20.73 C5.0 Rules Summary

summary(model)
## 
## Call:
## C5.0.formula(formula = form, data = ds[tr, vars], rules = TRUE)
## 
## 
## C5.0 [Release 2.07 GPL Edition]      Fri Nov 26 09:24:22 2021
## -------------------------------
## 
## Class specified by attribute `outcome'
## 
## Read 139059 cases (21 attributes) from undefined.data
## 
## Rules:
## 
## Rule 1: (1645/56, lift 1.2)
##  pressure_3pm > 1027.2
##  humidity_3pm <= 88
##  wind_speed_9am <= 6
##  rainfall <= 2.3
##  ->  class No  [0.965]
## 
## Rule 2: (18422/795, lift 1.2)
##  temp_9am > 9.6
##  cloud_3pm <= 4
##  humidity_3pm <= 99
##  wind_gust_speed <= 43
##  rainfall <= 0.5
##  ->  class No  [0.957]
## 
## Rule 3: (30002/1390, lift 1.2)
##  pressure_3pm > 1016.6
##  humidity_3pm <= 59
##  wind_gust_speed <= 46
##  ->  class No  [0.954]
## 
## Rule 4: (3776/173, lift 1.2)
##  temp_9am <= 9.6
##  pressure_9am > 1026.9
##  wind_dir_3pm in [N-WNW]
##  rainfall <= 2.3
##  ->  class No  [0.954]
## 
## Rule 5: (15565/786, lift 1.2)
##  temp_9am <= 23.9
##  humidity_3pm <= 74
##  wind_dir_3pm in [S-NNW]
##  wind_dir_9am in [ENE-W]
##  wind_gust_speed <= 57
##  sunshine > 5.9
##  rainfall <= 0.1
##  ->  class No  [0.949]
## 
## Rule 6: (57117/2957, lift 1.2)
##  humidity_3pm <= 51
##  wind_gust_speed <= 59
##  sunshine > 6.9
##  ->  class No  [0.948]
## 
## Rule 7: (27798/1458, lift 1.2)
##  cloud_3pm <= 5
##  humidity_3pm <= 82
##  wind_gust_dir in [NNE-SSW]
##  sunshine > 5.9
##  rainfall <= 0.1
##  max_temp > 22.4
##  ->  class No  [0.948]
## 
## Rule 8: (10002/519, lift 1.2)
##  pressure_3pm > 1013.8
##  humidity_3pm <= 82
##  humidity_9am <= 96
##  wind_gust_speed <= 43
##  evaporation > 1.1
##  min_temp <= 4.8
##  ->  class No  [0.948]
## 
## Rule 9: (637/33, lift 1.2)
##  temp_9am <= 8
##  humidity_3pm <= 68
##  humidity_9am <= 66
##  wind_dir_9am in [ENE-NNW]
##  ->  class No  [0.947]
## 
## Rule 10: (15361/815, lift 1.2)
##  pressure_3pm > 1018.6
##  humidity_3pm <= 82
##  wind_speed_3pm <= 19
##  wind_gust_speed <= 41
##  min_temp <= 9.4
##  ->  class No  [0.947]
## 
## Rule 11: (10744/567, lift 1.2)
##  pressure_3pm > 1013.8
##  humidity_3pm <= 82
##  humidity_9am <= 96
##  wind_gust_speed <= 43
##  min_temp <= 4.8
##  ->  class No  [0.947]
## 
## Rule 12: (5724/300, lift 1.2)
##  temp_3pm > -1.4
##  cloud_3pm <= 6
##  pressure_3pm > 1013.5
##  wind_dir_9am in [N-W]
##  rainfall <= 2.1
##  min_temp <= 2.2
##  ->  class No  [0.947]
## 
## Rule 13: (21666/1240, lift 1.2)
##  temp_3pm > 24.9
##  cloud_3pm <= 6
##  pressure_9am > 1005
##  humidity_3pm <= 82
##  wind_gust_speed <= 43
##  min_temp <= 23.4
##  ->  class No  [0.943]
## 
## Rule 14: (4206/268, lift 1.2)
##  cloud_9am <= 7
##  pressure_3pm > 1013.5
##  humidity_3pm <= 95
##  wind_dir_3pm in [SSE-NNW]
##  min_temp <= 2.2
##  ->  class No  [0.936]
## 
## Rule 15: (6575/441, lift 1.2)
##  pressure_3pm > 1016.6
##  humidity_3pm <= 68
##  wind_dir_3pm in [N-NE]
##  ->  class No  [0.933]
## 
## Rule 16: (2724/183, lift 1.2)
##  temp_9am > 9.6
##  cloud_3pm <= 7
##  humidity_9am <= 87
##  wind_speed_9am > 22
##  wind_gust_speed <= 43
##  wind_gust_dir in [NE-NNW]
##  rainfall <= 0.5
##  ->  class No  [0.933]
## 
## Rule 17: (3508/271, lift 1.2)
##  temp_3pm > 5.1
##  temp_9am <= 9.6
##  cloud_3pm <= 7
##  pressure_3pm > 1015.2
##  wind_dir_3pm in [N-ESE]
##  rainfall <= 2.3
##  ->  class No  [0.923]
## 
## Rule 18: (2620/216, lift 1.2)
##  pressure_3pm > 1015.2
##  humidity_3pm <= 88
##  wind_speed_3pm > 24
##  wind_dir_3pm in [N-SE]
##  wind_gust_speed <= 50
##  sunshine > 4.7
##  evaporation > 2.9
##  rainfall <= 2.3
##  ->  class No  [0.917]
## 
## Rule 19: (1182/99, lift 1.2)
##  temp_9am <= 9.6
##  pressure_3pm > 1015.2
##  humidity_3pm <= 88
##  humidity_9am > 99
##  rainfall <= 2.3
##  ->  class No  [0.916]
## 
## Rule 20: (2127/180, lift 1.2)
##  humidity_3pm <= 86
##  wind_speed_3pm > 17
##  wind_gust_speed <= 30
##  sunshine > 4.1
##  ->  class No  [0.915]
## 
## Rule 21: (12746/1324, lift 1.1)
##  temp_9am <= 9.6
##  pressure_3pm > 1015.2
##  rainfall <= 2.3
##  ->  class No  [0.896]
## 
## Rule 22: (128988/21701, lift 1.1)
##  humidity_3pm <= 82
##  ->  class No  [0.832]
## 
## Rule 23: (29, lift 4.6)
##  rain_today = No
##  pressure_3pm <= 1001.5
##  humidity_3pm > 50
##  humidity_3pm <= 68
##  humidity_9am > 73
##  wind_gust_speed > 50
##  wind_gust_dir in [SSE-NNW]
##  sunshine > 7.7
##  ->  class Yes  [0.968]
## 
## Rule 24: (61/1, lift 4.6)
##  temp_9am > 7.3
##  humidity_3pm > 68
##  wind_dir_3pm = S
##  wind_gust_speed > 57
##  sunshine > 5.9
##  min_temp <= 13.9
##  ->  class Yes  [0.968]
## 
## Rule 25: (27, lift 4.6)
##  pressure_3pm <= 1015
##  humidity_3pm > 26
##  humidity_3pm <= 68
##  wind_dir_3pm = N
##  wind_gust_speed > 44
##  sunshine <= 7.7
##  max_temp > 32.1
##  ->  class