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Dodano do resources plik dataset.csv oraz skrypt decision_tree.py odpowiadający za stworzenie drzewo_decyzyjne.png

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JakubStac 2024-05-12 16:16:25 +02:00
parent dae9ee8996
commit d8c336d5e5
6 changed files with 345 additions and 6 deletions
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2
.idea/Traktor AI.iml
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@ -4,7 +4,7 @@
<content url="file://$MODULE_DIR$">
<excludeFolder url="file://$MODULE_DIR$/venv" />
</content>
<orderEntry type="jdk" jdkName="Python 3.9" jdkType="Python SDK" />
<orderEntry type="jdk" jdkName="Python 3.10 (Traktor)" jdkType="Python SDK" />
<orderEntry type="sourceFolder" forTests="false" />
</component>
</module>

4
.idea/misc.xml
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@ -1,4 +0,0 @@
<?xml version="1.0" encoding="UTF-8"?>
<project version="4">
<component name="ProjectRootManager" version="2" project-jdk-name="Python 3.9" project-jdk-type="Python SDK" />
</project>

42
source/decision_tree.py Normal file
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@ -0,0 +1,42 @@
import pandas as pd
from sklearn.model_selection import train_test_split
from sklearn.datasets import load_iris
from sklearn.tree import DecisionTreeClassifier, plot_tree
import matplotlib.pyplot as plt
dtype_dict = {
'season': str,
'anomalies': str,
'weather': str,
'temp': int,
'water': int,
'nutri': int,
'pests': str,
'weeds': str,
'type': str,
'ripeness': int,
'target_column': str
}
# Wczytaj dane z pliku CSV
data = pd.read_csv('resources/dataset.csv', header=0, dtype=dtype_dict)
#print(data)
X = data.drop('target_column', axis=1)
y = data['target_column']
X = pd.get_dummies(X)
print(X)
print(y)
# Podział danych na zbiór treningowy i testowy
X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)
# Dopasowanie modelu drzewa decyzyjnego
model = DecisionTreeClassifier()
model.fit(X_train, y_train)
fig = plt.figure(figsize=(25,20))
_ = plot_tree(model, feature_names=X.columns, class_names=model.classes_, filled=True)
plt.savefig('drzewo_decyzyjne.png')
plt.show()

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source/drzewo_decyzyjne.png Normal file
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2
source/ground.py
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@ -20,7 +20,7 @@ class Dirt:
elif i == 4:
self.weed = True
self.pest = True
elif i == 5:
elif i == 5 or i == 6 or i == 7:
self.obstacle = True
# add init, getters,setters

301
source/resources/dataset.csv Normal file
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@ -0,0 +1,301 @@
season,anomalies,weather,temp,water,nutri,pests,weeds,type,ripeness,target_column
winter,nothing,precipitation,5,44,17,yes,no,vegetable,76,doNothing
spring,nothing,heavyCloudy,12,22,83,no,no,cereal,83,work
summer,nothing,sunny,25,85,84,no,no,cereal,85,work
summer,nothing,precipitation,24,24,67,no,no,none,0,work
spring,nothing,sunny,4,44,35,yes,no,vegetable,96,doNothing
summer,nothing,partCloudy,33,78,54,no,yes,cereal,89,work
