sunshine <= 8.8
##  ->  class Yes  [0.803]
## 
## Rule 165: (18/3, lift 3.8)
##  rain_today = No
##  cloud_3pm > 5
##  cloud_3pm <= 6
##  cloud_9am <= 4
##  pressure_3pm <= 1004.2
##  wind_speed_9am <= 31
##  wind_dir_9am in [W-NNW]
##  wind_gust_speed > 52
##  sunshine <= 10.1
##  ->  class Yes  [0.800]
## 
## Rule 166: (38/7, lift 3.8)
##  cloud_3pm > 6
##  cloud_9am <= 5
##  pressure_3pm > 1014.8
##  pressure_3pm <= 1022
##  humidity_3pm > 69
##  humidity_3pm <= 76
##  wind_gust_speed > 31
##  sunshine <= 6.4
##  rainfall <= 2.5
##  ->  class Yes  [0.800]
## 
## Rule 167: (373/74, lift 3.8)
##  temp_3pm <= 20.8
##  cloud_3pm <= 5
##  pressure_3pm <= 1009.3
##  pressure_9am <= 1013.2
##  humidity_3pm > 49
##  wind_gust_speed > 28
##  sunshine <= 5.1
##  ->  class Yes  [0.800]
## 
## Rule 168: (1738/358, lift 3.7)
##  rain_today = Yes
##  temp_9am > 9.3
##  cloud_9am > 3
##  humidity_3pm > 50
##  humidity_9am > 80
##  wind_speed_9am <= 20
##  wind_gust_speed > 46
##  sunshine <= 9
##  ->  class Yes  [0.794]
## 
## Rule 169: (1148/240, lift 3.7)
##  temp_9am > 8.9
##  cloud_9am > 2
##  humidity_3pm > 68
##  wind_speed_3pm <= 28
##  wind_gust_speed > 31
##  wind_gust_dir in [N-ESE]
##  rainfall > 2.5
##  ->  class Yes  [0.790]
## 
## Rule 170: (864/183, lift 3.7)
##  temp_9am > 8.9
##  cloud_9am > 2
##  humidity_3pm > 68
##  wind_speed_3pm <= 9
##  wind_gust_speed > 22
##  evaporation > 1.9
##  rainfall > 2.5
##  ->  class Yes  [0.788]
## 
## Rule 171: (319/68, lift 3.7)
##  cloud_3pm > 6
##  humidity_3pm > 68
##  wind_gust_dir in [NE-NNW]
##  min_temp > 24.5
##  ->  class Yes  [0.785]
## 
## Rule 172: (21/4, lift 3.7)
##  temp_9am <= 8.9
##  humidity_3pm > 68
##  humidity_3pm <= 83
##  wind_dir_9am in [N-WNW]
##  wind_gust_speed > 44
##  wind_gust_speed <= 50
##  rainfall > 7.2
##  ->  class Yes  [0.783]
## 
## Rule 173: (1077/235, lift 3.7)
##  rain_today = Yes
##  temp_9am > 9.3
##  cloud_9am > 3
##  humidity_3pm > 50
##  humidity_9am > 68
##  wind_speed_3pm > 13
##  wind_speed_3pm <= 24
##  wind_speed_9am <= 20
##  wind_gust_speed > 46
##  sunshine <= 9
##  ->  class Yes  [0.781]
## 
## Rule 174: (220/48, lift 3.7)
##  rain_today = Yes
##  pressure_3pm <= 1015.2
##  humidity_3pm > 50
##  wind_dir_3pm = NNW
##  wind_gust_speed > 30
##  sunshine <= 7.3
##  ->  class Yes  [0.779]
## 
## Rule 175: (88/19, lift 3.7)
##  temp_3pm > 20.6
##  humidity_3pm > 70
##  humidity_3pm <= 75
##  wind_speed_3pm <= 31
##  wind_speed_9am <= 15
##  wind_gust_speed > 50
##  ->  class Yes  [0.778]
## 
## Rule 176: (11/2, lift 3.6)
##  cloud_3pm > 6
##  cloud_9am > 6
##  humidity_3pm > 77
##  humidity_3pm <= 83
##  humidity_9am > 96
##  wind_dir_3pm in [NW-NNW]
##  rainfall <= 2.5
##  ->  class Yes  [0.769]
## 
## Rule 177: (27/6, lift 3.6)
##  cloud_3pm > 1
##  cloud_3pm <= 5
##  cloud_9am > 4
##  cloud_9am <= 7
##  pressure_3pm <= 1007.4
##  humidity_3pm <= 68
##  wind_speed_3pm > 11
##  wind_dir_3pm = N
##  wind_gust_speed > 56
##  wind_gust_dir in [N-S]
##  sunshine > 7
##  sunshine <= 10.1
##  rainfall <= 0.3
##  ->  class Yes  [0.759]
## 
## Rule 178: (10/2, lift 3.5)
##  cloud_9am > 1
##  cloud_9am <= 2
##  humidity_3pm > 68
##  humidity_3pm <= 70
##  wind_speed_3pm > 15
##  rainfall > 2.5
##  min_temp > 8.2
##  ->  class Yes  [0.750]
## 
## Rule 179: (29/7, lift 3.5)
##  cloud_3pm > 7
##  cloud_9am > 6
##  pressure_3pm > 1014.8
##  humidity_3pm > 77
##  humidity_3pm <= 83
##  humidity_9am <= 96
##  wind_dir_3pm in [S-SW]
##  rainfall <= 0.1
##  ->  class