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]      Mon Apr 19 09:42:45 2021
## -------------------------------
## 
## Class specified by attribute `outcome'
## 
## Read 134001 cases (21 attributes) from undefined.data
## 
## Rules:
## 
## Rule 1: (17005/466, lift 1.2)
##  cloud_3pm <= 6
##  wind_gust_speed <= 46
##  sunshine > 9.3
##  rainfall <= 2
##  min_temp <= 24
##  ->  class No  [0.973]
## 
## Rule 2: (15477/441, lift 1.2)
##  rain_today = No
##  temp_3pm > 16.7
##  sunshine > 10.4
##  ->  class No  [0.971]
## 
## Rule 3: (7603/271, lift 1.2)
##  wind_gust_dir in [N-E]
##  sunshine > 9.7
##  rainfall <= 9.8
##  ->  class No  [0.964]
## 
## Rule 4: (7933/291, lift 1.2)
##  cloud_3pm <= 6
##  cloud_9am <= 3
##  humidity_9am <= 83
##  wind_gust_speed <= 33
##  ->  class No  [0.963]
## 
## Rule 5: (14606/733, lift 1.2)
##  cloud_3pm <= 6
##  pressure_3pm > 1013.7
##  humidity_3pm <= 73
##  wind_gust_speed <= 28
##  ->  class No  [0.950]
## 
## Rule 6: (1295/67, lift 1.2)
##  rain_today = No
##  pressure_3pm > 1025
##  humidity_9am > 96
##  ->  class No  [0.948]
## 
## Rule 7: (1439/98, lift 1.2)
##  pressure_3pm > 1025
##  humidity_9am > 96
##  rainfall <= 2.3
##  ->  class No  [0.931]
## 
## Rule 8: (1063/78, lift 1.2)
##  pressure_9am > 1024.5
##  humidity_3pm <= 88
##  humidity_9am > 71
##  evaporation > 1.1
##  rainfall <= 2.3
##  max_temp <= 13.1
##  ->  class No  [0.926]
## 
## Rule 9: (36282/2826, lift 1.2)
##  cloud_9am <= 6
##  pressure_3pm > 1006.8
##  wind_gust_speed <= 35
##  rainfall <= 2
##  ->  class No  [0.922]
## 
## Rule 10: (185/17, lift 1.1)
##  pressure_3pm > 1015.2
##  humidity_3pm <= 88
##  wind_gust_dir = NNW
##  evaporation <= 1.1
##  rainfall <= 2.3
##  ->  class No  [0.904]
## 
## Rule 11: (245/24, lift 1.1)
##  temp_3pm > 1.1
##  temp_9am <= 6.5
##  humidity_9am > 90
##  wind_dir_3pm in [N-W]
##  wind_dir_9am in [W-NNW]
##  rainfall <= 0.3
##  ->  class No  [0.899]
## 
## Rule 12: (2662/276, lift 1.1)
##  cloud_3pm <= 7
##  pressure_3pm > 1006
##  pressure_9am <= 1028.2
##  humidity_3pm <= 82
##  wind_speed_3pm > 28
##  wind_speed_3pm <= 37
##  wind_dir_9am in [NE-NNW]
##  wind_gust_speed <= 48
##  min_temp <= 22.4
##  ->  class No  [0.896]
## 
## Rule 13: (5551/777, lift 1.1)
##  temp_9am <= 6.5
##  pressure_9am > 1015.9
##  ->  class No  [0.860]
## 
## Rule 14: (124381/20767, lift 1.1)
##  humidity_3pm <= 82
##  ->  class No  [0.833]
## 
## Rule 15: (25, lift 4.6)
##  rain_today = No
##  cloud_9am <= 7
##  pressure_9am <= 1004.6
##  humidity_3pm > 43
##  humidity_3pm <= 68
##  wind_speed_9am <= 28
##  wind_dir_3pm in [WSW-NNW]
##  wind_gust_speed > 70
##  sunshine <= 8.4
##  ->  class Yes  [0.963]
## 
## Rule 16: (52/1, lift 4.6)
##  humidity_3pm > 51
##  wind_dir_3pm in [NW-NNW]
##  wind_gust_speed > 78
##  sunshine > 8.4
##  ->  class Yes  [0.963]
## 
## Rule 17: (24, lift 4.6)
##  cloud_3pm > 7
##  pressure_3pm <= 1018.6
##  pressure_9am > 1014.4
##  humidity_3pm > 68
##  humidity_9am <= 70
##  wind_speed_3pm <= 35
##  wind_dir_3pm in [N-SSW]
##  wind_gust_speed > 46
##  wind_gust_speed <= 54
##  sunshine > 7.7
##  ->  class Yes  [0.962]
## 
## Rule 18: (48/1, lift 4.6)
##  rain_today = Yes
##  pressure_3pm <= 992.5
##  sunshine <= 7
##  ->  class Yes  [0.960]
## 
## Rule 19: (22, lift 4.6)
##  rain_today = No
##  temp_3pm > 21.1
##  cloud_3pm > 4
##  cloud_9am > 5
##  pressure_3pm <= 1009.2
##  humidity_3pm > 50
##  wind_gust_speed > 28
##  sunshine > 7.7
##  max_temp <= 22.6
##  ->  class Yes  [0.958]
## 
## Rule 20: (21, lift 4.6)
##  rain_today = Yes
##  temp_9am > 12.7
##  cloud_9am > 3
##  pressure_3pm > 1012.1
##  humidity_3pm > 50
##  humidity_3pm <= 63
##  humidity_9am > 68
##  wind_gust_speed > 52
##  wind_gust_dir in [NW-NNW]
##  ->  class Yes  [0.957]
## 
## Rule 21: (21, lift 4.6)
##  rain_today = No
##  temp_9am <= 13.7
##  humidity_3pm > 68
##  humidity_3pm <= 75
##  wind_dir_3pm in [SSW-SW]
##  wind_gust_speed > 46
##  sunshine <= 7.7
##  ->  class Yes  [0.957]
## 
## Rule 22: (20, lift 4.5)
##  rain_today = No
##  cloud_9am > 7
##  pressure_3pm <= 1009.4
##  humidity_3pm > 68
##  humidity_3pm <= 82
##  wind_speed_3pm <= 35
##  wind_dir_3pm in [N-WSW]
##  wind_gust_speed > 46
##  wind_gust_speed <= 54
##  ->  class Yes  [0.955]
## 
## Rule 23: (19, lift 4.5)
##  temp_9am <= 27.9
##  cloud_3pm > 7
##  pressure_3pm <= 1013.7
##  humidity_3pm > 15
##  humidity_3pm <= 43
##  wind_speed_9am <= 50
##  wind_dir_9am in [N-ENE]
##  wind_gust_speed > 52
##  sunshine <= 5.3
##  rainfall <= 0.1
##  min_temp > 10.9
##  ->  class Yes  [0.952]
## 
## Rule 24: (19, lift 4.5)
##  temp_9am <= 13.7
##  humidity_3pm > 68
##  humidity_3pm <= 75
##  wind_dir_3pm in [SSW-W]
##  wind_gust_speed > 50
##  sunshine <= 7.7
##  rainfall <= 0.1
##  ->  class Yes  [0.952]
## 
## Rule 25: (19, lift 4.5)
##  pressure_9am > 1028.2
##  humidity_3pm > 68
##  humidity_3pm <= 82
##  wind_speed_3pm > 28
##  wind_gust_speed > 43
##  rainfall > 2
##  ->  class Yes  [0.952]
## 
## Rule 26: (17, lift 4.5)
##  temp_9am <= 6.5
##  cloud_3pm <= 6
##  humidity_3pm > 82
##  humidity_3pm <= 94
##  humidity_9am > 85
##  humidity_9am <= 95
##  rainfall > 3.3
##  ->  class Yes  [0.947]
## 
## Rule 27: (16, lift 4.5)
##  cloud_3pm > 4
##  cloud_9am <= 6
##  pressure_3pm <= 1015
##  humidity_3pm > 26
##  humidity_9am <= 80
##  wind_speed_9am <= 9
##  wind_dir_9am in [NNE-ENE]
##  wind_gust_speed > 41
##  wind_gust_speed <= 52
##  sunshine <= 7.7
##  evaporation > 4.9
##  ->  class Yes  [0.944]
## 
## Rule 28: (16, lift 4.5)
##  rain_today = No
##  pressure_3pm <= 1009.2
##  humidity_3pm > 49
##  wind_speed_9am > 7
##  wind_speed_9am <= 24
##  wind_dir_3pm in [N-ESE]
##  wind_gust_speed > 43
##  wind_gust_speed <= 52
##  wind_gust_dir in [SSW-NNW]
##  sunshine > 7.7
##  max_temp <= 22.6
##  ->  class Yes  [0.944]
## 
## Rule 29: (16, lift 4.5)
##  pressure_3pm <= 1009.2
##  pressure_9am > 1011.2
##  humidity_3pm > 49
##  humidity_3pm <= 68
##  wind_speed_9am > 7
##  wind_gust_speed > 43
##  wind_gust_speed <= 52
##  wind_gust_dir in [SW-NNW]
##  sunshine > 7.7
##  max_temp <= 22.6
##  ->  class Yes  [0.944]
## 
## Rule 30: (15, lift 4.5)
##  cloud_3pm <= 7
##  cloud_9am > 5
##  pressure_3pm > 1004.1
##  pressure_3pm <= 1013.7
##  humidity_3pm > 