winter,nothing,heavyCloudy,-1,27,87,yes,yes,cereal,1,doNothing
autumn,flood,sunny,15,45,99,yes,yes,cereal,49,doNothing
autumn,nothing,partCloudy,20,54,81,no,yes,none,0,work
winter,nothing,heavyCloudy,-5,50,49,no,yes,fruit,42,doNothing
summer,nothing,heavyCloudy,35,95,31,yes,yes,none,0,work
summer,nothing,partCloudy,36,14,42,no,yes,vegetable,96,work
summer,nothing,precipitation,31,62,45,yes,no,vegetable,3,work
summer,tornado,precipitation,35,35,41,yes,no,none,0,doNothing
summer,drought,heavyCloudy,35,33,97,no,no,fruit,76,work
autumn,nothing,sunny,3,24,62,yes,yes,vegetable,21,doNothing
winter,nothing,partCloudy,-18,80,37,no,no,cereal,24,doNothing
spring,tornado,precipitation,21,15,58,yes,no,fruit,49,doNothing
autumn,nothing,precipitation,16,62,75,yes,no,fruit,69,work
winter,nothing,heavyCloudy,-11,69,9,no,yes,none,0,doNothing
autumn,nothing,sunny,21,6,24,no,no,vegetable,99,work
summer,nothing,heavyCloudy,23,1,33,no,no,none,0,work
autumn,nothing,sunny,18,80,42,no,no,vegetable,47,work
summer,nothing,partCloudy,35,69,38,yes,no,vegetable,40,work
summer,nothing,heavyCloudy,27,98,34,no,yes,vegetable,20,work
winter,nothing,heavyCloudy,-3,9,3,no,yes,none,0,doNothing
summer,nothing,heavyCloudy,26,79,28,yes,no,fruit,20,work
spring,nothing,precipitation,3,9,53,no,yes,vegetable,30,doNothing
autumn,nothing,sunny,6,31,1,yes,no,fruit,31,doNothing
autumn,nothing,sunny,8,2,70,yes,no,vegetable,54,doNothing
spring,nothing,precipitation,8,21,1,yes,no,fruit,92,doNothing
autumn,nothing,heavyCloudy,11,4,32,yes,yes,fruit,63,work
winter,snowstorm,precipitation,-10,57,67,yes,yes,cereal,43,doNothing
winter,nothing,precipitation,-13,90,14,yes,yes,fruit,29,doNothing
autumn,flood,precipitation,10,68,46,no,no,fruit,18,doNothing
spring,nothing,heavyCloudy,8,41,55,yes,yes,fruit,12,doNothing
winter,nothing,heavyCloudy,-10,24,25,no,no,vegetable,32,doNothing
spring,nothing,heavyCloudy,0,40,6,no,no,none,0,work
autumn,nothing,sunny,22,7,88,no,yes,vegetable,71,work
spring,storm,precipitation,0,56,21,no,no,cereal,46,doNothing
autumn,nothing,sunny,13,37,49,no,yes,vegetable,94,work
summer,nothing,precipitation,20,14,39,no,no,cereal,97,work
autumn,nothing,heavyCloudy,18,74,38,yes,no,vegetable,32,work
autumn,nothing,heavyCloudy,2,100,70,no,no,none,0,work
autumn,nothing,precipitation,19,30,16,no,yes,cereal,17,work
summer,nothing,sunny,26,94,83,yes,yes,fruit,25,work
autumn,nothing,heavyCloudy,14,91,62,no,no,vegetable,25,work
autumn,nothing,partCloudy,12,34,98,no,no,none,0,work
spring,storm,heavyCloudy,5,64,50,no,no,vegetable,31,doNothing
summer,tornado,heavyCloudy,30,60,55,no,no,none,0,doNothing
summer,nothing,sunny,22,35,2,no,yes,vegetable,20,work
spring,nothing,sunny,21,87,22,no,yes,cereal,45,work
winter,nothing,heavyCloudy,-2,48,83,no,yes,vegetable,3,doNothing
winter,nothing,heavyCloudy,-15,55,6,no,yes,none,0,doNothing
summer,nothing,heavyCloudy,35,5,68,yes,no,vegetable,79,work
summer,tornado,heavyCloudy,35,99,35,yes,no,fruit,79,doNothing
winter,nothing,sunny,-1,35,57,yes,no,vegetable,80,doNothing
summer,tornado,precipitation,31,55,73,no,yes,vegetable,24,doNothing