Yes  [0.966]
## 
## Rule 26: (19, lift 4.5)
##  rain_today = No
##  pressure_3pm > 1011.6
##  humidity_3pm > 48
##  wind_dir_3pm in [NW-NNW]
##  wind_gust_speed > 72
##  sunshine > 7.7
##  ->  class Yes  [0.952]
## 
## Rule 27: (16, lift 4.5)
##  cloud_3pm > 5
##  pressure_3pm > 1018.6
##  humidity_3pm > 68
##  humidity_3pm <= 82
##  wind_dir_9am in [SSE-WSW]
##  wind_gust_speed <= 41
##  evaporation > 6.1
##  min_temp > 16
##  ->  class Yes  [0.944]
## 
## Rule 28: (16, lift 4.5)
##  rain_today = No
##  cloud_3pm > 4
##  pressure_3pm <= 1005.6
##  humidity_3pm > 68
##  wind_gust_speed <= 41
##  rainfall > 0.1
##  max_temp > 31.8
##  ->  class Yes  [0.944]
## 
## Rule 29: (51/2, lift 4.5)
##  temp_9am > 7.3
##  temp_9am <= 23.9
##  humidity_3pm > 68
##  wind_dir_3pm = S
##  wind_dir_9am in [ESE-WNW]
##  wind_gust_speed > 57
##  wind_gust_dir in [NNE-SSE]
##  ->  class Yes  [0.943]
## 
## Rule 30: (356/20, lift 4.4)
##  rain_today = Yes
##  pressure_3pm <= 1013.8
##  humidity_3pm > 77
##  min_temp > 23.4
##  ->  class Yes  [0.941]
## 
## Rule 31: (14, lift 4.4)
##  rain_today = No
##  cloud_3pm <= 5
##  pressure_9am <= 1021.4
##  humidity_3pm > 68
##  humidity_3pm <= 82
##  wind_dir_3pm = N
##  wind_dir_9am in [N-WSW]
##  wind_gust_speed > 41
##  wind_gust_dir in [N-SSW]
##  rainfall > 0.1
##  ->  class Yes  [0.938]
## 
## Rule 32: (13, lift 4.4)
##  rain_today = Yes
##  pressure_3pm > 998.6
##  pressure_3pm <= 1002.6
##  humidity_3pm <= 51
##  wind_speed_9am > 15
##  wind_gust_speed <= 59
##  sunshine <= 6.9
##  ->  class Yes  [0.933]
## 
## Rule 33: (13, lift 4.4)
##  humidity_3pm > 68
##  humidity_3pm <= 82
##  wind_speed_9am <= 26
##  wind_gust_speed > 56
##  wind_gust_dir = N
##  sunshine > 5.9
##  rainfall <= 0.1
##  ->  class Yes  [0.933]
## 
## Rule 34: (12, lift 4.4)
##  rain_today = No
##  cloud_3pm <= 5
##  pressure_3pm <= 1013.8
##  humidity_3pm > 24
##  humidity_9am > 86
##  wind_speed_9am <= 7
##  wind_gust_speed > 44
##  sunshine <= 7.7
##  ->  class Yes  [0.929]
## 
## Rule 35: (11, lift 4.4)
##  rain_today = Yes
##  temp_3pm <= 10.7
##  cloud_3pm > 6
##  cloud_9am > 3
##  pressure_3pm > 1010.2
##  humidity_3pm > 51
##  humidity_3pm <= 68
##  humidity_9am <= 83
##  wind_gust_speed > 46
##  sunshine > 7.5
##  ->  class Yes  [0.923]
## 
## Rule 36: (23/1, lift 4.3)
##  rain_today = No
##  cloud_3pm > 5
##  cloud_3pm <= 6
##  pressure_3pm <= 1018.6
##  humidity_3pm > 79
##  sunshine <= 3.3
##  ->  class Yes  [0.920]
## 
## Rule 37: (22/1, lift 4.3)
##  cloud_3pm <= 7
##  cloud_9am > 5
##  humidity_3pm > 26
##  humidity_3pm <= 58
##  wind_gust_speed > 44
##  wind_gust_dir in [N-NNE]
##  sunshine <= 7.7
##  max_temp > 32.1
##  ->  class Yes  [0.917]
## 
## Rule 38: (10, lift 4.3)
##  rain_today = Yes
##  cloud_3pm > 5
##  pressure_3pm <= 1011.7
##  humidity_3pm <= 51
##  wind_speed_3pm <= 22
##  wind_speed_9am <= 20
##  wind_gust_speed > 41
##  wind_gust_speed <= 44
##  sunshine <= 6.9
##  ->  class Yes  [0.917]
## 
## Rule 39: (10, lift 4.3)
##  rain_today = No
##  cloud_3pm > 5
##  pressure_3pm > 1018.6
##  humidity_3pm > 78
##  wind_dir_9am in [SSE-NW]
##  wind_gust_speed <= 41
##  evaporation > 6.1
##  min_temp <= 16
##  ->  class Yes  [0.917]
## 
## Rule 40: (33/2, lift 4.3)
##  rain_today = Yes
##  temp_9am > 8
##  pressure_3pm <= 1010.2
##  humidity_3pm > 51
##  humidity_9am <= 59
##  wind_speed_3pm > 22
##  wind_dir_9am in [SW-NNW]
##  wind_gust_speed > 61
##  sunshine <= 9.3
##  ->  class Yes  [0.914]
## 
## Rule 41: (55/4, lift 4.3)
##  cloud_3pm > 2
##  cloud_9am > 7
##  pressure_3pm <= 1016.6
##  humidity_3pm > 51
##  humidity_3pm <= 52
##  wind_speed_9am <= 39
##  wind_gust_speed > 30
##  wind_gust_speed <= 46
##  sunshine > 6
##  evaporation <= 9.2
##  rainfall > 2.5
##  max_temp <= 19.7
##  ->  class Yes  [0.912]
## 
## Rule 42: (20/1, lift 4.3)
##  temp_9am > 17.3
##  cloud_3pm <= 7
##  pressure_3pm <= 1015
##  humidity_3pm > 24
##  humidity_9am > 28
##  wind_dir_9am in [N-ENE]
##  wind_gust_speed > 76
##  wind_gust_speed <= 85
##  sunshine <= 7.7
##  max_temp <= 32.1
##  ->  class Yes  [0.909]
## 
## Rule 43: (20/1, lift 4.3)
##  rain_today = No
##  cloud_3pm > 7
##  humidity_3pm <= 48
##  wind_speed_3pm > 13
##  wind_speed_3pm <= 26
##  wind_gust_speed > 69
##  ->  class Yes  [0.909]
## 
## Rule 44: (9, lift 4.3)
##  rain_today = No
##  temp_9am <= 17.7
##  cloud_3pm > 4
##  pressure_3pm <= 1015
##  humidity_3pm <= 63
##  wind_speed_3pm <= 7
##  wind_dir_3pm in [N-NE]
##  wind_dir_9am in [ENE-NNW]
##  wind_gust_speed <= 44
##  sunshine > 3.1
##  sunshine <= 7.7
##  ->  class Yes  [0.909]
## 
## Rule 45: (19/1, lift 4.3)
##  rain_today = No
##  temp_9am > 11.4
##  cloud_9am <= 6
##  pressure_3pm <= 1015
##  wind_dir_9am = ENE
##  wind_gust_speed > 44
##  wind_gust_speed <= 85
##  sunshine <= 7.7