Yes  [0.742]
## 
## Rule 180: (160/41, lift 3.5)
##  temp_3pm > 26.5
##  cloud_3pm <= 5
##  humidity_3pm > 17
##  humidity_3pm <= 68
##  wind_dir_3pm in [N-ENE]
##  wind_gust_speed > 52
##  wind_gust_dir in [SSW-NNW]
##  sunshine > 6
##  sunshine <= 10.1
##  ->  class Yes  [0.741]
## 
## Rule 181: (92/24, lift 3.5)
##  rain_today = No
##  temp_3pm <= 18.3
##  temp_9am > 3.9
##  cloud_3pm <= 6
##  pressure_3pm <= 1012.2
##  pressure_9am > 1009.9
##  humidity_3pm > 68
##  wind_dir_3pm in [N-SSW]
##  wind_gust_speed <= 50
##  sunshine > 0.1
##  sunshine <= 8.6
##  ->  class Yes  [0.734]
## 
## Rule 182: (736/198, lift 3.5)
##  rain_today = Yes
##  temp_3pm > 24.5
##  humidity_3pm > 50
##  humidity_9am > 68
##  wind_gust_speed > 46
##  ->  class Yes  [0.730]
## 
## Rule 183: (1251/340, lift 3.4)
##  cloud_3pm > 5
##  pressure_3pm <= 1009.8
##  humidity_3pm > 13
##  wind_dir_9am in [N-SE]
##  wind_gust_speed > 52
##  sunshine <= 8.8
##  ->  class Yes  [0.728]
## 
## Rule 184: (31/8, lift 3.4)
##  rain_today = Yes
##  cloud_3pm <= 6
##  humidity_3pm > 68
##  humidity_3pm <= 83
##  wind_dir_3pm in [SW-NNW]
##  wind_dir_9am in [NW-NNW]
##  wind_gust_speed > 28
##  wind_gust_speed <= 39
##  rainfall <= 2.5
##  ->  class Yes  [0.727]
## 
## Rule 185: (531/148, lift 3.4)
##  pressure_3pm <= 1016
##  humidity_3pm > 19
##  wind_dir_3pm in [NW-NNW]
##  wind_gust_speed > 69
##  sunshine <= 10.1
##  evaporation <= 8.1
##  max_temp > 5.6
##  ->  class Yes  [0.720]
## 
## Rule 186: (2031/583, lift 3.4)
##  pressure_3pm <= 1014.8
##  wind_speed_9am <= 28
##  wind_gust_speed > 52
##  sunshine <= 6
##  ->  class Yes  [0.713]
## 
## Rule 187: (85/25, lift 3.3)
##  cloud_3pm <= 4
##  humidity_3pm > 11
##  humidity_3pm <= 68
##  wind_dir_3pm in [N-ENE]
##  wind_gust_speed > 52
##  wind_gust_dir in [SSW-NNW]
##  sunshine > 6
##  sunshine <= 10.1
##  ->  class Yes  [0.701]
## 
## Rule 188: (244/76, lift 3.2)
##  temp_3pm > 26.5
##  humidity_3pm > 11
##  humidity_3pm <= 68
##  wind_dir_3pm in [N-ENE]
##  wind_gust_speed > 52
##  wind_gust_dir in [SSW-NNW]
##  sunshine > 6
##  sunshine <= 10.1
##  ->  class Yes  [0.687]
## 
## Rule 189: (670/211, lift 3.2)
##  cloud_3pm > 1
##  pressure_3pm <= 1007.4
##  wind_speed_3pm > 11
##  wind_dir_3pm in [N-ENE]
##  wind_gust_speed > 56
##  sunshine <= 10.1
##  ->  class Yes  [0.685]
## 
## Rule 190: (657/232, lift 3.1)
##  temp_9am > 18.5
##  humidity_3pm > 24
##  wind_speed_3pm <= 15
##  wind_gust_speed > 52
##  sunshine <= 10.1
##  ->  class Yes  [0.646]
## 
## Rule 191: (24051/10737, lift 2.6)
##  humidity_3pm > 68
##  ->  class Yes  [0.554]
## 
## Default class: No
## 
## 
## Evaluation on training data (123722 cases):
## 
##          Rules     
##    ----------------
##      No      Errors
## 
##     191 16716(13.5%)   <<
## 
## 
##     (a)   (b)    <-classified as
##    ----  ----
##   93535  4000    (a): class No
##   12716 13471    (b): class Yes
## 
## 
##  Attribute usage:
## 
##  100.00% humidity_3pm
##   29.96% wind_gust_speed
##   25.40% cloud_3pm
##   21.56% rain_today
##   19.97% temp_3pm
##   18.09% pressure_9am
##   16.11% pressure_3pm
##   10.68% rainfall
##   10.37% cloud_9am
##    9.42% sunshine
##    9.22% min_temp
##    8.18% wind_dir_9am
##    7.04% humidity_9am
##    6.92% wind_speed_9am
##    6.53% wind_dir_3pm
##    6.52% wind_speed_3pm
##    5.93% temp_9am
##    5.28% evaporation
##    4.39% wind_gust_dir
##    0.66% max_temp
## 
## 
## Time: 21.9 secs


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