autumn,storm,precipitation,21,26,84,no,no,vegetable,49,doNothing
winter,nothing,precipitation,-8,13,30,yes,no,none,0,doNothing
autumn,nothing,heavyCloudy,20,58,15,yes,no,cereal,56,work
spring,nothing,partCloudy,12,25,61,yes,yes,vegetable,11,work
winter,nothing,partCloudy,-14,58,54,no,yes,none,0,doNothing
autumn,nothing,sunny,6,4,96,yes,no,cereal,42,doNothing
summer,nothing,sunny,29,74,98,no,yes,vegetable,22,work
summer,nothing,sunny,32,83,90,yes,no,none,0,work
summer,drought,sunny,33,11,11,no,yes,fruit,45,work
spring,nothing,sunny,3,54,13,yes,yes,none,0,work
autumn,nothing,heavyCloudy,20,67,97,no,no,cereal,68,doNothing
spring,nothing,sunny,5,35,54,no,no,vegetable,37,doNothing
summer,nothing,precipitation,31,44,68,yes,no,vegetable,9,work
winter,nothing,heavyCloudy,-11,59,18,yes,yes,cereal,11,doNothing
summer,nothing,precipitation,30,32,57,yes,yes,fruit,18,work
summer,nothing,sunny,27,31,54,no,yes,vegetable,67,work
summer,nothing,precipitation,29,70,73,yes,no,fruit,71,work
spring,nothing,sunny,18,67,22,yes,no,fruit,64,work
spring,nothing,partCloudy,13,40,18,yes,no,fruit,7,work
summer,nothing,precipitation,23,24,6,yes,no,vegetable,90,work
autumn,nothing,heavyCloudy,1,59,84,no,no,none,0,work
spring,nothing,precipitation,2,47,99,no,no,vegetable,83,doNothing
summer,nothing,precipitation,32,9,94,yes,no,cereal,18,work
winter,nothing,partCloudy,-14,56,74,yes,yes,fruit,24,doNothing
winter,nothing,sunny,-5,100,55,no,no,cereal,57,doNothing
summer,nothing,sunny,30,99,99,yes,yes,cereal,31,work
winter,glazedFrost,precipitation,-13,56,58,yes,no,none,0,doNothing
spring,nothing,precipitation,1,24,21,yes,yes,none,0,work
spring,nothing,heavyCloudy,2,38,56,no,no,fruit,9,doNothing
winter,nothing,partCloudy,-7,60,71,no,no,cereal,70,doNothing
autumn,nothing,precipitation,2,71,2,no,yes,cereal,26,doNothing
autumn,nothing,sunny,19,99,7,yes,yes,none,0,work
spring,nothing,sunny,8,41,35,no,yes,vegetable,89,doNothing
winter,nothing,sunny,-14,58,94,no,yes,vegetable,29,doNothing
summer,storm,precipitation,30,3,58,yes,no,none,0,doNothing
winter,nothing,precipitation,8,17,76,yes,no,vegetable,47,doNothing
spring,tornado,precipitation,20,38,65,no,yes,cereal,49,doNothing
winter,nothing,partCloudy,-4,8,10,no,yes,cereal,74,doNothing
autumn,nothing,sunny,2,100,7,yes,yes,none,0,work
autumn,nothing,partCloudy,17,88,89,no,yes,vegetable,17,work
autumn,nothing,partCloudy,16,76,54,yes,no,vegetable,98,work
spring,nothing,sunny,2,14,25,no,yes,vegetable,8,doNothing
spring,nothing,precipitation,5,34,1,yes,no,none,0,work
autumn,nothing,heavyCloudy,9,20,28,no,no,cereal,88,doNothing
autumn,nothing,heavyCloudy,20,17,84,no,no,cereal,15,work
winter,nothing,heavyCloudy,-18,43,33,no,yes,cereal,31,doNothing
autumn,nothing,partCloudy,2,1,3,yes,yes,cereal,86,doNothing
summer,nothing,heavyCloudy,34,58,23,no,no,cereal,27,work
summer,nothing,precipitation,31,22,14,no,yes,fruit,33,work
winter,nothing,sunny,-5,98,51,yes,no,none,0,doNothing
winter,nothing,precipitation,-17,74,78,yes,no,none,0,doNothing
summer,nothing,precipitation,29,3,54,no,no,none,0,work
autumn,nothing,precipitation,7,45,29,yes,yes,cereal,52,doNothing