##  max_temp <= 32.1
##  ->  class Yes  [0.905]
## 
## Rule 46: (8, lift 4.2)
##  rain_today = No
##  temp_3pm > 26.1
##  pressure_3pm > 1011.6
##  humidity_3pm > 48
##  humidity_3pm <= 67
##  wind_dir_3pm in [S-W]
##  wind_gust_speed > 50
##  sunshine <= 10
##  ->  class Yes  [0.900]
## 
## Rule 47: (8, lift 4.2)
##  rain_today = No
##  cloud_3pm > 4
##  pressure_3pm <= 1015
##  humidity_3pm > 59
##  humidity_3pm <= 63
##  wind_speed_3pm <= 7
##  wind_dir_3pm in [N-ENE]
##  wind_dir_9am in [ENE-NNW]
##  sunshine <= 7.7
##  ->  class Yes  [0.900]
## 
## Rule 48: (733/73, lift 4.2)
##  rain_today = Yes
##  temp_9am > 8
##  pressure_3pm <= 1010.2
##  humidity_3pm > 51
##  humidity_9am > 62
##  wind_dir_3pm in [SW-NNW]
##  wind_gust_speed > 61
##  sunshine <= 9.3
##  ->  class Yes  [0.899]
## 
## Rule 49: (1733/180, lift 4.2)
##  humidity_3pm > 82
##  sunshine <= 4.7
##  evaporation > 2.9
##  ->  class Yes  [0.896]
## 
## Rule 50: (17/1, lift 4.2)
##  rain_today = No
##  cloud_3pm > 7
##  pressure_3pm <= 1015
##  humidity_3pm > 24
##  humidity_3pm <= 58
##  wind_speed_3pm > 26
##  wind_dir_9am in [NE-NNW]
##  wind_gust_speed > 44
##  wind_gust_dir in [W-NNW]
##  sunshine <= 7.7
##  ->  class Yes  [0.895]
## 
## Rule 51: (196/20, lift 4.2)
##  rain_today = No
##  pressure_3pm <= 1015
##  humidity_3pm > 58
##  wind_dir_3pm in [WNW-NNW]
##  wind_gust_speed > 54
##  sunshine <= 7.7
##  ->  class Yes  [0.894]
## 
## Rule 52: (423/44, lift 4.2)
##  rain_today = Yes
##  cloud_9am > 3
##  humidity_3pm > 71
##  wind_speed_9am > 6
##  wind_speed_9am <= 22
##  wind_dir_3pm in [N-WSW]
##  wind_gust_speed > 43
##  wind_gust_dir in [ENE-SSE]
##  max_temp > 16.7
##  ->  class Yes  [0.894]
## 
## Rule 53: (1231/134, lift 4.2)
##  cloud_3pm > 5
##  pressure_3pm <= 1006
##  humidity_3pm > 68
##  wind_gust_speed > 41
##  ->  class Yes  [0.891]
## 
## Rule 54: (2313/252, lift 4.2)
##  rain_today = Yes
##  cloud_3pm > 6
##  pressure_3pm <= 1013.8
##  humidity_3pm > 77
##  ->  class Yes  [0.891]
## 
## Rule 55: (1223/132, lift 4.2)
##  humidity_3pm > 95
##  rainfall > 2.1
##  ->  class Yes  [0.891]
## 
## Rule 56: (16/1, lift 4.2)
##  rain_today = Yes
##  cloud_3pm > 2
##  cloud_9am > 5
##  pressure_3pm > 1007.2
##  pressure_3pm <= 1016.6
##  humidity_3pm > 51
##  humidity_3pm <= 65
##  wind_speed_9am <= 20
##  wind_gust_speed > 43
##  wind_gust_speed <= 46
##  sunshine > 6
##  sunshine <= 7.7
##  evaporation <= 9.2
##  ->  class Yes  [0.889]
## 
## Rule 57: (7, lift 4.2)
##  rain_today = No
##  cloud_3pm > 4
##  pressure_9am <= 1005.4
##  humidity_3pm > 29
##  humidity_3pm <= 68
##  wind_speed_9am <= 6
##  wind_dir_9am in [SE-NNW]
##  wind_gust_speed <= 44
##  sunshine <= 7.7
##  ->  class Yes  [0.889]
## 
## Rule 58: (883/99, lift 4.2)
##  cloud_3pm > 7
##  pressure_3pm <= 1015
##  humidity_3pm > 24
##  wind_gust_speed > 44
##  sunshine <= 3.4
##  ->  class Yes  [0.887]
## 
## Rule 59: (60/6, lift 4.2)
##  rain_today = No
##  humidity_3pm > 68
##  rainfall > 0.1
##  max_temp <= 31.8
##  min_temp > 24
##  ->  class Yes  [0.887]
## 
## Rule 60: (366/41, lift 4.2)
##  humidity_3pm > 78
##  wind_speed_9am > 6
##  min_temp > 24
##  ->  class Yes  [0.886]
## 
## Rule 61: (85/9, lift 4.2)
##  rain_today = Yes
##  pressure_9am <= 1002.9
##  humidity_3pm > 51
##  wind_gust_speed > 30
##  wind_gust_speed <= 46
##  wind_gust_dir in [N-WNW]
##  sunshine > 6
##  max_temp <= 20.4
##  ->  class Yes  [0.885]
## 
## Rule 62: (24/2, lift 4.2)
##  rain_today = No
##  cloud_3pm > 5
##  pressure_3pm > 1014.3
##  pressure_3pm <= 1018.6
##  humidity_3pm > 73
##  humidity_3pm <= 79
##  wind_speed_3pm <= 17
##  wind_speed_9am > 6
##  wind_gust_speed > 30
##  wind_gust_speed <= 41
##  min_temp <= 11.7
##  ->  class Yes  [0.885]
## 
## Rule 63: (1450/169, lift 4.2)
##  rain_today = Yes
##  pressure_3pm <= 1010.2
##  humidity_3pm > 66
##  wind_speed_9am <= 26
##  wind_gust_speed > 46
##  sunshine <= 9.3
##  ->  class Yes  [0.883]
## 
## Rule 64: (15/1, lift 4.2)
##  rain_today = No
##  pressure_9am <= 1001.2
##  humidity_3pm > 48
##  humidity_3pm <= 68
##  humidity_9am <= 73
##  wind_dir_3pm in [W-NNW]
##  wind_gust_speed > 50
##  sunshine > 7.7
##  sunshine <= 10
##  ->  class Yes  [0.882]
## 
## Rule 65: (277/32, lift 4.2)
##  rain_today = Yes
##  cloud_9am > 3
##  humidity_3pm > 51
##  humidity_9am > 83
##  humidity_9am <= 98
##  wind_speed_3pm > 37
##  wind_gust_speed > 46
##  wind_gust_dir in [N-WNW]
##  ->  class Yes  [0.882]
## 
## Rule 66: (23/2, lift 4.2)
##  cloud_3pm > 7
##  cloud_9am > 7
##  pressure_3pm > 1015
##  pressure_3pm <= 1022
##  wind_speed_3pm <= 4
##  wind_dir_9am in [NE-NNW]
##  sunshine <= 7.7
##  ->  class Yes  [0.880]
## 
## Rule 67: (23/2, lift 4.2)
##  cloud_9am > 5
##  pressure_3pm > 1016.6
##  humidity_3pm > 63
##  humidity_3pm <= 68
##  