15
##  humidity_3pm <= 68
##  humidity_9am > 34
##  humidity_9am <= 46
##  wind_speed_9am <= 50
##  wind_dir_9am in [N-ENE]
##  wind_gust_speed > 56
##  sunshine > 0.7
##  sunshine <= 5.3
##  ->  class Yes  [0.941]
## 
## Rule 31: (15, lift 4.5)
##  pressure_3pm <= 1015
##  humidity_3pm <= 68
##  wind_speed_9am > 22
##  wind_dir_9am in [N-ENE]
##  wind_gust_speed <= 52
##  sunshine <= 0.8
##  ->  class Yes  [0.941]
## 
## Rule 32: (15, lift 4.5)
##  rain_today = Yes
##  cloud_3pm > 5
##  pressure_9am <= 1009.3
##  humidity_3pm > 50
##  humidity_3pm <= 68
##  wind_gust_speed > 37
##  wind_gust_speed <= 41
##  max_temp <= 18.5
##  ->  class Yes  [0.941]
## 
## Rule 33: (15, lift 4.5)
##  rain_today = Yes
##  cloud_3pm > 5
##  pressure_9am <= 1009.3
##  humidity_3pm > 50
##  humidity_3pm <= 68
##  wind_speed_3pm <= 20
##  wind_gust_speed > 37
##  wind_gust_speed <= 44
##  max_temp <= 18.5
##  ->  class Yes  [0.941]
## 
## Rule 34: (14, lift 4.5)
##  rain_today = No
##  pressure_3pm <= 1002.4
##  wind_gust_speed > 43
##  wind_gust_speed <= 52
##  wind_gust_dir in [N-ENE]
##  sunshine > 7.7
##  max_temp <= 22.6
##  ->  class Yes  [0.938]
## 
## Rule 35: (14, lift 4.5)
##  rain_today = No
##  pressure_3pm <= 1015
##  humidity_3pm <= 68
##  wind_dir_9am in [N-NE]
##  wind_gust_speed <= 52
##  sunshine <= 0.8
##  min_temp <= 6.3
##  ->  class Yes  [0.938]
## 
## Rule 36: (13, lift 4.4)
##  temp_9am > 26
##  humidity_3pm > 26
##  wind_speed_3pm <= 19
##  wind_speed_9am > 4
##  wind_speed_9am <= 6
##  wind_dir_9am in [E-NNW]
##  wind_gust_speed <= 41
##  wind_gust_dir in [N-W]
##  sunshine <= 7.7
##  rainfall <= 0.3
##  ->  class Yes  [0.933]
## 
## Rule 37: (13, lift 4.4)
##  cloud_9am > 7
##  pressure_3pm > 1013.7
##  humidity_3pm <= 68
##  wind_dir_9am in [N-SE]
##  wind_gust_speed > 52
##  sunshine <= 8.4
##  min_temp <= 12.4
##  ->  class Yes  [0.933]
## 
## Rule 38: (13, lift 4.4)
##  temp_9am <= 6.5
##  pressure_3pm > 1019.1
##  pressure_9am <= 1031.3
##  humidity_3pm > 82
##  wind_dir_9am in [W-NNW]
##  wind_gust_speed > 31
##  ->  class Yes  [0.933]
## 
## Rule 39: (12, lift 4.4)
##  rain_today = No
##  temp_9am > 24.3
##  cloud_9am > 5
##  pressure_3pm > 1004.1
##  pressure_3pm <= 1013.7
##  humidity_3pm > 15
##  humidity_3pm <= 43
##  wind_speed_9am <= 50
##  wind_dir_9am in [N-ENE]
##  wind_gust_speed > 56
##  sunshine <= 5.3
##  ->  class Yes  [0.929]
## 
## Rule 40: (12, lift 4.4)
##  rain_today = No
##  temp_3pm <= 30.2
##  pressure_3pm <= 1008.5
##  humidity_3pm > 15
##  humidity_3pm <= 68
##  wind_dir_3pm in [NW-NNW]
##  wind_gust_speed > 52
##  sunshine > 8.1
##  sunshine <= 8.4
##  evaporation <= 7.5
##  ->  class Yes  [0.929]
## 
## Rule 41: (12, lift 4.4)
##  rain_today = Yes
##  temp_9am > 12.7
##  humidity_3pm <= 44
##  humidity_9am > 60
##  wind_speed_9am > 9
##  wind_dir_3pm = NNW
##  wind_gust_speed > 46
##  sunshine > 7
##  max_temp <= 29.9
##  ->  class Yes  [0.929]
## 
## Rule 42: (12, lift 4.4)
##  cloud_3pm > 6
##  pressure_9am <= 1009.3
##  humidity_3pm <= 68
##  wind_speed_3pm > 11
##  wind_speed_3pm <= 19
##  wind_gust_speed > 30
##  wind_gust_speed <= 41
##  evaporation > 3.5
##  rainfall > 16.4
##  ->  class Yes  [0.929]
## 
## Rule 43: (12, lift 4.4)
##  temp_3pm > 16.9
##  cloud_3pm > 6
##  pressure_3pm > 1008.7
##  pressure_3pm <= 1020.6
##  humidity_3pm > 68
##  humidity_3pm <= 82
##  wind_speed_3pm > 15
##  wind_speed_9am <= 7
##  wind_gust_speed > 37
##  wind_gust_speed <= 46
##  evaporation <= 3.5
##  ->  class Yes  [0.929]
## 
## Rule 44: (11, lift 4.4)
##  rain_today = Yes
##  pressure_3pm > 1010.3
##  pressure_3pm <= 1012.1
##  pressure_9am <= 1008.1
##  humidity_3pm > 50
##  wind_speed_9am > 30
##  wind_dir_9am in [SSW-WSW]
##  wind_gust_speed > 44
##  ->  class Yes  [0.923]
## 
## Rule 45: (11, lift 4.4)
##  rain_today = Yes
##  temp_9am > 21.7
##  pressure_9am > 1022.1
##  humidity_3pm > 57
##  humidity_3pm <= 68
##  wind_gust_speed > 44
##  ->  class Yes  [0.923]
## 
## Rule 46: (11, lift 4.4)
##  humidity_3pm > 68
##  humidity_3pm <= 82
##  wind_dir_9am = NNW
##  wind_gust_speed <= 46
##  sunshine > 7.7
##  min_temp > 24
##  ->  class Yes  [0.923]
## 
## Rule 47: (10, lift 4.4)
##  rain_today = No
##  cloud_9am > 4
##  pressure_3pm <= 1011.1
##  humidity_3pm > 46
##  humidity_3pm <= 68
##  wind_speed_9am > 9
##  wind_dir_9am in [SSE-NNW]
##  wind_gust_speed > 50
##  wind_gust_speed <= 52
##  sunshine <= 7.7
##  rainfall > 0.1
##  ->  class Yes  [0.917]
## 
## Rule 48: (10, lift 4.4)
##  rain_today = No
##  pressure_3pm <= 1012.1
##  humidity_3pm > 51
##  humidity_3pm <= 68
##  humidity_9am > 63
##  wind_speed_3pm > 28
##  wind_speed_9am <= 39
##  wind_dir_3pm in [N-WNW]
##  wind_dir_9am in [N-SE]
##  wind_gust_speed > 67
##  sunshine > 8.4
##  ->  class Yes  [0.917]
## 
## Rule 49: (971/82, lift 4.4)
##  rain_today = Yes
##  pressure_3pm <= 1012.1
##  humidity_3pm > 58
##  humidity_9am > 84
##  wind_gust_speed > 56
##  sunshine <= 8.7
##  ->  class Yes  [0.915]
## 
## Rule 50: (9, lift 4.3)
##  rain_today = No
##  pressure_3pm <= 1011.1
##  humidity_3pm <= 68
##  humidity_9am > 89
##  wind_speed_9am > 2
##  wind_speed_9am <= 9
##  wind_gust_speed <= 41
##  wind_gust_dir in [N-W]
##  sunshine <= 7.7
##  rainfall > 0.3
##  ->  class Yes  [0.909]
## 
## Rule 51: (31/2, lift 4.3)
##  rain_today = No
##  temp_3pm > 21.1
##  cloud_3pm > 4
##  pressure_3pm <= 1009.2
##  humidity_3pm > 49
##  wind_gust_speed > 28
##  wind_gust_speed <= 52
##  sunshine > 7.7
##  max_temp <= 22.6
##  min_temp <= 13.8
##  ->  class Yes  [0.909]
## 
## Rule 52: (9, lift 4.3)
##  cloud_3pm <= 7
##  pressure_3pm <= 1013.7
##  humidity_3pm > 15
##  humidity_3pm <= 43
##  wind_dir_9am = E
##  wind_gust_speed > 52
##  sunshine > 0.7
##  sunshine <= 5.3
##  ->  class Yes  [0.909]
## 
## Rule 53: (31/2, lift 4.3)
##  rain_today = No
##  cloud_9am <= 7
##  pressure_3pm <= 1013.7
##  pressure_9am > 1009.6
##  humidity_3pm > 43
##  wind_speed_9am <= 28
##  wind_dir_3pm in [WSW-NNW]
##  wind_gust_speed > 70
##  sunshine <= 8.4
##  ->  class Yes  [0.909]
## 
## Rule 54: (9, lift 4.3)
##  rain_today = No
##  pressure_3pm <= 1012.1
##  humidity_3pm > 51
##  humidity_3pm <= 68
##  humidity_9am > 66
##  humidity_9am <= 68
##  wind_speed_9am <= 39
##  