spring,nothing,sunny,7,21,30,no,yes,fruit,38,doNothing
summer,nothing,heavyCloudy,28,73,75,yes,yes,none,0,work
summer,nothing,heavyCloudy,32,49,43,no,no,vegetable,74,work
autumn,storm,precipitation,0,99,66,no,no,none,0,doNothing
summer,fire,partCloudy,32,46,99,no,yes,none,0,work
autumn,nothing,heavyCloudy,21,26,44,yes,no,none,0,work
summer,tornado,precipitation,30,28,89,yes,yes,cereal,65,doNothing
autumn,nothing,heavyCloudy,20,100,46,yes,no,fruit,25,work
winter,nothing,partCloudy,-3,78,63,yes,no,vegetable,18,doNothing
spring,nothing,partCloudy,22,8,86,yes,yes,none,0,work
winter,nothing,partCloudy,2,34,30,yes,no,fruit,95,doNothing
summer,drought,partCloudy,31,35,26,no,no,fruit,3,work
winter,nothing,partCloudy,9,80,24,yes,yes,vegetable,67,doNothing
winter,nothing,heavyCloudy,-19,85,14,yes,yes,vegetable,33,doNothing
autumn,nothing,partCloudy,3,15,6,no,no,vegetable,11,doNothing
winter,nothing,partCloudy,10,20,62,yes,yes,fruit,90,doNothing
autumn,nothing,precipitation,11,93,90,yes,no,vegetable,87,work
summer,nothing,partCloudy,22,79,60,yes,yes,none,0,work
winter,snowstorm,precipitation,-6,55,88,yes,no,vegetable,64,doNothing
winter,nothing,precipitation,-13,31,62,no,yes,fruit,70,doNothing
autumn,nothing,precipitation,20,90,2,yes,yes,fruit,73,work
winter,nothing,heavyCloudy,9,100,76,yes,yes,cereal,41,doNothing
summer,nothing,partCloudy,30,8,90,yes,yes,cereal,15,work
winter,nothing,heavyCloudy,4,27,77,yes,yes,vegetable,99,doNothing
summer,nothing,partCloudy,33,67,34,no,no,cereal,44,work
summer,drought,precipitation,34,28,100,yes,no,vegetable,64,work
winter,snowstorm,precipitation,-9,34,88,yes,yes,cereal,5,doNothing
spring,nothing,heavyCloudy,10,33,54,yes,no,fruit,63,doNothing
spring,nothing,precipitation,0,77,32,no,no,fruit,100,doNothing
autumn,nothing,sunny,3,7,59,yes,no,cereal,62,doNothing
winter,nothing,heavyCloudy,-2,50,37,no,no,vegetable,51,doNothing
summer,nothing,partCloudy,33,74,88,yes,yes,fruit,49,work
spring,nothing,sunny,14,14,29,yes,yes,none,0,work
summer,nothing,heavyCloudy,24,98,18,yes,no,vegetable,99,work
winter,nothing,heavyCloudy,-15,52,38,no,yes,vegetable,66,doNothing
spring,flood,partCloudy,9,62,24,no,yes,fruit,67,doNothing
spring,nothing,precipitation,2,87,100,yes,no,vegetable,39,doNothing
spring,nothing,precipitation,16,94,45,no,no,vegetable,35,work
winter,nothing,precipitation,5,41,82,no,yes,fruit,80,doNothing
spring,nothing,partCloudy,13,49,4,yes,no,cereal,97,work
winter,nothing,partCloudy,-17,24,42,yes,yes,fruit,71,doNothing
spring,nothing,heavyCloudy,20,45,71,yes,yes,vegetable,58,work
winter,nothing,precipitation,-8,78,81,yes,yes,fruit,8,doNothing
spring,nothing,partCloudy,5,31,82,no,yes,fruit,18,doNothing
autumn,nothing,sunny,6,75,85,no,no,fruit,18,doNothing
spring,nothing,precipitation,14,9,1,yes,no,none,0,work
winter,nothing,heavyCloudy,2,37,5,yes,yes,cereal,1,doNothing
summer,nothing,precipitation,20,44,28,yes,yes,none,0,work
winter,nothing,partCloudy,-4,97,90,yes,yes,vegetable,94,doNothing
summer,tornado,precipitation,26,46,55,yes,no,cereal,91,doNothing
spring,nothing,sunny,15,97,67,yes,yes,none,0,work