wind_dir_3pm in [ENE-WSW]
##  wind_gust_speed > 33
##  wind_gust_speed <= 46
##  wind_gust_dir in [N-SSW]
##  rainfall > 12.2
##  ->  class Yes  [0.880]
## 
## Rule 68: (1881/228, lift 4.1)
##  rain_today = Yes
##  humidity_3pm > 68
##  wind_gust_speed > 57
##  min_temp > 4.6
##  ->  class Yes  [0.878]
## 
## Rule 69: (95/11, lift 4.1)
##  rain_today = Yes
##  cloud_3pm > 2
##  pressure_3pm <= 1012.3
##  humidity_3pm > 51
##  humidity_3pm <= 52
##  wind_gust_speed <= 46
##  wind_gust_dir in [N-W]
##  evaporation <= 9.2
##  max_temp <= 19.7
##  ->  class Yes  [0.876]
## 
## Rule 70: (6, lift 4.1)
##  pressure_3pm <= 1015
##  humidity_3pm <= 24
##  wind_speed_9am > 44
##  wind_dir_3pm = N
##  sunshine <= 7.7
##  ->  class Yes  [0.875]
## 
## Rule 71: (591/73, lift 4.1)
##  cloud_3pm > 6
##  cloud_9am > 3
##  humidity_3pm > 51
##  humidity_9am > 69
##  wind_gust_speed > 46
##  sunshine <= 7.5
##  rainfall > 11.5
##  max_temp <= 30.9
##  ->  class Yes  [0.875]
## 
## Rule 72: (3190/411, lift 4.1)
##  temp_9am > 3
##  cloud_3pm > 7
##  pressure_9am <= 1029.2
##  humidity_3pm > 85
##  ->  class Yes  [0.871]
## 
## Rule 73: (3223/417, lift 4.1)
##  cloud_3pm > 6
##  pressure_3pm <= 1018.6
##  humidity_3pm > 79
##  rainfall > 0.7
##  ->  class Yes  [0.870]
## 
## Rule 74: (21/2, lift 4.1)
##  temp_3pm > 16.3
##  cloud_9am > 5
##  pressure_3pm > 1013.8
##  humidity_3pm > 68
##  humidity_3pm <= 73
##  wind_speed_9am > 6
##  wind_gust_speed > 30
##  wind_gust_speed <= 33
##  rainfall > 2.3
##  min_temp <= 17.6
##  ->  class Yes  [0.870]
## 
## Rule 75: (4908/642, lift 4.1)
##  temp_9am > 3
##  pressure_9am <= 1029.2
##  humidity_3pm > 85
##  rainfall > 0.3
##  ->  class Yes  [0.869]
## 
## Rule 76: (58/7, lift 4.1)
##  rain_today = No
##  cloud_3pm > 6
##  pressure_3pm <= 1018.6
##  humidity_3pm > 79
##  humidity_3pm <= 82
##  humidity_9am <= 75
##  wind_gust_speed <= 41
##  ->  class Yes  [0.867]
## 
## Rule 77: (2508/339, lift 4.1)
##  humidity_3pm > 75
##  wind_gust_speed > 41
##  sunshine <= 5.9
##  ->  class Yes  [0.865]
## 
## Rule 78: (2720/367, lift 4.1)
##  temp_9am > 7.3
##  humidity_3pm > 81
##  wind_dir_3pm in [S-NNW]
##  wind_gust_speed > 41
##  sunshine <= 9.8
##  ->  class Yes  [0.865]
## 
## Rule 79: (57/7, lift 4.1)
##  rain_today = Yes
##  cloud_9am > 6
##  pressure_9am <= 1002.9
##  humidity_3pm > 51
##  wind_gust_speed > 30
##  wind_gust_speed <= 46
##  wind_gust_dir in [N-WNW]
##  sunshine > 6
##  ->  class Yes  [0.864]
## 
## Rule 80: (1801/244, lift 4.1)
##  rain_today = Yes
##  humidity_3pm > 68
##  wind_gust_speed > 43
##  sunshine <= 5.2
##  ->  class Yes  [0.864]
## 
## Rule 81: (49/6, lift 4.1)
##  rain_today = No
##  pressure_3pm <= 1015
##  humidity_3pm > 58
##  humidity_3pm <= 68
##  wind_dir_3pm in [N-W]
##  wind_gust_speed > 54
##  sunshine <= 1.8
##  ->  class Yes  [0.863]
## 
## Rule 82: (680/93, lift 4.1)
##  cloud_3pm > 5
##  cloud_9am > 7
##  pressure_3pm <= 1014.3
##  humidity_3pm > 68
##  humidity_9am > 77
##  wind_speed_3pm <= 17
##  wind_gust_speed > 30
##  ->  class Yes  [0.862]
## 
## Rule 83: (3312/456, lift 4.1)
##  rain_today = Yes
##  temp_9am > 4.1
##  humidity_3pm > 74
##  humidity_9am > 66
##  wind_gust_speed > 43
##  wind_gust_dir in [ENE-NNW]
##  ->  class Yes  [0.862]
## 
## Rule 84: (1009/140, lift 4.1)
##  cloud_3pm > 2
##  pressure_3pm <= 1010.6
##  humidity_3pm > 51
##  wind_speed_9am <= 39
##  wind_gust_speed > 30
##  sunshine <= 6
##  rainfall > 1.6
##  max_temp <= 24.2
##  min_temp > 7.3
##  ->  class Yes  [0.861]
## 
## Rule 85: (837/117, lift 4.1)
##  pressure_3pm <= 1015
##  humidity_3pm > 58
##  wind_speed_9am <= 20
##  wind_gust_speed > 54
##  sunshine <= 7.7
##  ->  class Yes  [0.859]
## 
## Rule 86: (167/23, lift 4.1)
##  cloud_9am <= 5
##  humidity_3pm > 68
##  humidity_9am > 99
##  wind_gust_dir in [N-SW]
##  rainfall > 9.9
##  ->  class Yes  [0.858]
## 
## Rule 87: (5, lift 4.0)
##  humidity_3pm <= 24
##  wind_speed_9am > 44
##  sunshine <= 7.7
##  min_temp <= 13.9
##  ->  class Yes  [0.857]
## 
## Rule 88: (26/3, lift 4.0)
##  rain_today = Yes
##  cloud_3pm <= 7
##  pressure_3pm > 1010.2
##  humidity_3pm > 51
##  humidity_3pm <= 68
##  wind_gust_speed > 46
##  max_temp > 30.9
##  ->  class Yes  [0.857]
## 
## Rule 89: (26/3, lift 4.0)
##  rain_today = No
##  cloud_3pm > 5
##  pressure_3pm <= 1018.6
##  pressure_9am > 1020.8
##  humidity_3pm > 68
##  humidity_3pm <= 79
##  wind_dir_3pm in [NNE-NW]
##  wind_dir_9am in [N-S]
##  wind_gust_speed <= 41
##  ->  class Yes  [0.857]
## 
## Rule 90: (12/1, lift 4.0)
##  cloud_3pm <= 4
##  pressure_3pm <= 1002.8
##  wind_dir_9am in [NW-NNW]
##  wind_gust_speed <= 44
##  sunshine <= 7.7
##  ->  class Yes  [0.857]
## 
## Rule 91: (318/45, lift 4.0)
##  pressure_3pm <= 1016.6
##  humidity_3pm > 53
##  wind_speed_9am <= 39
##  