wind_dir_9am in [S-W]
##  wind_gust_speed > 52
##  sunshine > 8.4
##  min_temp <= 20.2
##  ->  class Yes  [0.909]
## 
## Rule 55: (9, lift 4.3)
##  rain_today = Yes
##  temp_9am > 25.2
##  cloud_3pm > 1
##  cloud_9am > 7
##  pressure_9am > 1009.3
##  humidity_3pm <= 68
##  humidity_9am > 80
##  wind_dir_3pm in [N-SE]
##  wind_gust_speed > 30
##  wind_gust_speed <= 44
##  ->  class Yes  [0.909]
## 
## Rule 56: (9, lift 4.3)
##  cloud_9am > 7
##  pressure_9am > 1028.4
##  humidity_3pm <= 68
##  humidity_9am > 80
##  wind_gust_speed > 30
##  rainfall > 7.5
##  ->  class Yes  [0.909]
## 
## Rule 57: (9, lift 4.3)
##  pressure_3pm > 1012.1
##  pressure_9am <= 1013.3
##  humidity_3pm > 67
##  humidity_3pm <= 68
##  wind_dir_3pm in [WSW-NW]
##  ->  class Yes  [0.909]
## 
## Rule 58: (9, lift 4.3)
##  cloud_3pm <= 6
##  pressure_9am > 1025.5
##  humidity_3pm > 68
##  humidity_3pm <= 82
##  wind_dir_3pm in [ENE-WNW]
##  wind_gust_speed > 44
##  wind_gust_speed <= 46
##  rainfall <= 2
##  min_temp > 8.4
##  ->  class Yes  [0.909]
## 
## Rule 59: (382/34, lift 4.3)
##  cloud_3pm > 7
##  humidity_3pm > 68
##  wind_dir_3pm in [N-SSE]
##  wind_gust_speed > 46
##  sunshine <= 5.7
##  ->  class Yes  [0.909]
## 
## Rule 60: (31/2, lift 4.3)
##  humidity_3pm > 68
##  humidity_3pm <= 82
##  wind_dir_3pm in [W-NNW]
##  wind_gust_speed > 80
##  rainfall <= 2
##  ->  class Yes  [0.909]
## 
## Rule 61: (1236/113, lift 4.3)
##  pressure_9am <= 1031.3
##  humidity_3pm > 94
##  rainfall > 3.3
##  ->  class Yes  [0.908]
## 
## Rule 62: (29/2, lift 4.3)
##  rain_today = No
##  pressure_3pm <= 1013.7
##  humidity_3pm > 43
##  humidity_3pm <= 68
##  wind_gust_speed > 70
##  sunshine <= 8.4
##  min_temp > 18
##  ->  class Yes  [0.903]
## 
## Rule 63: (214/20, lift 4.3)
##  rain_today = Yes
##  cloud_3pm > 4
##  pressure_3pm <= 1010.3
##  humidity_3pm > 50
##  wind_speed_9am > 30
##  wind_dir_9am in [NNE-NNW]
##  wind_gust_speed > 69
##  sunshine <= 8.7
##  ->  class Yes  [0.903]
## 
## Rule 64: (2877/278, lift 4.3)
##  rain_today = Yes
##  temp_3pm <= 29.2
##  pressure_3pm <= 1015.2
##  humidity_3pm > 82
##  ->  class Yes  [0.903]
## 
## Rule 65: (8, lift 4.3)
##  pressure_3pm <= 1013.7
##  humidity_3pm <= 43
##  wind_speed_9am > 35
##  wind_dir_3pm in [NW-NNW]
##  sunshine > 5.3
##  sunshine <= 8.4
##  evaporation <= 7.5
##  ->  class Yes  [0.900]
## 
## Rule 66: (8, lift 4.3)
##  humidity_3pm <= 50
##  humidity_9am > 70
##  wind_gust_speed > 63
##  wind_gust_speed <= 70
##  sunshine <= 7
##  evaporation <= 10.5
##  rainfall > 5.9
##  ->  class Yes  [0.900]
## 
## Rule 67: (8, lift 4.3)
##  rain_today = No
##  cloud_3pm > 4
##  cloud_9am > 7
##  pressure_3pm <= 1015
##  humidity_3pm <= 68
##  wind_speed_9am > 9
##  wind_dir_9am = N
##  wind_gust_speed <= 52
##  sunshine > 0.8
##  sunshine <= 7.7
##  evaporation <= 4.9
##  ->  class Yes  [0.900]
## 
## Rule 68: (8, lift 4.3)
##  rain_today = Yes
##  pressure_3pm <= 1013.7
##  humidity_3pm <= 68
##  wind_gust_speed <= 44
##  min_temp > -1.8
##  min_temp <= 0.6
##  ->  class Yes  [0.900]
## 
## Rule 69: (48/4, lift 4.3)
##  rain_today = Yes
##  temp_3pm > 17.3
##  pressure_9am <= 1009.3
##  humidity_3pm > 50
##  wind_gust_speed <= 44
##  max_temp <= 18.5
##  ->  class Yes  [0.900]
## 
## Rule 70: (8, lift 4.3)
##  cloud_3pm <= 5
##  pressure_3pm <= 1013.5
##  pressure_9am > 1018.7
##  wind_dir_9am in [N-ENE]
##  sunshine <= 7.7
##  ->  class Yes  [0.900]
## 
## Rule 71: (1853/186, lift 4.3)
##  cloud_3pm > 6
##  pressure_3pm <= 1013.7
##  humidity_3pm > 75
##  humidity_9am > 72
##  wind_gust_speed > 26
##  rainfall > 2
##  ->  class Yes  [0.899]
## 
## Rule 72: (17/1, lift 4.3)
##  rain_today = Yes
##  temp_3pm <= 32.3
##  cloud_9am <= 6
##  pressure_9am <= 1009.3
##  humidity_3pm > 50
##  humidity_3pm <= 68
##  wind_speed_3pm <= 19
##  wind_gust_speed > 41
##  wind_gust_speed <= 44
##  evaporation > 3.5
##  max_temp > 18.5
##  ->  class Yes  [0.895]
## 
## Rule 73: (2428/255, lift 4.3)
##  temp_9am > 6.5
##  pressure_3pm <= 1015.2
##  humidity_3pm > 82
##  max_temp <= 20.5
##  ->  class Yes  [0.895]
## 
## Rule 74: (572/60, lift 4.3)
##  humidity_3pm > 68
##  wind_dir_3pm in [WNW-NNW]
##  wind_gust_speed > 46
##  sunshine <= 7.7
##  ->  class Yes  [0.894]
## 
## Rule 75: (167/17, lift 4.3)
##  cloud_3pm > 4
##  cloud_9am > 3
##  humidity_3pm > 51
##  humidity_9am > 88
##  wind_gust_speed > 44
##  wind_gust_dir in [SSW-NNW]
##  sunshine > 7.9
##  rainfall > 12.5
##  max_temp <= 18.7
##  min_temp > 5.2
##  ->  class Yes  [0.893]
## 
## Rule 76: (1425/152, lift 4.2)
##  temp_3pm <= 22.7
##  temp_9am > 4.4
##  humidity_3pm > 69
##  wind_gust_speed > 57
##  rainfall > 2
##  ->  class Yes  [0.893]
## 
## Rule 77: (7, lift 4.2)
##  rain_today = No
##  cloud_3pm > 7
##  pressure_3pm > 1015
##  pressure_3pm <= 1022.3
##  humidity_3pm > 57
##  humidity_3pm <= 68
##  wind_dir_3pm = W
##  wind_gust_speed > 28
##  sunshine <= 7.7
##  ->  class Yes  [0.889]
## 
## Rule 78: (16/1, lift 4.2)
##  rain_today = No
##  cloud_3pm > 2
##  pressure_3pm <= 1009.2
##  humidity_3pm > 49
##  humidity_3pm <= 68
##  humidity_9am > 66
##  wind_gust_speed <= 48
##  wind_gust_dir in [N-NE]
##  sunshine > 7.7
##  rainfall > 0.4
##  max_temp > 22.6
##  ->  class Yes  [0.889]
## 
## Rule 79: (7, lift 4.2)
##  cloud_3pm > 7
##  pressure_3pm > 1007.2
##  humidity_3pm <= 15
##  wind_gust_speed > 52
##  sunshine <= 8.4
##  ->  class Yes  [0.889]
## 
## Rule 80: (7, lift 4.2)
##  rain_today = No
##  cloud_9am > 7
##  pressure_3pm > 1013.7
##  humidity_3pm <= 68
##  humidity_9am > 85
##  wind_gust_speed > 52
##  sunshine <= 8.4
##  min_temp <= 12.4
##  ->  class Yes  [0.889]
## 
## Rule 81: (16/1, lift 4.2)
##  rain_today = No
##  temp_3pm > 11.9
##  cloud_3pm > 4
##  pressure_3pm > 1012.1
##  humidity_3pm > 51
##  humidity_3pm <= 68
##  wind_dir_3pm in [SSW-WNW]
##  wind_dir_9am in [WNW-NNW]
##  wind_gust_speed > 54
##  sunshine > 8.4
##  sunshine <= 10.4
##  rainfall > 0.1
##  ->  class Yes  [0.889]
## 
## Rule 82: (7, lift 4.2)
##  rain_today = No
##  humidity_3pm > 51
##  humidity_3pm <= 68
##  wind_speed_3pm <= 30
##  wind_dir_3pm = NW
##  wind_gust_speed > 52
##  wind_gust_speed <= 57
##  sunshine > 8.4
##  max_temp <= 15.2
##  ->  class Yes  [0.889]
## 
## Rule 83: (43/4, lift 4.2)
##  humidity_3pm > 45
##  humidity_3pm <= 50
##  humidity_9am > 70
##  wind_gust_speed > 41
##  sunshine <= 6.5
##  evaporation <= 10.5
##  rainfall > 5.9
##  rainfall <= 33.6
##  ->  class Yes  [0.889]
## 
## Rule 84: (7, lift 4.2)
##  rain_today = Yes
##  cloud_3pm <= 5
##  pressure_9am <= 1009.3
##  humidity_3pm <= 68
##  wind_gust_speed > 30
##  wind_gust_speed <= 44
##  wind_gust_dir in [N-SE]
##  max_temp <= 18.5
##  ->  class Yes  [0.889]
## 
## Rule 85: (7, lift 4.2)
##  rain_today = Yes
##  cloud_9am <= 3
##  humidity_3pm > 58
##  wind_gust_speed > 43
##  wind_gust_speed <= 44
##  wind_gust_dir in [N-E]
##  sunshine <= 8.9
##  ->  class Yes  [0.889]
## 
## Rule 86: (7, lift 4.2)
##  rain_today = Yes
##  cloud_3pm <= 6
##  humidity_3pm > 50
##  humidity_3pm <= 68
##  humidity_9am > 77
##  humidity_9am <= 80
##  wind_dir_3pm in [SE-SW]
##  wind_gust_speed <= 44
##  wind_gust_dir in [SW-W]
##  max_temp <= 14
##  min_temp > 5
##  ->  class Yes  [0.889]
## 
## Rule 87: (7, lift 4.2)
##  cloud_3pm > 3
##  cloud_3pm <= 4
##  cloud_9am > 5
##  pressure_3pm <= 1014.1
##  humidity_3pm > 50
##  humidity_3pm <= 68
##  wind_gust_speed > 37
##  wind_gust_speed <= 44
##  rainfall > 1.9
##  rainfall <= 7.5
##  ->  class Yes  [0.889]
## 
## Rule 88: (16/1, lift 4.2)
##  rain_today = No
##  cloud_3pm > 4
##  pressure_3pm <= 1015
##  humidity_3pm <= 68
##  humidity_9am > 80
##  wind_speed_9am > 0
##  wind_dir_9am in [N-ENE]
##  wind_gust_speed > 31
##  wind_gust_speed <= 52
##  sunshine > 2
##  sunshine <= 7.7
##  evaporation > 4.9
##  ->  class Yes  [0.889]
## 
## Rule 89: (7, lift 4.2)
##  rain_today = Yes
##  pressure_3pm <= 1012.1
##  pressure_9am > 1010.6
##  humidity_3pm > 50
##  humidity_3pm <= 68
##  wind_gust_speed > 44
##  wind_gust_dir in [WSW-NW]
##  sunshine > 8.7
##  ->  class Yes  [0.889]
## 
## Rule 90: (16/1, lift 4.2)
##  rain_today = Yes
##  pressure_3pm <= 1012.1
##  humidity_3pm > 52
##  humidity_3pm <= 68
##  wind_gust_speed > 44
##  sunshine > 8.7
##  sunshine <= 9.7
##  max_temp > 30.5
##  ->  class Yes  [0.889]
## 
## Rule 91: (7, lift 4.2)
##  rain_today = Yes
##  pressure_9am > 1013.3
##  pressure_9am <= 1019.1
##  humidity_3pm > 50
##  humidity_3pm <= 68
##  humidity_9am <= 68
##  wind_speed_3pm <= 13
##  wind_dir_3pm in [WSW-NNW]
##  wind_gust_speed > 44
##  ->  class Yes  [0.889]
## 
## Rule 92: (25/2, lift 4.2)
##  cloud_9am <= 6
##  pressure_3pm > 1008.2
##  humidity_3pm > 68
##  wind_gust_speed <= 46
##  sunshine <= 7.7
##  rainfall <= 2
##  min_temp > 24
##  ->  class Yes  [0.889]
## 
## Rule 93: (1589/177, lift 4.2)
##  humidity_3pm > 72
##  wind_gust_speed > 28
##  sunshine <= 3.2
##  evaporation > 1.5
##  rainfall > 2
##  ->  class Yes  [0.888]
## 
## Rule 94: (50/5, lift 4.2)
##  rain_today = No
##  cloud_9am > 7
##  pressure_3pm <= 1012.1
##  humidity_3pm > 51
##  wind_speed_3pm <= 28
##  wind_dir_3pm in [N-WNW]
##  wind_gust_speed > 52
##  wind_gust_speed <= 67
##  sunshine > 8.4
##  min_temp <= 20.2
##  ->  class Yes  [0.885]
## 
## Rule 95: (24/2, lift 4.2)
##  rain_today = Yes
##  cloud_3pm > 3
##  cloud_9am > 3
##  pressure_3pm > 1012.1
##  humidity_3pm > 51
##  humidity_3pm <= 63
##  humidity_9am > 90
##  wind_speed_3pm > 19
##  wind_gust_speed > 44
##  wind_gust_speed <= 52
##  sunshine <= 7.8
##  ->  class Yes  [0.885]
## 
## Rule 96: (3149/367, lift 4.2)
##  temp_3pm <= 29.2
##  temp_9am > 6.5
##  humidity_3pm > 82
##  humidity_9am > 78
##  humidity_9am <= 97
##  wind_gust_dir in [N-NW]
##  evaporation > 1.1
##  rainfall > 0.3
##  ->  class Yes  [0.883]
## 
## Rule 97: (15/1, lift 4.2)
##  rain_today = No
##  cloud_3pm > 1
##  cloud_9am <= 7
##  humidity_3pm > 64
##  humidity_3pm <= 68
##  wind_gust_speed > 56
##  sunshine <= 8.4
##  rainfall > 0.3
##  ->  class Yes  [0.882]
## 
## Rule 98: (15/1, lift 4.2)
##  pressure_3pm > 1005.6
##  humidity_3pm <= 50
##  humidity_9am > 70
##  wind_gust_speed > 70
##  sunshine <= 7
##  evaporation <= 10.5
##  ->  class Yes  [0.882]
## 
## Rule 99: (32/3, lift 4.2)
##  humidity_3pm > 68
##  wind_dir_3pm in [W-NNW]
##  wind_gust_speed > 46
##  wind_gust_dir in [N-NE]
##  sunshine > 7.7
##  rainfall <= 0
##  ->  class Yes  [0.882]
## 
## Rule 100: (99/11, lift 4.2)
##  rain_today = No
##  pressure_9am > 1000.4
##  pressure_9am <= 1006.1
##  humidity_3pm > 49
##  wind_speed_9am <= 28
##  wind_dir_3pm in [N-W]
##  wind_gust_speed > 54
##  wind_gust_dir in [N-WNW]
##  sunshine <= 8.4
##  ->  class Yes  [0.881]
## 
## Rule 101: (181/21, lift 4.2)
##  cloud_3pm > 6
##  pressure_3pm <= 1008.7
##  humidity_3pm > 68
##  wind_speed_3pm <= 9
##  wind_dir_9am in [E-NNW]
##  min_temp <= 24
##  ->  class Yes  [0.880]
## 
## Rule 102: (1837/220, lift 4.2)
##  cloud_3pm > 6
##  pressure_3pm <= 1020.6
##  humidity_3pm > 78
##  sunshine <= 1.4
##  ->  class Yes  [0.880]
## 
## Rule 103: (1548/187, lift 4.2)
##  rain_today = Yes
##  temp_9am > 3.8
##  cloud_3pm > 3
##  cloud_9am > 2
##  humidity_3pm > 68
##  wind_gust_speed > 59
##  sunshine <= 10
##  ->  class Yes  [0.879]
## 
## Rule 104: (869/106, lift 4.2)
##  cloud_3pm > 6
##  pressure_3pm <= 1008.7
##  humidity_3pm > 68
##  wind_dir_9am in [N-ENE]
##  min_temp <= 24
##  ->  class Yes  [0.877]
## 
## Rule 105: (1655/204, lift 4.2)
##  temp_9am > 3.8
##  cloud_9am > 2
##  humidity_3pm > 77
##  wind_gust_speed > 59
##  ->  class Yes  [0.876]
## 
## Rule 106: (135/16, lift 4.2)
##  cloud_3pm <= 5
##  pressure_3pm <= 1015.2
##  humidity_3pm > 82
##  wind_speed_9am <= 2
##  ->  class Yes  [0.876]
## 
## Rule 107: (6, lift 4.2)
##  temp_9am > 26.9
##  cloud_3pm <= 5
##  humidity_3pm > 19
##  humidity_3pm <= 29
##  wind_speed_9am <= 30
##  wind_dir_3pm = NW
##  wind_gust_speed > 61
##  sunshine <= 10.4
##  ->  class Yes  [0.875]
## 
## Rule 108: (6, lift 4.2)
##  temp_3pm <= 16.7
##  pressure_3pm <= 1004.3
##  humidity_3pm <= 68
##  sunshine > 10.4
##  evaporation <= 8.1
##  ->  class Yes  [0.875]
## 
## Rule 109: (22/2, lift 4.2)
##  rain_today = Yes
##  humidity_3pm > 50
##  humidity_3pm <= 68
##  wind_speed_9am > 26
##  wind_dir_3pm in [N-SW]
##  wind_gust_speed <= 44
##  max_temp <= 14
##  min_temp > 5
##  ->  class Yes  [0.875]
## 
## Rule 110: (14/1, lift 4.2)
##  rain_today = Yes
##  cloud_9am <= 4
##  pressure_3pm <= 1012.1
##  