summer,nothing,partCloudy,33,40,14,yes,no,none,0,work
spring,nothing,partCloudy,4,23,51,no,no,vegetable,8,doNothing
summer,nothing,sunny,20,66,76,yes,yes,vegetable,71,work
winter,nothing,sunny,-11,2,98,no,yes,vegetable,29,doNothing
spring,nothing,sunny,9,67,74,no,no,none,0,work
autumn,nothing,precipitation,17,23,94,yes,yes,none,0,work
autumn,nothing,heavyCloudy,22,65,69,no,yes,fruit,79,work
winter,nothing,heavyCloudy,-2,35,82,yes,yes,cereal,20,doNothing
winter,glazedFrost,heavyCloudy,-10,1,73,yes,no,fruit,77,doNothing
autumn,nothing,sunny,4,58,71,yes,yes,fruit,94,doNothing
summer,nothing,sunny,32,44,20,yes,yes,vegetable,48,work
summer,nothing,heavyCloudy,31,68,37,yes,no,cereal,42,work
winter,nothing,heavyCloudy,-1,69,34,no,no,none,0,doNothing
spring,nothing,heavyCloudy,10,27,43,yes,yes,vegetable,49,doNothing
summer,nothing,partCloudy,26,86,12,no,yes,none,0,work
winter,hail,precipitation,5,62,62,yes,yes,cereal,85,doNothing
winter,nothing,partCloudy,9,29,83,yes,no,vegetable,14,doNothing
spring,nothing,sunny,8,22,33,no,yes,cereal,23,doNothing
summer,nothing,partCloudy,34,38,2,yes,yes,fruit,29,work
autumn,nothing,heavyCloudy,2,65,91,yes,yes,vegetable,49,doNothing
spring,nothing,sunny,3,73,32,no,no,fruit,61,doNothing
spring,nothing,precipitation,7,68,70,no,no,none,0,work
winter,nothing,partCloudy,10,68,2,no,no,cereal,80,doNothing
winter,nothing,precipitation,-16,89,7,no,no,fruit,92,doNothing
winter,nothing,precipitation,0,31,49,no,yes,cereal,18,doNothing
spring,nothing,heavyCloudy,7,44,86,yes,yes,none,0,work
summer,nothing,sunny,24,1,75,no,yes,none,0,work
summer,drought,heavyCloudy,39,3,100,yes,no,cereal,30,work
winter,nothing,heavyCloudy,2,88,69,yes,yes,cereal,79,doNothing
spring,nothing,heavyCloudy,16,100,21,no,yes,cereal,57,work
autumn,storm,heavyCloudy,1,17,62,no,yes,cereal,92,doNothing
autumn,nothing,sunny,1,69,54,no,no,cereal,62,doNothing
autumn,nothing,sunny,17,62,84,no,yes,vegetable,18,work
summer,nothing,heavyCloudy,24,57,84,no,yes,vegetable,1,work
spring,nothing,partCloudy,8,80,61,no,no,none,0,work
autumn,nothing,heavyCloudy,1,93,79,no,no,fruit,62,doNothing
winter,nothing,sunny,-4,51,33,yes,no,none,0,doNothing
autumn,nothing,precipitation,4,51,73,yes,yes,fruit,57,doNothing
autumn,storm,heavyCloudy,5,88,81,no,yes,fruit,25,doNothing
summer,nothing,precipitation,30,26,45,no,no,none,0,work
winter,nothing,partCloudy,3,88,46,yes,no,none,0,doNothing
autumn,nothing,heavyCloudy,8,20,34,no,yes,fruit,62,doNothing
spring,nothing,partCloudy,15,34,33,no,no,vegetable,16,work
winter,nothing,heavyCloudy,-20,80,25,yes,no,vegetable,45,doNothing
spring,nothing,precipitation,6,34,78,yes,no,cereal,6,doNothing
spring,tornado,heavyCloudy,3,97,65,yes,no,fruit,21,doNothing
summer,nothing,precipitation,34,49,65,yes,no,vegetable,10,work
summer,tornado,precipitation,26,29,2,no,no,cereal,56,doNothing
autumn,nothing,partCloudy,10,3,19,no,no,vegetable,67,doNothing
spring,nothing,sunny,19,60,71,no,yes,cereal,5,work
winter,nothing,partCloudy,5,11,66,no,no,none,0,doNothing
winter,nothing,heavyCloudy,-13,86,29,yes,yes,cereal,98,doNothing