wind_dir_9am in [N-NE]
##  wind_gust_speed > 30
##  sunshine <= 6
##  evaporation > 3.6
##  rainfall > 1.6
##  ->  class Yes  [0.856]
## 
## Rule 92: (1712/246, lift 4.0)
##  cloud_3pm > 2
##  pressure_3pm <= 1010.6
##  humidity_3pm > 62
##  wind_speed_9am <= 39
##  wind_gust_speed > 30
##  sunshine <= 6
##  rainfall > 1.6
##  ->  class Yes  [0.856]
## 
## Rule 93: (573/82, lift 4.0)
##  cloud_3pm > 5
##  humidity_3pm > 74
##  wind_speed_3pm <= 20
##  wind_dir_3pm in [N-SSE]
##  wind_gust_speed > 41
##  wind_gust_dir in [N-SSW]
##  ->  class Yes  [0.856]
## 
## Rule 94: (1032/151, lift 4.0)
##  humidity_3pm > 82
##  humidity_9am <= 98
##  wind_dir_9am in [WNW-NNW]
##  wind_gust_speed > 39
##  ->  class Yes  [0.853]
## 
## Rule 95: (25/3, lift 4.0)
##  rain_today = No
##  cloud_9am <= 6
##  pressure_3pm <= 1015.5
##  humidity_3pm > 17
##  humidity_3pm <= 68
##  wind_speed_3pm <= 26
##  wind_dir_3pm = NW
##  wind_gust_speed > 69
##  sunshine > 7.7
##  sunshine <= 10
##  evaporation <= 8.1
##  ->  class Yes  [0.852]
## 
## Rule 96: (1220/180, lift 4.0)
##  cloud_3pm > 5
##  pressure_3pm <= 1014.3
##  humidity_3pm > 68
##  wind_speed_3pm <= 13
##  wind_gust_speed > 30
##  sunshine <= 8.8
##  ->  class Yes  [0.852]
## 
## Rule 97: (481/71, lift 4.0)
##  temp_9am <= 9.6
##  pressure_9am <= 1026.9
##  humidity_3pm > 84
##  humidity_9am <= 99
##  min_temp > 5.4
##  ->  class Yes  [0.851]
## 
## Rule 98: (1218/184, lift 4.0)
##  rain_today = Yes
##  cloud_9am > 3
##  humidity_3pm > 51
##  humidity_9am > 70
##  wind_speed_9am <= 35
##  wind_gust_speed > 61
##  max_temp <= 30.9
##  min_temp > 5.8
##  ->  class Yes  [0.848]
## 
## Rule 99: (1798/274, lift 4.0)
##  temp_9am > 7.3
##  humidity_3pm > 68
##  wind_dir_3pm in [SSW-NNW]
##  wind_gust_speed > 57
##  ->  class Yes  [0.847]
## 
## Rule 100: (11/1, lift 4.0)
##  rain_today = No
##  pressure_3pm <= 1015
##  humidity_3pm > 24
##  humidity_3pm <= 58
##  humidity_9am <= 70
##  wind_speed_3pm <= 19
##  wind_speed_9am > 7
##  wind_dir_3pm = NW
##  wind_dir_9am in [E-NNW]
##  wind_gust_speed > 56
##  sunshine <= 7.7
##  ->  class Yes  [0.846]
## 
## Rule 101: (76/11, lift 4.0)
##  rain_today = Yes
##  temp_9am > 5
##  cloud_9am > 3
##  cloud_9am <= 6
##  humidity_3pm > 51
##  humidity_3pm <= 68
##  humidity_9am > 69
##  humidity_9am <= 70
##  wind_speed_9am > 9
##  wind_speed_9am <= 28
##  wind_gust_speed > 46
##  sunshine > 7.5
##  sunshine <= 8.7
##  ->  class Yes  [0.846]
## 
## Rule 102: (11/1, lift 4.0)
##  pressure_3pm > 1016
##  pressure_3pm <= 1022.2
##  humidity_3pm > 68
##  humidity_3pm <= 71
##  wind_speed_9am <= 31
##  wind_dir_3pm in [SSW-NNW]
##  wind_gust_speed > 41
##  sunshine <= 5.9
##  rainfall <= 0.1
##  ->  class Yes  [0.846]
## 
## Rule 103: (1277/196, lift 4.0)
##  rain_today = Yes
##  cloud_9am > 5
##  pressure_3pm <= 1013.8
##  humidity_3pm > 68
##  wind_speed_3pm <= 19
##  wind_gust_speed > 30
##  ->  class Yes  [0.846]
## 
## Rule 104: (299/46, lift 4.0)
##  rain_today = Yes
##  wind_speed_3pm <= 31
##  wind_dir_3pm in [N-ESE]
##  wind_gust_speed > 59
##  ->  class Yes  [0.844]
## 
## Rule 105: (17/2, lift 4.0)
##  cloud_3pm > 6
##  pressure_3pm <= 1015.5
##  humidity_3pm > 17
##  humidity_3pm <= 48
##  wind_dir_3pm = NW
##  wind_gust_speed > 69
##  sunshine > 7.7
##  min_temp <= 14.6
##  ->  class Yes  [0.842]
## 
## Rule 106: (17/2, lift 4.0)
##  rain_today = No
##  cloud_3pm > 5
##  cloud_3pm <= 6
##  pressure_3pm <= 1014.3
##  humidity_3pm > 68
##  humidity_3pm <= 82
##  wind_speed_3pm > 13
##  wind_speed_3pm <= 17
##  wind_gust_speed > 30
##  wind_gust_speed <= 41
##  sunshine <= 8.8
##  ->  class Yes  [0.842]
## 
## Rule 107: (570/90, lift 4.0)
##  temp_9am > 7.3
##  cloud_9am > 2
##  cloud_9am <= 5
##  humidity_3pm > 68
##  wind_dir_3pm in [S-NNW]
##  wind_dir_9am in [WNW-NNW]
##  wind_gust_speed > 41
##  sunshine > 5.9
##  sunshine <= 9.8
##  rainfall > 0.1
##  ->  class Yes  [0.841]
## 
## Rule 108: (2473/400, lift 4.0)
##  cloud_3pm > 5
##  pressure_3pm <= 1009
##  humidity_3pm > 68
##  wind_gust_speed > 31
##  min_temp <= 24
##  ->  class Yes  [0.838]
## 
## Rule 109: (108/17, lift 3.9)
##  rain_today = Yes
##  pressure_9am <= 1029.3
##  humidity_3pm > 72
##  humidity_9am <= 99
##  wind_speed_3pm <= 11
##  wind_gust_speed > 28
##  wind_gust_speed <= 30
##  ->  class Yes  [0.836]
## 
## Rule 110: (28/4, lift 3.9)
##  pressure_3pm > 1018.6
##  humidity_3pm > 63
##  humidity_3pm <= 68
##  wind_dir_3pm in [ENE-WNW]
##  wind_gust_speed > 33
##  wind_gust_speed <= 46
##  wind_gust_dir in [NE-SSW]
##  rainfall > 12.2
##  ->  class Yes  [0.833]
## 
## Rule 111: (10/1, lift 3.9)
##  rain_today = Yes
##  cloud_3pm > 2
##  pressure_3pm > 1010.2
##  pressure_3pm <= 1019.7
##  humidity_9am <= 69
##  wind_speed_9am > 30
##  wind_dir_3pm in [WSW-NW]
##  min_temp <= 6.5
##  ->  class Yes  [0.833]
## 
## Rule 112: (10/1, lift 3.9)
##  temp_3pm <= 14.6
##  pressure_3pm <= 1015
##  pressure_9am > 1018.1
##  wind_dir_9am in [N-ENE]
##  wind_gust_speed > 44
##  wind_gust_dir in [NE-NNW]
##  sunshine > 3.8
##  ->  class Yes  [0.833]
## 
## Rule 113: (1553/264, lift 3.9)
##  pressure_3pm <= 1011.6
##  humidity_3pm > 50
##  humidity_9am > 73
##  wind_gust_speed > 50
##  wind_gust_dir in [W-NNW]
##  sunshine <= 8.9
##  ->  class Yes  [0.830]
## 
## Rule 114: (660/112, lift 3.9)
##  temp_9am > 2.4
##  cloud_3pm > 2
##  pressure_3pm <= 1016.6
##  humidity_3pm > 60
##  wind_dir_9am in [N-NE]
##  wind_gust_speed > 30
##  sunshine <= 6
##  rainfall > 1.6
##  ->  class Yes  [0.829]
## 
## Rule 115: (62/10, lift 3.9)
##  cloud_9am > 3
##  pressure_3pm > 1010.2
##  humidity_3pm > 51
##  humidity_3pm <= 68
##  humidity_9am > 69
##  humidity_9am <= 70
##  wind_gust_speed > 46
##  sunshine > 7.5
##  sunshine <= 8.7
##  rainfall > 4.8
##  ->  class Yes  [0.828]
## 
## Rule 116: (528/91, lift 3.9)
##  rain_today = Yes
##  cloud_9am > 3
##  humidity_3pm > 51
##  humidity_9am > 83
##  wind_gust_speed > 46
##  wind_gust_dir in [NW-NNW]
##  ->  class Yes  [0.826]
## 
## Rule 117: (15/2, lift 3.9)
##  rain_today = Yes
##  cloud_9am <= 6
##  pressure_3pm <= 1016.6
##  humidity_3pm > 65
##  humidity_3pm <= 68
##  wind_speed_9am <= 13
##  wind_gust_speed <= 30
##  sunshine <= 7.9
##  ->  class Yes  [0.824]
## 
## Rule 118: (1171/206, lift 3.9)
##  humidity_3pm > 68
##  wind_dir_9am in [N-SSE]
##  wind_gust_speed > 41
##  wind_gust_dir in [SW-NNW]
##  ->  class Yes  [0.824]
## 
## Rule 119: (26/4, lift 3.9)
##  rain_today = No
##  cloud_3pm > 5
##  cloud_3pm <= 7
##  pressure_3pm <= 1013.8
##  humidity_3pm > 24
##  humidity_3pm <= 58
##  wind_speed_9am <= 7
##  wind_dir_9am in [E-NNW]
##  wind_gust_speed > 44
##  sunshine <= 7.7
##  max_temp <= 32.1
##  ->  class Yes  [0.821]
## 
## Rule 120: (732/131, lift 3.9)
##  rain_today = Yes
##  cloud_9am > 3
##  wind_speed_9am > 15
##  wind_speed_9am <= 35
##  wind_gust_speed > 59
##  sunshine <= 6.9
##  ->  class Yes  [0.820]
## 
## Rule 121: (330/59, lift 3.9)
##  temp_9am > 23.9
##  humidity_3pm > 68
##  wind_dir_3pm in [S-NNW]
##  wind_dir_9am in [ENE-NNW]
##  wind_gust_speed > 41
##  sunshine <= 9.8
##  ->  class Yes  [0.819]
## 
## Rule 122: (9/1, lift 3.9)
##  rain_today = Yes
##  cloud_3pm <= 4
##  humidity_3pm > 51
##  humidity_3pm <= 68
##  wind_gust_speed > 46
##  sunshine > 9.3
##  max_temp > 30.7
##  ->  class Yes  [0.818]
## 
## Rule 123: (2052/376, lift 3.9)
##  rain_today = Yes
##  pressure_3pm <= 1010.2
##  humidity_3pm > 51
##  wind_speed_9am <= 26
##  wind_gust_speed > 46
##  sunshine <= 9.3
##  evaporation > 1.3
##  ->  class Yes  [0.816]
## 
## Rule 124: (14/2, lift 3.8)
##  rain_today = No
##  cloud_3pm > 5
##  pressure_3pm > 1009
##  pressure_9am <= 1020.8
##  humidity_3pm > 68
##  humidity_3pm <= 79
##  wind_speed_3pm > 17
##  wind_dir_9am in [N-NE]
##  wind_gust_speed <= 41
##  wind_gust_dir in [N-NNE]
##  sunshine <= 8.8
##  ->  class Yes  [0.813]
## 
## Rule 125: (1025/193, lift 3.8)
##  cloud_3pm > 1
##  pressure_3pm <= 1015
##  humidity_3pm > 24
##  humidity_9am > 70
##  wind_dir_9am in [E-NNW]
##  wind_gust_speed > 56
##  sunshine <= 7.7
##  max_temp <= 32.1
##  ->  class Yes  [0.811]
## 
## Rule 126: (131/25, lift 3.8)
##  rain_today = Yes
##  temp_3pm > 18
##  cloud_3pm > 2
##  pressure_3pm <= 1016.6
##  humidity_3pm > 51
##  humidity_3pm <= 52
##  wind_speed_9am <= 39
##  wind_gust_speed <= 46
##  sunshine > 8.2
##  evaporation <= 9.2
##  max_temp <= 19.7
##  min_temp > 9.4
##  ->  class Yes  [0.805]
## 
## Rule 127: (2960/586, lift 3.8)
##  rain_today = Yes
##  temp_9am > 4.1
##  cloud_3pm > 2
##  humidity_3pm > 73
##  wind_speed_3pm <= 17
##  wind_gust_speed > 30
##  ->  class Yes  [0.802]
## 
## Rule 128: (5549/1101, lift 3.8)
##  rain_today = Yes
##  cloud_3pm > 2
##  humidity_3pm > 73
##  humidity_9am <= 96
##  wind_gust_speed > 30
##  min_temp > 4.8
##  ->  class Yes  [0.801]
## 
## Rule 129: (8/1, lift 3.8)
##  pressure_3pm <= 1011.6
##  humidity_3pm > 48
##  humidity_3pm <= 50
##  humidity_9am > 73
##  wind_dir_9am = N
##  wind_gust_speed > 50
##  rainfall <= 0.1
##  ->  class Yes  [0.800]
## 
## Rule 130: (186/37, lift 3.8)
##  pressure_3pm <= 1015
##  humidity_3pm > 24
##  wind_speed_9am <= 52
##  wind_gust_speed > 85
##  sunshine <= 7.7
##  ->  class Yes  [0.798]
## 
## Rule 131: (1398/283, lift 3.8)
##  rain_today = Yes
##  temp_9am > 2.4
##  cloud_3pm > 2
##  pressure_3pm <= 1016.6
##  humidity_3pm > 52
##  wind_speed_9am <= 20
##  wind_gust_speed > 43
##  sunshine <= 7.7
##  evaporation <= 9.2
##  ->  class Yes  [0.797]
## 
## Rule 132: (138/28, lift 3.7)
##  pressure_3pm <= 1015.5
##  humidity_3pm > 17
##  wind_speed_9am <= 41
##  wind_dir_3pm = NNW
##  wind_gust_speed > 69
##  sunshine > 8
##  sunshine <= 9.2
##  ->  class Yes  [0.793]
## 
## Rule 133: (22/4, lift 3.7)
##  rain_today = No
##  cloud_3pm > 5
##  cloud_9am > 4
##  pressure_3pm > 1009
##  pressure_3pm <= 1018.6
##  humidity_3pm > 68
##  humidity_3pm <= 79
##  wind_speed_3pm > 17
##  wind_speed_9am > 20
##  wind_dir_3pm in [N-ESE]
##  wind_gust_speed <= 41
##  sunshine <= 8.8
##  min_temp <= 24
##  ->  class Yes  [0.792]
## 
## Rule 134: (764/159, lift 3.7)
##  rain_today = Yes
##  cloud_3pm > 3
##  cloud_9am > 3
##  wind_speed_9am <= 15
##  wind_gust_speed > 44
##  sunshine <= 6.9
##  evaporation > 1.3
##  ->  class Yes  [0.791]
## 
## Rule 135: (55/11, lift 3.7)
##  rain_today = No
##  cloud_3pm <= 7
##  pressure_3pm <= 1006.4
##  humidity_3pm > 24
##  humidity_3pm <= 58
##  wind_dir_9am in [N-ENE]
##  wind_gust_speed > 44
##  wind_gust_speed <= 76
##  sunshine <= 3.8
##  ->  class Yes  [0.789]
## 
## Rule 136: (194/41, lift 3.7)
##  cloud_3pm <= 5
##  pressure_3pm <= 1015
##  humidity_3pm > 24
##  wind_dir_9am in [N-ENE]
##  wind_gust_speed > 44
##  wind_gust_speed <= 85
##  sunshine <= 3.8
##  max_temp <= 32.1
##  ->  class Yes  [0.786]
## 
## Rule 137: (21/4, lift 3.7)
##  rain_today = No
##  cloud_3pm > 7
##  cloud_9am <= 7
##  pressure_3pm > 1015
##  pressure_3pm <= 1022
##  humidity_3pm <= 68
##  wind_speed_3pm > 6
##  wind_dir_9am in [NE-NNW]
##  sunshine > 0.4
##  sunshine <= 1.1
##  ->  class Yes  [0.783]
## 
## Rule 138: (244/53, lift 3.7)
##  rain_today = Yes
##  pressure_3pm <= 1016.6
##  pressure_9am > 1002.9
##  humidity_3pm > 52
##  wind_speed_9am > 9
##  wind_speed_9am <= 15
##  wind_dir_3pm in [NW-NNW]
##  wind_gust_speed > 39
##  ->  class Yes  [0.780]
## 
## Rule 139: (7/1, lift 3.7)
##  humidity_3pm > 24
##  humidity_3pm <= 26
##  wind_gust_speed > 44
##  sunshine <= 7.7
##  evaporation > 11.9
##  ->  class Yes  [0.778]
## 
## Rule 140: (695/155, lift 3.7)
##  cloud_3pm > 7
##  cloud_9am <= 7
##  pressure_3pm <= 1022
##  sunshine <= 1.1
##  ->  class Yes  [0.776]
## 
## Rule 141: (812/181, lift 3.7)
##  rain_today = Yes
##  cloud_9am > 3
##  wind_speed_9am <= 15
##  wind_gust_speed > 44
##  sunshine <= 6.9
##  evaporation > 1.3
##  ->  class Yes  [0.776]
## 
## Rule 142: (38/8, lift 3.7)
##  rain_today = No
##  pressure_3pm > 1001.5
##  pressure_3pm <= 1011.6
##  humidity_3pm > 50
##  humidity_3pm <= 68
##  humidity_9am > 73
##  wind_gust_speed > 50
##  wind_gust_dir in [N-ESE]
##  sunshine > 7.7
##  sunshine <= 8.9
##  evaporation <= 7.9
##  ->  class Yes  [0.775]
## 
## Rule 143: (140/31, lift 3.7)
##  rain_today = Yes
##  cloud_3pm > 2
##  pressure_3pm <= 1016.6
##  humidity_3pm > 51
##  humidity_3pm <= 52
##  wind_speed_9am <= 39
##  wind_gust_speed > 30
##  wind_gust_speed <= 46
##  sunshine > 8.2
##  evaporation <= 9.2
##  max_temp <= 19.7
##  min_temp > 9.4
##  ->  class Yes  [0.775]
## 
## Rule 144: (3447/778, lift 3.7)
##  pressure_3pm <= 1011.6
##  humidity_3pm > 48
##  humidity_9am > 73
##  wind_gust_speed > 50
##  sunshine <= 10
##  ->  class Yes  [0.774]
## 
## Rule 145: (82/18, lift 3.7)
##  rain_today = No
##  cloud_3pm <= 7
##  cloud_9am > 5
##  pressure_3pm <= 1015
##  humidity_3pm > 26
##  humidity_3pm <= 58
##  wind_speed_3pm > 13
##  wind_speed_3pm <= 37
##  wind_gust_speed > 44
##  sunshine <= 7.7
##  max_temp > 32.1
##  ->  class Yes  [0.774]
## 
## Rule 146: (961/219, lift 3.6)
##  pressure_3pm <= 1015
##  humidity_3pm > 24
##  wind_dir_9am in [N-ENE]
##  wind_gust_speed > 44
##  wind_gust_speed <= 76
##  sunshine <= 3.8
##  ->  class Yes  [0.772]
## 
## Rule 147: (516/117, lift 3.6)
##  rain_today = Yes
##  temp_9am > 4.1
##  cloud_3pm > 2
##  humidity_3pm > 68
##  wind_speed_9am > 2
##  wind_speed_9am <= 6
##  wind_gust_speed > 30
##  ->  class Yes  [0.772]
## 
## Rule 148: (11/2, lift 3.6)
##  rain_today = No
##  temp_3pm > 14.5
##  cloud_3pm > 5
##  pressure_3pm > 1018.6
##  humidity_3pm > 73
##  humidity_3pm <= 82
##  wind_speed_3pm > 19
##  wind_gust_speed <= 41
##  min_temp <= 9.4
##  ->  class Yes  [0.769]
## 
## Rule 149: (493/114, lift 3.6)
##  pressure_3pm <= 1011.6
##  pressure_9am > 1011.1
##  humidity_3pm > 48
##  wind_dir_3pm in [W-NNW]
##  wind_gust_speed > 50
##  sunshine <= 10
##  ->  class Yes  [0.768]
## 
## Rule 150: (19/4, lift 3.6)
##  rain_today = Yes
##  cloud_3pm > 2
##  pressure_3pm <= 1016.6
##  humidity_3pm > 59
##  humidity_3pm <= 65
##  wind_speed_9am > 9
##  wind_speed_9am <= 15
##  wind_dir_3pm in [NW-NNW]
##  wind_gust_speed > 30
##  wind_gust_speed <= 39
##  sunshine > 7.7
##  ->  class Yes  [0.762]
## 
## Rule 151: (67/17, lift 3.5)
##  pressure_3pm <= 1016.6
##  pressure_9am > 1002.9
##  humidity_3pm > 51
##  humidity_3pm <= 52
##  humidity_9am > 82
##  wind_gust_speed > 30
##  wind_gust_speed <= 