humidity_3pm > 50
##  humidity_9am <= 84
##  wind_speed_9am <= 30
##  wind_dir_3pm in [NE-NNW]
##  wind_gust_speed > 56
##  wind_gust_dir in [N-S]
##  sunshine <= 8.7
##  ->  class Yes  [0.875]
## 
## Rule 111: (6, lift 4.2)
##  temp_3pm > 31.9
##  humidity_3pm > 50
##  wind_gust_speed > 44
##  wind_gust_dir in [NE-E]
##  sunshine > 8.7
##  rainfall > 9.8
##  ->  class Yes  [0.875]
## 
## Rule 112: (14/1, lift 4.2)
##  cloud_3pm <= 6
##  humidity_3pm > 68
##  humidity_3pm <= 82
##  wind_dir_3pm in [NNE-SSE]
##  wind_gust_speed <= 46
##  sunshine <= 3
##  evaporation > 5.7
##  rainfall <= 2
##  ->  class Yes  [0.875]
## 
## Rule 113: (4737/608, lift 4.1)
##  temp_3pm <= 29.2
##  temp_9am > 6.5
##  pressure_3pm <= 1025
##  humidity_3pm > 88
##  ->  class Yes  [0.871]
## 
## Rule 114: (1203/156, lift 4.1)
##  rain_today = Yes
##  pressure_3pm <= 1012.1
##  humidity_3pm > 50
##  wind_speed_9am <= 30
##  wind_gust_speed > 56
##  wind_gust_dir in [SSW-NNW]
##  sunshine <= 8.7
##  ->  class Yes  [0.870]
## 
## Rule 115: (21/2, lift 4.1)
##  rain_today = Yes
##  humidity_3pm > 52
##  humidity_3pm <= 68
##  wind_gust_speed > 44
##  wind_gust_dir in [ESE-S]
##  sunshine > 8.7
##  max_temp > 30.5
##  ->  class Yes  [0.870]
## 
## Rule 116: (90/11, lift 4.1)
##  rain_today = Yes
##  cloud_3pm <= 6
##  pressure_3pm <= 1010.4
##  humidity_3pm > 68
##  wind_dir_3pm in [SSW-NNW]
##  wind_gust_speed > 30
##  sunshine <= 9.3
##  rainfall <= 2
##  ->  class Yes  [0.870]
## 
## Rule 117: (134/17, lift 4.1)
##  cloud_9am > 7
##  pressure_3pm <= 1013.1
##  wind_speed_3pm <= 15
##  wind_dir_9am in [N-ENE]
##  sunshine <= 0.8
##  ->  class Yes  [0.868]
## 
## Rule 118: (403/53, lift 4.1)
##  rain_today = Yes
##  pressure_3pm <= 1005.6
##  pressure_9am > 1003.1
##  humidity_3pm > 31
##  wind_gust_speed > 41
##  sunshine <= 7
##  evaporation > 2.6
##  ->  class Yes  [0.867]
## 
## Rule 119: (377/51, lift 4.1)
##  rain_today = Yes
##  temp_3pm <= 16.6
##  pressure_3pm <= 1001.3
##  wind_dir_3pm in [N-NW]
##  wind_gust_speed > 46
##  ->  class Yes  [0.863]
## 
## Rule 120: (188/25, lift 4.1)
##  temp_3pm <= 16.9
##  cloud_3pm > 6
##  pressure_3pm <= 1020.6
##  humidity_3pm > 68
##  wind_dir_3pm in [NE-NNW]
##  wind_gust_speed > 37
##  wind_gust_speed <= 46
##  evaporation <= 3.5
##  rainfall <= 2
##  ->  class Yes  [0.863]
## 
## Rule 121: (2046/279, lift 4.1)
##  humidity_3pm > 75
##  wind_gust_speed > 46
##  sunshine <= 7.7
##  ->  class Yes  [0.863]
## 
## Rule 122: (687/94, lift 4.1)
##  cloud_3pm > 6
##  pressure_3pm <= 1020.6
##  humidity_3pm > 68
##  wind_speed_3pm <= 15
##  wind_gust_speed > 31
##  wind_gust_dir in [N-SE]
##  ->  class Yes  [0.862]
## 
## Rule 123: (97/13, lift 4.1)
##  pressure_3pm <= 1012.1
##  humidity_3pm > 51
##  wind_dir_3pm in [N-WNW]
##  wind_dir_9am = N
##  wind_gust_speed > 52
##  sunshine > 8.4
##  min_temp <= 9
##  ->  class Yes  [0.859]
## 
## Rule 124: (5, lift 4.1)
##  rain_today = No
##  cloud_3pm <= 3
##  pressure_3pm <= 1013.7
##  humidity_3pm > 15
##  humidity_3pm <= 43
##  wind_dir_9am in [N-E]
##  wind_gust_speed > 52
##  sunshine <= 5.3
##  ->  class Yes  [0.857]
## 
## Rule 125: (19/2, lift 4.1)
##  humidity_3pm <= 68
##  wind_gust_speed > 52
##  rainfall <= 0.3
##  max_temp <= 4.3
##  ->  class Yes  [0.857]
## 
## Rule 126: (12/1, lift 4.1)
##  rain_today = No
##  humidity_3pm > 51
##  humidity_3pm <= 68
##  wind_gust_speed > 52
##  sunshine > 9.6
##  sunshine <= 10.4
##  max_temp > 30.4
##  ->  class Yes  [0.857]
## 
## Rule 127: (5, lift 4.1)
##  rain_today = Yes
##  cloud_3pm > 5
##  humidity_3pm > 44
##  humidity_3pm <= 50
##  wind_speed_9am <= 7
##  wind_gust_speed > 46
##  sunshine > 7
##  ->  class Yes  [0.857]
## 
## Rule 128: (19/2, lift 4.1)
##  rain_today = Yes
##  temp_9am > 9.2
##  pressure_3pm <= 1007.5
##  pressure_9am > 1009.3
##  humidity_3pm > 50
##  humidity_3pm <= 68
##  humidity_9am > 80
##  wind_gust_speed > 33
##  wind_gust_speed <= 44
##  sunshine <= 8.9
##  rainfall <= 7.5
##  ->  class Yes  [0.857]
## 
## Rule 129: (33/4, lift 4.1)
##  cloud_9am > 3
##  pressure_3pm > 1012.1
##  humidity_3pm > 50
##  humidity_3pm <= 51
##  wind_gust_speed > 44
##  sunshine <= 8.8
##  rainfall > 12.5
##  ->  class Yes  [0.857]
## 
## Rule 130: (12/1, lift 4.1)
##  cloud_3pm > 4
##  pressure_9am > 1014.3
##  humidity_3pm > 50
##  humidity_3pm <= 68
##  humidity_9am > 88
##  wind_dir_9am in [SSE-WSW]
##  wind_gust_speed > 44
##  sunshine > 7.9
##  rainfall > 12.5
##  max_temp > 18.7
##  ->  class Yes  [0.857]
## 
## Rule 131: (40/5, lift 4.1)
##  cloud_9am <= 4
##  pressure_9am > 1006.1
##  pressure_9am <= 1014.4
##  humidity_3pm > 68
##  wind_speed_3pm <= 35
##  wind_dir_3pm in [N-WSW]
##  wind_gust_speed > 46
##  wind_gust_speed <= 54
##  sunshine <= 10
##  rainfall <= 2
##  ->  class Yes  [0.857]
## 
## Rule 132: (3994/572, lift 4.1)
##  temp_9am > 8.6
##  humidity_3pm > 78
##  wind_gust_speed > 28
##  sunshine <= 8.7
##  evaporation > 1.5
##  rainfall > 2
##  ->  class Yes  [0.857]
## 
## Rule 133: (25/3, lift 4.1)
##  cloud_3pm > 5
##  pressure_3pm <= 1011.1
##  humidity_3pm > 26
##  wind_speed_9am <= 2
##  wind_dir_9am in [E-NNW]
##  wind_gust_speed <= 52
##  sunshine <= 7.7
##  rainfall <= 0.1
##  ->  class Yes  [0.852]
## 
## Rule 134: (1477/219, lift 4.0)
##  pressure_3pm <= 1013.7
##  humidity_3pm > 68
##  rainfall > 2
##  min_temp <= 10.9
##  ->  class Yes  [0.851]
## 
## Rule 135: (1542/229, lift 4.0)
##  pressure_3pm <= 1013.7
##  humidity_3pm > 68
##  humidity_9am > 83
##  wind_dir_9am in [N-S]
##  evaporation > 2.1
##  rainfall > 2
##  ->  class Yes  [0.851]
## 
## Rule 136: (38/5, lift 4.0)
##  temp_3pm <= 1.1
##  humidity_3pm > 82
##  humidity_9am > 90
##  wind_dir_9am in [W-NNW]
##  wind_gust_speed > 31
##  rainfall <= 3.3
##  ->  class Yes  [0.850]
## 
## Rule 137: (1809/273, lift 4.0)
##  humidity_3pm > 68
##  wind_dir_3pm in [W-NNW]
##  wind_gust_speed > 46
##  rainfall > 0
##  ->  class Yes  [0.849]
## 
## Rule 138: (31/4, lift 4.0)
##  cloud_3pm > 5
##  pressure_3pm <= 1015
##  pressure_9am > 1018.7
##  humidity_3pm <= 68
##  wind_speed_9am > 0
##  wind_speed_9am <= 26
##  wind_dir_9am in [N-ENE]
##  wind_gust_speed <= 52
##  sunshine > 0.8
##  sunshine <= 7.7
##  ->  class Yes  [0.848]
## 
## Rule 139: (11/1, lift 4.0)
##  rain_today = Yes
##  pressure_9am > 1009.3
##  humidity_3pm > 50
##  humidity_3pm <= 68
##  humidity_9am <= 80
##  wind_dir_3pm in [SSE-SW]
##  wind_dir_9am in [W-NW]
##  wind_gust_speed > 41
##  wind_gust_speed <= 44
##  wind_gust_dir in [SE-NW]
##  sunshine <= 8.9
##  min_temp > 5
##  ->  class Yes  [0.846]
## 
## Rule 140: (11/1, lift 4.0)
##  rain_today = Yes
##  pressure_3pm > 1012.1
##  humidity_3pm > 57
##  humidity_9am <= 57
##  wind_dir_3pm in [NE-SW]
##  wind_dir_9am in [N-SE]
##  wind_gust_speed > 44
##  wind_gust_speed <= 70
##  sunshine <= 8.8
##  ->  class Yes  [0.846]
## 
## Rule 141: (11/1, lift 4.0)
##  cloud_3pm > 6
##  humidity_3pm > 78
##  humidity_3pm <= 82
##  wind_speed_3pm > 24
##  wind_dir_9am in [NE-NW]
##  wind_gust_speed <= 46
##  rainfall <= 2
##  min_temp <= 11.2
##  ->  class Yes  [0.846]
## 
## Rule 142: (551/85, lift 4.0)
##  pressure_3pm <= 1013.7
##  humidity_3pm > 49
##  wind_speed_9am <= 28
##  wind_dir_3pm in [WNW-NNW]
##  wind_gust_speed > 54
##  sunshine <= 8.4
##  ->  class Yes  [0.844]
## 
## Rule 143: (43/6, lift 4.0)
##  rain_today = No
##  cloud_9am > 3
##  cloud_9am <= 6
##  pressure_3pm <= 1007.3
##  humidity_3pm > 15
##  humidity_3pm <= 49
##  wind_dir_3pm in [N-NE]
##  wind_gust_speed > 57
##  wind_gust_dir in [N-S]
##  sunshine > 8.4
##  sunshine <= 10.4
##  ->  class Yes  [0.844]
## 
## Rule 144: (17/2, lift 4.0)
##  rain_today = Yes
##  cloud_3pm > 1
##  cloud_3pm <= 4
##  pressure_9am <= 1009.3
##  humidity_3pm > 50
##  humidity_3pm <= 68
##  wind_gust_speed <= 44
##  max_temp <= 18.5
##  ->  class Yes  [0.842]
## 
## Rule 145: (23/3, lift 4.0)
##  rain_today = No
##  cloud_9am > 4
##  pressure_3pm <= 1012.1
##  humidity_3pm > 51
##  humidity_3pm <= 68
##  humidity_9am > 63
##  wind_speed_3pm > 28
##  wind_dir_3pm in [N-WNW]
##  wind_dir_9am in [NW-NNW]
##  wind_gust_speed > 52
##  sunshine > 8.4
##  max_temp <= 30.4
##  ->  class Yes  [0.840]
## 
## Rule 146: (48/7, lift 4.0)
##  cloud_3pm <= 7
##  cloud_9am <= 6
##  humidity_3pm > 68
##  humidity_3pm <= 82
##  humidity_9am <= 75
##  wind_dir_3pm in [N-SSE]
##  wind_gust_speed > 46
##  sunshine <= 7.7
##  rainfall <= 2
##  ->  class Yes  [0.840]
## 
## Rule 147: (29/4, lift 4.0)
##  cloud_9am > 3
##  pressure_3pm > 1012.1
##  humidity_3pm > 51
##  humidity_3pm <= 68
##  humidity_9am > 68
##  wind_dir_9am in [W-NNW]
##  wind_gust_speed > 44
##  sunshine > 7.9
##  rainfall > 12.5
##  min_temp > 5.2
##  ->  class Yes  [0.839]
## 
## Rule 148: (29/4, lift 4.0)
##  cloud_3pm > 7
##  pressure_3pm <= 1011.1
##  humidity_3pm > 26
##  humidity_3pm <= 68
##  wind_speed_9am > 9
##  wind_speed_9am <= 19
##  wind_gust_speed > 31
##  wind_gust_dir in [W-NNW]
##  sunshine <= 7.7
##  rainfall <= 0.1
##  ->  class Yes  [0.839]
## 
## Rule 149: (3663/588, lift 4.0)
##  cloud_3pm > 6
##  pressure_3pm <= 1020.6
##  humidity_3pm > 78
##  wind_speed_3pm <= 24
##  wind_gust_speed > 26
##  ->  class Yes  [0.839]
## 
## Rule 150: (953/155, lift 4.0)
##  cloud_9am > 3
##  humidity_3pm > 51
##  humidity_9am > 68
##  wind_gust_speed > 44
##  sunshine <= 7.9
##  rainfall > 12.5
##  ->  class Yes  [0.837]
## 
## Rule 151: (47/7, lift 4.0)
##  pressure_3pm > 1013.7
##  humidity_3pm > 68
##  wind_speed_9am <= 22
##  wind_gust_speed > 28
##  wind_gust_speed <= 43
##  sunshine > 3.2
##  sunshine <= 8.7
##  evaporation > 4.9
##  rainfall > 2
##  ->  class Yes  [0.837]
## 
## Rule 152: (2773/460, lift 4.0)
##  temp_9am > 4.4
##  cloud_9am > 4
##  humidity_3pm > 68
##  wind_speed_3pm <= 28
##  wind_gust_speed > 43
##  rainfall > 2
##  ->  class Yes  [0.834]
## 
## Rule 153: (22/3, lift 4.0)
##  rain_today = No
##  cloud_9am > 3
##  pressure_3pm <= 1011.1
##  humidity_3pm <= 68
##  humidity_9am > 61
##  wind_speed_9am <= 9
##  wind_dir_9am in [E-NNW]
##  wind_gust_speed <= 41
##  wind_gust_dir in [WNW-NW]
##  sunshine <= 7.7
##  min_temp > 6.2
##  ->  class Yes  [0.833]
## 
## Rule 154: (380/63, lift 4.0)
##  temp_9am > 13.7
##  humidity_3pm > 68
##  wind_speed_9am <= 26
##  wind_dir_3pm in [SSW-W]
##  wind_gust_speed > 46
##  sunshine <= 7.7
##  ->  class Yes  [0.832]
## 
## Rule 155: (751/128, lift 3.9)
##  cloud_9am > 7
##  humidity_3pm > 50
##  humidity_9am > 80
##  wind_dir_3pm in [N-SE]
##  wind_gust_speed > 30
##  rainfall > 7.5
##  min_temp > 5
##  ->  class Yes  [0.829]
## 
## Rule 156: (1185/203, lift 3.9)
##  pressure_3pm <= 1013.7
##  humidity_3pm > 49
##  wind_speed_9am <= 28
##  wind_gust_speed > 54
##  sunshine <= 8.4
##  rainfall > 0.1
##  ->  class Yes  [0.828]
## 
## Rule 157: (96/16, lift 3.9)
##  temp_3pm > 21.1
##  pressure_3pm <= 1009.2
##  humidity_3pm > 50
##  humidity_3pm <= 68
##  wind_gust_speed > 28
##  wind_gust_speed <= 52
##  sunshine > 7.7
##  max_temp <= 22.6
##  ->  class Yes  [0.827]
## 
## Rule 158: (726/127, lift 3.9)
##  pressure_3pm <= 1004.1
##  humidity_3pm > 15
##  wind_gust_speed > 52
##  sunshine <= 5.3
##  ->  class Yes  [0.824]
## 
## Rule 159: (15/2, lift 3.9)
##  rain_today = No
##  humidity_3pm > 29
##  humidity_3pm <= 51
##  humidity_9am > 51
##  wind_dir_3pm = NW
##  wind_gust_speed > 61
##  sunshine > 8.4
##  sunshine <= 10.4
##  rainfall > 0.1
##  ->  class Yes  [0.824]
## 
## Rule 160: (650/114, lift 3.9)
##  pressure_3pm <= 1013.1
##  humidity_3pm > 26
##  wind_dir_9am in [N-ENE]
##  sunshine <= 0.8
##  ->  class Yes  [0.824]
## 
## Rule 161: (71/12, lift 3.9)
##  rain_today = Yes
##  cloud_3pm > 7
##  humidity_3pm > 29
##  wind_speed_3pm <= 31
##  wind_gust_speed > 46
##  max_temp > 29.9
##  ->  class Yes  [0.822]
## 
## Rule 162: (1772/317, lift 3.9)
##  humidity_3pm > 50
##  humidity_9am > 80
##  wind_gust_speed > 30
##  sunshine <= 5.5
##  rainfall > 7.5
##  min_temp > 5
##  ->  class Yes  [0.821]
## 
## Rule 163: (1737/310, lift 3.9)
##  temp_3pm <= 29.2
##  humidity_3pm > 82
##  humidity_9am <= 78
##  evaporation > 1.1
##  max_temp > 13.1
##  ->  class Yes  [0.821]
## 
## Rule 164: (25/4, lift 3.9)
##  rain_today = No
##  humidity_3pm > 51
##  humidity_3pm <= 68
##  wind_dir_3pm = NNW
##  wind_gust_speed > 52
##  wind_gust_dir = NNW
##  sunshine > 8.4
##  evaporation <= 5.7
##  max_temp > 15.2
##  ->  class Yes  [0.815]
## 
## Rule 165: (14/2, lift 3.9)
##  rain_today = Yes
##  pressure_3pm > 1005.6
##  