summer,nothing,precipitation,33,19,2,yes,yes,cereal,78,work
spring,nothing,precipitation,13,6,40,no,no,cereal,49,work
summer,nothing,partCloudy,31,15,70,yes,no,cereal,100,work
spring,nothing,heavyCloudy,8,40,1,no,no,cereal,83,doNothing
spring,nothing,partCloudy,10,77,95,yes,yes,fruit,85,doNothing
spring,nothing,partCloudy,3,96,32,yes,yes,fruit,16,doNothing
winter,nothing,sunny,-11,24,5,yes,no,none,0,doNothing
summer,tornado,heavyCloudy,34,14,11,no,no,vegetable,36,doNothing
summer,storm,precipitation,34,69,54,yes,no,none,0,doNothing
spring,tornado,precipitation,21,92,44,no,no,fruit,34,doNothing
spring,nothing,sunny,10,58,14,yes,yes,none,0,work
spring,nothing,partCloudy,9,22,68,no,no,vegetable,85,doNothing
winter,nothing,precipitation,-20,62,18,no,yes,vegetable,78,doNothing
spring,nothing,sunny,10,51,7,yes,yes,none,0,work
autumn,storm,heavyCloudy,19,89,2,yes,no,cereal,6,doNothing
winter,nothing,heavyCloudy,-6,99,10,no,yes,fruit,70,doNothing
spring,nothing,sunny,2,84,49,yes,no,none,0,work
summer,nothing,heavyCloudy,27,11,32,no,yes,cereal,22,work
summer,nothing,partCloudy,27,55,39,yes,yes,none,0,work
winter,nothing,heavyCloudy,-13,53,1,yes,yes,none,0,doNothing
summer,nothing,partCloudy,27,15,78,yes,yes,cereal,43,work
winter,nothing,partCloudy,-4,79,5,no,no,vegetable,1,doNothing
winter,nothing,sunny,-1,6,31,no,no,fruit,13,doNothing
summer,storm,precipitation,31,86,32,no,yes,fruit,98,doNothing
winter,nothing,precipitation,-2,96,89,yes,yes,cereal,57,doNothing
spring,nothing,sunny,18,28,92,yes,no,fruit,20,work
summer,nothing,precipitation,27,90,37,yes,no,cereal,55,work
summer,nothing,heavyCloudy,32,41,3,no,no,cereal,35,work
autumn,nothing,precipitation,2,31,90,yes,no,cereal,7,doNothing
winter,nothing,partCloudy,-9,74,28,yes,yes,fruit,72,doNothing
summer,nothing,partCloudy,23,8,99,no,yes,none,0,work
spring,nothing,heavyCloudy,8,85,29,no,no,none,0,work
winter,nothing,sunny,-6,67,100,yes,yes,fruit,25,doNothing
winter,nothing,partCloudy,10,88,85,yes,yes,cereal,68,doNothing
spring,nothing,sunny,20,99,73,no,no,vegetable,18,work
spring,nothing,sunny,12,52,22,no,no,none,0,work
winter,nothing,sunny,-18,16,57,no,no,vegetable,69,doNothing
winter,nothing,partCloudy,-13,17,10,no,no,vegetable,93,doNothing
summer,nothing,partCloudy,23,18,24,no,yes,fruit,7,work
spring,nothing,partCloudy,2,50,95,yes,yes,vegetable,49,doNothing
summer,nothing,partCloudy,23,51,40,yes,no,none,0,work
summer,nothing,partCloudy,28,61,28,yes,no,cereal,61,work
summer,nothing,precipitation,25,37,20,yes,no,vegetable,18,work
spring,nothing,sunny,11,48,62,no,no,fruit,94,work
spring,tornado,heavyCloudy,1,85,91,no,no,none,0,doNothing
autumn,nothing,partCloudy,21,13,92,yes,no,vegetable,66,work
autumn,nothing,precipitation,2,25,95,no,no,cereal,18,doNothing
autumn,nothing,precipitation,0,50,32,no,yes,vegetable,92,doNothing
winter,nothing,partCloudy,-18,27,2,no,yes,none,0,doNothing
autumn,nothing,precipitation,7,49,6,no,no,fruit,92,doNothing
autumn,nothing,precipitation,19,21,48,yes,no,cereal,93,work
autumn,nothing,precipitation,7,54,12,no,no,none,0,work
spring,nothing,sunny,1,25,30,yes,no,fruit,20,doNothing