46
##  evaporation <= 9.2
##  rainfall > 2.1
##  max_temp > 19.7
##  max_temp <= 25.1
##  min_temp > 13.7
##  ->  class Yes  [0.739]
## 
## Rule 152: (17/4, lift 3.5)
##  rain_today = Yes
##  cloud_9am <= 6
##  pressure_3pm <= 1016.6
##  humidity_3pm > 65
##  humidity_3pm <= 68
##  wind_gust_speed <= 30
##  sunshine <= 7.9
##  ->  class Yes  [0.737]
## 
## Rule 153: (371/99, lift 3.5)
##  rain_today = Yes
##  cloud_3pm > 2
##  pressure_3pm <= 1016.6
##  pressure_9am > 1002.9
##  humidity_3pm > 52
##  wind_speed_9am > 9
##  wind_speed_9am <= 15
##  wind_dir_3pm in [NW-NNW]
##  wind_gust_speed > 30
##  ->  class Yes  [0.732]
## 
## Rule 154: (41/11, lift 3.4)
##  rain_today = No
##  pressure_3pm > 1001.5
##  pressure_3pm <= 1011.6
##  humidity_3pm > 50
##  humidity_3pm <= 68
##  humidity_9am > 73
##  wind_gust_speed > 50
##  wind_gust_dir in [N-ESE]
##  sunshine > 7.7
##  sunshine <= 8.9
##  ->  class Yes  [0.721]
## 
## Rule 155: (6302/1757, lift 3.4)
##  temp_9am > 2.4
##  cloud_3pm > 2
##  pressure_3pm <= 1016.6
##  humidity_3pm > 51
##  humidity_9am > 82
##  wind_gust_speed > 30
##  evaporation <= 9.2
##  rainfall > 2.1
##  ->  class Yes  [0.721]
## 
## Rule 156: (128/36, lift 3.4)
##  rain_today = Yes
##  temp_9am > 5
##  cloud_9am > 3
##  humidity_3pm > 51
##  humidity_3pm <= 68
##  humidity_9am > 69
##  humidity_9am <= 70
##  wind_gust_speed > 46
##  sunshine > 7.5
##  sunshine <= 8.7
##  max_temp <= 30.9
##  ->  class Yes  [0.715]
## 
## Rule 157: (119/34, lift 3.4)
##  rain_today = No
##  pressure_3pm <= 1008.7
##  humidity_3pm > 13
##  humidity_3pm <= 48
##  wind_dir_3pm in [N-NE]
##  wind_gust_speed > 63
##  sunshine > 8.3
##  sunshine <= 10
##  ->  class Yes  [0.711]
## 
## Rule 158: (2456/719, lift 3.3)
##  humidity_3pm > 48
##  wind_speed_9am <= 17
##  wind_gust_speed > 50
##  rainfall > 0.1
##  ->  class Yes  [0.707]
## 
## Rule 159: (44/13, lift 3.3)
##  rain_today = No
##  cloud_3pm > 5
##  pressure_3pm <= 1018.6
##  pressure_9am > 1020.8
##  humidity_3pm > 68
##  humidity_3pm <= 79
##  wind_dir_3pm in [NNE-NNW]
##  wind_gust_speed <= 41
##  ->  class Yes  [0.696]
## 
## Rule 160: (40/12, lift 3.3)
##  humidity_3pm > 68
##  humidity_3pm <= 82
##  wind_speed_9am <= 6
##  rainfall <= 0.1
##  min_temp > 24
##  ->  class Yes  [0.690]
## 
## Rule 161: (658/211, lift 3.2)
##  pressure_3pm <= 1015.5
##  humidity_3pm > 17
##  wind_dir_3pm in [NW-NNW]
##  wind_gust_speed > 69
##  sunshine <= 10
##  ->  class Yes  [0.679]
## 
## Rule 162: (22/7, lift 3.1)
##  humidity_3pm > 48
##  humidity_3pm <= 68
##  wind_gust_speed > 50
##  rainfall <= 0.3
##  max_temp <= 4.6
##  ->  class Yes  [0.667]
## 
## Rule 163: (333/121, lift 3.0)
##  cloud_3pm <= 7
##  pressure_3pm <= 1015
##  humidity_3pm > 24
##  wind_gust_speed > 44
##  sunshine <= 7.7
##  max_temp > 32.1
##  ->  class Yes  [0.636]
## 
## Rule 164: (47/18, lift 2.9)
##  humidity_3pm > 48
##  humidity_3pm <= 68
##  wind_gust_speed > 50
##  max_temp <= 4.6
##  ->  class Yes  [0.612]
## 
## Rule 165: (27460/12374, lift 2.6)
##  humidity_3pm > 68
##  ->  class Yes  [0.549]
## 
## Rule 166: (268/121, lift 2.6)
##  rain_today = No
##  pressure_3pm <= 1008.7
##  humidity_3pm > 13
##  humidity_3pm <= 48
##  wind_dir_3pm in [N-NE]
##  wind_gust_speed > 50
##  sunshine > 8.3
##  sunshine <= 10
##  ->  class Yes  [0.548]
## 
## Rule 167: (581/269, lift 2.5)
##  temp_9am > 18.9
##  wind_gust_dir in [NW-NNW]
##  sunshine <= 7.7
##  ->  class Yes  [0.537]
## 
## Default class: No
## 
## 
## Evaluation on training data (139059 cases):
## 
##          Rules     
##    ----------------
##      No      Errors
## 
##     167 19223(13.8%)   <<
## 
## 
##      (a)    (b)    <-classified as
##    -----  -----
##   104942   4667    (a): class No
##    14556  14894    (b): class Yes
## 
## 
##  Attribute usage:
## 
##  100.00% humidity_3pm
##   74.40% wind_gust_speed
##   60.92% sunshine
##   52.80% rainfall
##   49.61% cloud_3pm
##   42.25% pressure_3pm
##   40.99% temp_9am
##   37.55% min_temp
##   27.10% wind_dir_3pm
##   25.80% wind_gust_dir
##   23.31% pressure_9am
##   23.10% max_temp
##   21.30% temp_3pm
##   20.12% humidity_9am
##   18.36% wind_dir_9am
##   17.99% wind_speed_3pm
##   15.65% evaporation
##    9.02% wind_speed_9am
##    8.86% rain_today
##    7.40% cloud_9am
## 
## 
## Time: 30.2 secs


Your donation will support ongoing availability and give you access to the PDF version of this book. Desktop Survival Guides include Data Science, GNU/Linux, and MLHub. Books available on Amazon include Data Mining with Rattle and Essentials of Data Science. Popular open source software includes rattle, wajig, and mlhub. Hosted by Togaware, a pioneer of free and open source software since 1984. Copyright © 1995-2021 Graham.Williams@togaware.com Creative Commons Attribution-ShareAlike 4.0