humidity_3pm > 37
##  humidity_3pm <= 50
##  humidity_9am <= 70
##  wind_speed_3pm > 15
##  wind_speed_9am <= 35
##  wind_gust_speed > 59
##  sunshine <= 6.2
##  ->  class Yes  [0.813]
## 
## Rule 166: (19/3, lift 3.9)
##  cloud_3pm > 5
##  cloud_3pm <= 6
##  pressure_9am > 1025.5
##  humidity_3pm > 68
##  humidity_3pm <= 82
##  wind_dir_3pm in [ENE-NW]
##  wind_gust_speed > 31
##  wind_gust_speed <= 44
##  sunshine <= 9.3
##  evaporation > 2.8
##  ->  class Yes  [0.810]
## 
## Rule 167: (181/34, lift 3.8)
##  cloud_9am > 4
##  cloud_9am <= 5
##  humidity_3pm > 51
##  wind_dir_3pm = NW
##  wind_gust_speed > 52
##  sunshine > 8.4
##  sunshine <= 10.4
##  max_temp > 15.2
##  ->  class Yes  [0.809]
## 
## Rule 168: (34/6, lift 3.8)
##  cloud_3pm > 6
##  cloud_9am > 7
##  pressure_3pm > 1008.7
##  pressure_3pm <= 1020.6
##  humidity_3pm > 68
##  humidity_3pm <= 78
##  wind_dir_3pm in [N-NNE]
##  wind_dir_9am in [N-SW]
##  wind_gust_speed <= 46
##  rainfall <= 2
##  ->  class Yes  [0.806]
## 
## Rule 169: (136/26, lift 3.8)
##  rain_today = Yes
##  temp_3pm <= 32.3
##  pressure_9am <= 1009.3
##  humidity_3pm > 50
##  wind_speed_3pm <= 19
##  wind_gust_speed > 41
##  wind_gust_speed <= 44
##  sunshine <= 8.9
##  ->  class Yes  [0.804]
## 
## Rule 170: (1780/351, lift 3.8)
##  humidity_3pm > 45
##  humidity_9am > 70
##  wind_gust_speed > 41
##  sunshine <= 7
##  evaporation <= 10.5
##  rainfall > 5.9
##  ->  class Yes  [0.802]
## 
## Rule 171: (965/199, lift 3.8)
##  temp_9am > 8.6
##  humidity_3pm > 68
##  wind_gust_speed > 28
##  wind_gust_dir in [NE-ESE]
##  sunshine <= 8.7
##  evaporation > 1.5
##  rainfall > 3.6
##  ->  class Yes  [0.793]
## 
## Rule 172: (1375/287, lift 3.8)
##  pressure_3pm <= 1013.7
##  humidity_3pm > 49
##  wind_speed_9am <= 28
##  wind_gust_speed > 54
##  wind_gust_dir in [N-WNW]
##  sunshine <= 8.4
##  ->  class Yes  [0.791]
## 
## Rule 173: (102/22, lift 3.7)
##  cloud_3pm > 2
##  cloud_3pm <= 6
##  pressure_3pm > 1010.4
##  pressure_9am <= 1025.5
##  humidity_3pm > 68
##  wind_speed_3pm <= 7
##  wind_dir_3pm in [SSW-NNW]
##  wind_gust_speed > 26
##  sunshine > 3.7
##  rainfall <= 2
##  max_temp > 10
##  ->  class Yes  [0.779]
## 
## Rule 174: (69/15, lift 3.7)
##  rain_today = Yes
##  humidity_3pm > 29
##  wind_gust_speed > 72
##  max_temp > 29.9
##  ->  class Yes  [0.775]
## 
## Rule 175: (74/17, lift 3.6)
##  rain_today = No
##  humidity_3pm > 29
##  wind_dir_3pm = NW
##  wind_gust_speed > 61
##  sunshine <= 10.4
##  rainfall > 0.1
##  ->  class Yes  [0.763]
## 
## Rule 176: (335/79, lift 3.6)
##  temp_3pm > 24.3
##  humidity_3pm > 51
##  wind_speed_3pm <= 31
##  wind_gust_speed > 52
##  sunshine <= 9.1
##  max_temp > 30.4
##  ->  class Yes  [0.763]
## 
## Rule 177: (78/18, lift 3.6)
##  cloud_3pm > 6
##  pressure_9am > 1009.3
##  humidity_9am > 83
##  wind_speed_9am <= 7
##  wind_gust_speed > 37
##  wind_gust_speed <= 44
##  evaporation > 3.1
##  rainfall > 1.9
##  rainfall <= 7.5
##  ->  class Yes  [0.763]
## 
## Rule 178: (1192/288, lift 3.6)
##  humidity_3pm > 51
##  wind_dir_3pm in [NW-NNW]
##  wind_gust_speed > 52
##  sunshine <= 10.4
##  ->  class Yes  [0.758]
## 
## Rule 179: (31/7, lift 3.6)
##  temp_9am > 8.6
##  cloud_9am > 2
##  cloud_9am <= 4
##  pressure_3pm > 1013.7
##  humidity_3pm > 68
##  wind_gust_speed > 28
##  wind_gust_speed <= 43
##  wind_gust_dir in [SE-NW]
##  sunshine > 3.2
##  sunshine <= 8.7
##  evaporation > 1.5
##  evaporation <= 4.9
##  rainfall > 2
##  ->  class Yes  [0.758]
## 
## Rule 180: (405/99, lift 3.6)
##  humidity_3pm > 51
##  wind_speed_3pm <= 31
##  wind_gust_speed > 52
##  sunshine <= 9.1
##  max_temp > 30.4
##  ->  class Yes  [0.754]
## 
## Rule 181: (107/26, lift 3.6)
##  rain_today = No
##  temp_3pm <= 21.1
##  pressure_3pm <= 1009.2
##  humidity_3pm > 49
##  wind_speed_9am <= 7
##  wind_gust_speed > 28
##  wind_gust_speed <= 52
##  sunshine > 7.7
##  evaporation <= 4.9
##  max_temp <= 22.6
##  ->  class Yes  [0.752]
## 
## Rule 182: (3174/796, lift 3.6)
##  temp_9am > 9.2
##  cloud_3pm > 4
##  cloud_9am > 5
##  humidity_3pm > 50
##  humidity_9am > 83
##  wind_gust_speed > 37
##  sunshine <= 8.9
##  rainfall > 1.9
##  ->  class Yes  [0.749]
## 
## Rule 183: (196/49, lift 3.6)
##  cloud_3pm > 2
##  cloud_3pm <= 6
##  pressure_3pm > 1010.4
##  pressure_9am <= 1025.5
##  humidity_3pm > 68
##  wind_speed_3pm <= 7
##  wind_dir_3pm in [SSW-NNW]
##  wind_gust_speed > 26
##  max_temp > 10
##  ->  class Yes  [0.747]
## 
## Rule 184: (143/36, lift 3.5)
##  rain_today = No
##  temp_9am > 8.3
##  cloud_3pm > 4
##  cloud_9am > 2
##  cloud_9am <= 7
##  pressure_3pm <= 1015
##  pressure_9am <= 1018.7
##  humidity_3pm > 26
##  wind_speed_9am > 9
##  wind_dir_9am = N
##  wind_gust_speed > 31
##  wind_gust_speed <= 52
##  sunshine <= 6.1
##  evaporation <= 4.9
##  ->  class Yes  [0.745]
## 
## Rule 185: (1183/302, lift 3.5)
##  cloud_3pm > 4
##  pressure_3pm <= 1015
##  humidity_3pm > 26
##  wind_speed_9am > 9
##  wind_dir_9am in [N-ENE]
##  wind_gust_speed > 31
##  sunshine <= 6.1
##  evaporation <= 4.9
##  ->  class Yes  [0.744]
## 
## Rule 186: (281/72, lift 3.5)
##  rain_today = Yes
##  humidity_3pm > 29
##  humidity_9am > 76
##  wind_speed_3pm <= 31
##  wind_gust_speed > 46
##  wind_gust_speed <= 72
##  max_temp > 29.9
##  ->  class Yes  [0.742]
## 
## Rule 187: (21/5, lift 3.5)
##  rain_today = No
##  pressure_3pm <= 1013.7
##  humidity_3pm > 43
##  humidity_3pm <= 49
##  wind_speed_9am <= 28
##  wind_dir_3pm in [N-ENE]
##  wind_gust_speed > 52
##  wind_gust_speed <= 70
##  sunshine <= 8.4
##  ->  class Yes  [0.739]
## 
## Rule 188: (24/6, lift 3.5)
##  cloud_3pm > 1
##  cloud_9am > 5
##  pressure_9am > 1017.8
##  humidity_3pm > 50
##  humidity_3pm <= 52
##  humidity_9am > 83
##  wind_gust_speed > 37
##  rainfall > 1.9
##  rainfall <= 4.3
##  min_temp > 5
##  ->  class Yes  [0.731]
## 
## Rule 189: (35/9, lift 3.5)
##  rain_today = No
##  pressure_3pm <= 1013.7
##  humidity_3pm > 49
##  humidity_3pm <= 68
##  wind_speed_9am <= 28
##  wind_gust_speed > 52
##  wind_gust_speed <= 54
##  sunshine <= 8.4
##  min_temp > 11.6
##  ->  class Yes  [0.730]
## 
## Rule 190: (113/30, lift 3.5)
##  rain_today = No
##  temp_3pm <= 21.1
##  pressure_3pm <= 1009.2
##  humidity_3pm > 49
##  wind_speed_9am <= 7