autumn,nothing,partCloudy,9,80,44,no,no,vegetable,49,doNothing
summer,nothing,heavyCloudy,20,95,36,no,yes,fruit,11,work
winter,nothing,partCloudy,-17,3,9,yes,yes,vegetable,94,doNothing
winter,nothing,partCloudy,-15,62,35,no,yes,fruit,51,doNothing
summer,nothing,sunny,35,6,24,no,no,cereal,94,work
summer,nothing,partCloudy,34,95,37,yes,no,vegetable,86,work
summer,drought,precipitation,36,25,83,yes,no,fruit,87,work
spring,nothing,heavyCloudy,12,29,32,no,no,cereal,86,work
winter,nothing,sunny,-15,44,70,no,no,fruit,82,doNothing
winter,nothing,heavyCloudy,3,23,18,yes,yes,fruit,60,doNothing
summer,nothing,precipitation,20,71,73,yes,no,cereal,3,work
winter,nothing,precipitation,-4,90,10,yes,yes,cereal,51,doNothing
autumn,nothing,sunny,4,70,73,yes,yes,cereal,15,doNothing
winter,nothing,heavyCloudy,10,81,76,yes,yes,vegetable,80,doNothing
spring,nothing,partCloudy,2,2,22,yes,yes,vegetable,21,doNothing
spring,nothing,precipitation,17,4,67,yes,no,cereal,69,work
spring,nothing,heavyCloudy,10,48,55,no,yes,cereal,100,doNothing
autumn,nothing,precipitation,3,29,41,no,yes,none,0,work
spring,nothing,precipitation,13,58,27,no,yes,fruit,16,work
summer,nothing,partCloudy,28,85,14,no,yes,none,0,work
summer,storm,heavyCloudy,30,19,15,no,yes,vegetable,49,doNothing
summer,tornado,heavyCloudy,30,74,21,yes,no,cereal,16,doNothing
summer,nothing,heavyCloudy,33,38,35,no,no,vegetable,91,work
spring,nothing,partCloudy,1,68,59,yes,yes,vegetable,14,doNothing
summer,nothing,precipitation,22,41,14,no,yes,cereal,48,work
autumn,nothing,precipitation,8,66,44,no,no,cereal,65,doNothing
spring,nothing,sunny,7,35,72,yes,no,fruit,92,doNothing
summer,nothing,heavyCloudy,24,36,81,no,yes,cereal,6,work
winter,nothing,heavyCloudy,-5,26,27,no,no,cereal,78,doNothing
summer,nothing,sunny,27,45,40,yes,no,fruit,57,work
spring,nothing,precipitation,8,30,79,yes,yes,none,0,work
winter,nothing,sunny,7,76,71,no,yes,fruit,75,doNothing
winter,nothing,precipitation,9,49,5,yes,no,fruit,7,doNothing
1 season anomalies weather temp water nutri pests weeds type ripeness target_column
2 winter nothing precipitation 5 44 17 yes no vegetable 76 doNothing
3 spring nothing heavyCloudy 12 22 83 no no cereal 83 work
4 summer nothing sunny 25 85 84 no no cereal 85 work
5 summer nothing precipitation 24 24 67 no no none 0 work
6 spring nothing sunny 4 44 35 yes no vegetable 96 doNothing
7 summer nothing partCloudy 33 78 54 no yes cereal 89 work
8 winter nothing heavyCloudy -1 27 87 yes yes cereal 1 doNothing
9 autumn flood sunny 15 45 99 yes yes cereal 49 doNothing
10 autumn nothing partCloudy 20 54 81 no yes none 0 work
11 winter nothing heavyCloudy -5 50 49 no yes fruit 42 doNothing
12 summer nothing heavyCloudy 35 95 31 yes yes none 0 work
13 summer nothing partCloudy 36 14 42 no yes vegetable 96 work
14 summer nothing precipitation 31 62 45 yes no vegetable 3 work
15 summer tornado precipitation 35 35 41 yes no none 0 doNothing
16 summer drought heavyCloudy 35 33 97 no no fruit 76 work
17 autumn nothing sunny 3 24 62 yes yes vegetable 21 doNothing
18 winter nothing partCloudy -18 80 37 no no cereal 24 doNothing