##  wind_gust_speed > 28
##  wind_gust_speed <= 52
##  sunshine > 7.7
##  max_temp <= 22.6
##  ->  class Yes  [0.730]
## 
## Rule 191: (31/8, lift 3.5)
##  cloud_3pm > 7
##  humidity_3pm > 68
##  humidity_3pm <= 82
##  sunshine > 7.7
##  rainfall <= 2
##  min_temp > 24
##  ->  class Yes  [0.727]
## 
## Rule 192: (74/20, lift 3.4)
##  rain_today = No
##  pressure_3pm <= 1011.1
##  humidity_3pm > 26
##  wind_speed_3pm > 15
##  wind_speed_9am <= 9
##  wind_dir_9am in [E-NNW]
##  wind_gust_speed > 41
##  wind_gust_speed <= 52
##  sunshine <= 7.7
##  ->  class Yes  [0.724]
## 
## Rule 193: (45/12, lift 3.4)
##  rain_today = No
##  temp_3pm <= 30.2
##  cloud_3pm > 6
##  pressure_3pm <= 1008.5
##  humidity_3pm > 15
##  humidity_3pm <= 43
##  wind_dir_3pm in [NW-NNW]
##  wind_gust_speed > 52
##  sunshine <= 8.4
##  evaporation <= 7.5
##  ->  class Yes  [0.723]
## 
## Rule 194: (137/38, lift 3.4)
##  rain_today = No
##  temp_9am > 18
##  humidity_3pm > 15
##  humidity_3pm <= 51
##  wind_dir_3pm in [N-ENE]
##  wind_dir_9am in [N-S]
##  wind_gust_speed > 52
##  wind_gust_dir in [SSW-NNW]
##  sunshine > 8.4
##  sunshine <= 10.4
##  ->  class Yes  [0.719]
## 
## Rule 195: (37/10, lift 3.4)
##  temp_9am > 9.2
##  cloud_3pm > 5
##  cloud_3pm <= 6
##  cloud_9am > 5
##  humidity_3pm > 50
##  humidity_3pm <= 68
##  humidity_9am > 83
##  wind_gust_speed > 37
##  wind_gust_speed <= 44
##  rainfall > 1.9
##  rainfall <= 7.5
##  ->  class Yes  [0.718]
## 
## Rule 196: (61/17, lift 3.4)
##  cloud_3pm > 1
##  cloud_3pm <= 5
##  cloud_9am <= 7
##  pressure_9am > 1009.3
##  humidity_3pm > 50
##  humidity_3pm <= 68
##  humidity_9am > 80
##  wind_speed_3pm > 17
##  wind_speed_9am > 15
##  wind_dir_3pm in [N-WNW]
##  wind_gust_speed <= 44
##  sunshine <= 8.9
##  rainfall > 7.5
##  min_temp > 5
##  ->  class Yes  [0.714]
## 
## Rule 197: (642/189, lift 3.4)
##  wind_dir_3pm in [N-NNE]
##  wind_gust_speed > 37
##  rainfall > 3.2
##  ->  class Yes  [0.705]
## 
## Rule 198: (72/21, lift 3.3)
##  temp_9am > 9.2
##  cloud_3pm > 4
##  cloud_3pm <= 5
##  cloud_9am > 5
##  pressure_9am > 1009.3
##  pressure_9am <= 1017.8
##  humidity_3pm > 50
##  humidity_3pm <= 68
##  humidity_9am > 83
##  wind_gust_speed > 37
##  wind_gust_speed <= 44
##  rainfall > 1.9
##  rainfall <= 7.5
##  ->  class Yes  [0.703]
## 
## Rule 199: (27/8, lift 3.3)
##  rain_today = No
##  cloud_9am > 3
##  pressure_3pm <= 1011.1
##  humidity_3pm <= 68
##  wind_speed_9am <= 9
##  wind_dir_9am in [E-NNW]
##  wind_gust_speed <= 41
##  wind_gust_dir in [WNW-NW]
##  sunshine <= 7.7
##  ->  class Yes  [0.690]
## 
## Rule 200: (23/7, lift 3.2)
##  cloud_9am > 2
##  humidity_3pm <= 50
##  wind_speed_9am <= 22
##  wind_dir_3pm in [N-NNE]
##  wind_gust_speed > 37
##  wind_gust_speed <= 46
##  sunshine > 7
##  rainfall > 3.2
##  ->  class Yes  [0.680]
## 
## Rule 201: (85/27, lift 3.2)
##  rain_today = No
##  temp_9am > 14.1
##  cloud_3pm > 5
##  pressure_3pm <= 1015
##  humidity_3pm > 26
##  wind_speed_9am > 0
##  wind_dir_9am = N
##  wind_gust_speed > 35
##  wind_gust_speed <= 52
##  sunshine > 0.8
##  sunshine <= 7.7
##  evaporation > 4.9
##  ->  class Yes  [0.678]
## 
## Rule 202: (75/24, lift 3.2)
##  cloud_3pm > 1
##  cloud_3pm <= 5
##  pressure_9am > 1009.3
##  humidity_3pm > 50
##  humidity_3pm <= 68
##  humidity_9am > 80
##  wind_speed_3pm > 17
##  wind_speed_9am > 15
##  wind_gust_speed <= 44
##  sunshine > 5.5
##  sunshine <= 8.9
##  rainfall > 7.5
##  min_temp > 5
##  ->  class Yes  [0.675]
## 
## Rule 203: (162/53, lift 3.2)
##  rain_today = No
##  temp_9am > 18
##  humidity_3pm > 15
##  humidity_3pm <= 51
##  wind_dir_3pm in [N-ENE]
##  wind_gust_speed > 52
##  wind_gust_dir in [SSW-NNW]
##  sunshine > 8.4
##  sunshine <= 10.4
##  ->  class Yes  [0.671]
## 
## Rule 204: (86/29, lift 3.1)
##  rain_today = No
##  cloud_3pm > 2
##  cloud_3pm <= 7
##  pressure_3pm <= 1009.2
##  humidity_3pm > 49
##  humidity_3pm <= 68
##  humidity_9am > 66
##  wind_speed_3pm <= 19
##  wind_gust_speed > 39
##  wind_gust_speed <= 52
##  sunshine > 7.7
##  max_temp > 22.7
##  ->  class Yes  [0.659]
## 
## Rule 205: (114/40, lift 3.1)
##  temp_3pm > 30.2
##  pressure_3pm <= 1008.5
##  humidity_3pm > 15
##  humidity_3pm <= 68
##  wind_gust_speed > 52
##  sunshine > 5.3
##  sunshine <= 8.4
##  ->  class Yes  [0.647]
## 
## Rule 206: (15/5, lift 3.1)
##  pressure_3pm > 1015
##  humidity_3pm > 25
##  wind_dir_3pm in [N-WNW]
##  wind_gust_dir in [WNW-NNW]
##  sunshine <= 7.7
##  max_temp > 28.2
##  ->  class Yes  [0.647]
## 
## Rule 207: (26/9, lift 3.1)
##  rain_today = Yes
##  pressure_3pm > 1005.6
##  humidity_3pm > 37
##  humidity_3pm <= 50
##  humidity_9am <= 70
##  wind_speed_3pm > 15
##  wind_speed_9am <= 35
##  wind_gust_speed > 59
##  sunshine <= 6.9
##  ->  class Yes  [0.643]
## 
## Rule 208: (84/32, lift 2.9)
##  cloud_3pm > 2
##  pressure_3pm <= 1009.2
##  humidity_3pm > 49
##  humidity_3pm <= 68
##  humidity_9am > 66
##  wind_speed_3pm <= 19
##  wind_gust_speed > 39
##  wind_gust_speed <= 52
##  sunshine > 7.7
##  rainfall <= 0.4
##  max_temp > 22.7
##  ->  class Yes  [0.616]
## 
## Rule 209: (26307/11892, lift 2.6)
##  humidity_3pm > 68
##  ->  class Yes  [0.548]
## 
## Rule 210: (3043/1505, lift 2.4)
##  humidity_3pm > 25
##  sunshine <= 7.7
##  max_temp > 28.2
##  ->  class Yes  [0.505]
## 
## Default class: No
## 
## 
## Evaluation on training data (134001 cases):
## 
##          Rules     
##    ----------------
##      No      Errors
## 
##     210 18032(13.5%)   <<
## 
## 
##      (a)    (b)    <-classified as
##    -----  -----
##   101635   4200    (a): class No
##    13832  14334    (b): class Yes
## 
## 
##  Attribute usage:
## 
##  100.00% humidity_3pm
##   49.66% wind_gust_speed
##   45.48% rainfall
##   40.91% pressure_3pm
##   33.37% cloud_9am
##   32.45% cloud_3pm
##   28.52% sunshine
##   18.60% temp_3pm
##   17.81% min_temp
##   17.73% rain_today
##   15.31% humidity_9am
##   13.08% temp_9am
##   10.77% wind_gust_dir
##    8.42% evaporation
##    8.36% pressure_9am
##    7.43% wind_speed_3pm
##    6.79% max_temp
##    5.41% wind_dir_9am
##    4.83% wind_dir_3pm
##    3.49% wind_speed_9am
## 
## 
## Time: 34.4 secs


Your donation will support ongoing development 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.