19 spring tornado precipitation 21 15 58 yes no fruit 49 doNothing
20 autumn nothing precipitation 16 62 75 yes no fruit 69 work
21 winter nothing heavyCloudy -11 69 9 no yes none 0 doNothing
22 autumn nothing sunny 21 6 24 no no vegetable 99 work
23 summer nothing heavyCloudy 23 1 33 no no none 0 work
24 autumn nothing sunny 18 80 42 no no vegetable 47 work
25 summer nothing partCloudy 35 69 38 yes no vegetable 40 work
26 summer nothing heavyCloudy 27 98 34 no yes vegetable 20 work
27 winter nothing heavyCloudy -3 9 3 no yes none 0 doNothing
28 summer nothing heavyCloudy 26 79 28 yes no fruit 20 work
29 spring nothing precipitation 3 9 53 no yes vegetable 30 doNothing
30 autumn nothing sunny 6 31 1 yes no fruit 31 doNothing
31 autumn nothing sunny 8 2 70 yes no vegetable 54 doNothing
32 spring nothing precipitation 8 21 1 yes no fruit 92 doNothing
33 autumn nothing heavyCloudy 11 4 32 yes yes fruit 63 work
34 winter snowstorm precipitation -10 57 67 yes yes cereal 43 doNothing
35 winter nothing precipitation -13 90 14 yes yes fruit 29 doNothing
36 autumn flood precipitation 10 68 46 no no fruit 18 doNothing
37 spring nothing heavyCloudy 8 41 55 yes yes fruit 12 doNothing
38 winter nothing heavyCloudy -10 24 25 no no vegetable 32 doNothing
39 spring nothing heavyCloudy 0 40 6 no no none 0 work
40 autumn nothing sunny 22 7 88 no yes vegetable 71 work
41 spring storm precipitation 0 56 21 no no cereal 46 doNothing
42 autumn nothing sunny 13 37 49 no yes vegetable 94 work
43 summer nothing precipitation 20 14 39 no no cereal 97 work
44 autumn nothing heavyCloudy 18 74 38 yes no vegetable 32 work
45 autumn nothing heavyCloudy 2 100 70 no no none 0 work
46 autumn nothing precipitation 19 30 16 no yes cereal 17 work
47 summer nothing sunny 26 94 83 yes yes fruit 25 work
48 autumn nothing heavyCloudy 14 91 62 no no vegetable 25 work
49 autumn nothing partCloudy 12 34 98 no no none 0 work
50 spring storm heavyCloudy 5 64 50 no no vegetable 31 doNothing
51 summer tornado heavyCloudy 30 60 55 no no none 0 doNothing
52 summer nothing sunny 22 35 2 no yes vegetable 20 work
53 spring nothing sunny 21 87 22 no yes cereal 45 work
54 winter nothing heavyCloudy -2 48 83 no yes vegetable 3 doNothing
55 winter nothing heavyCloudy -15 55 6 no yes none 0 doNothing
56 summer nothing heavyCloudy 35 5 68 yes no vegetable 79 work
57 summer tornado heavyCloudy 35 99 35 yes no fruit 79 doNothing
58 winter nothing sunny -1 35 57 yes no vegetable 80 doNothing
59 summer tornado precipitation 31 55 73 no yes vegetable 24 doNothing
60 autumn storm precipitation 21 26 84 no no vegetable 49 doNothing
61 winter nothing precipitation -8 13 30 yes no none 0 doNothing
62 autumn nothing heavyCloudy 20 58 15 yes no cereal 56 work
63 spring nothing partCloudy 12 25 61 yes yes vegetable 11 work
64 winter nothing partCloudy -14 58 54 no yes none 0 doNothing
65 autumn nothing sunny 6 4 96 yes no cereal 42 doNothing
66 summer nothing sunny 29 74 98 no yes vegetable 22 work
67 summer nothing sunny 32 83 90 yes no none 0 work
68 summer drought sunny 33 11 11 no yes fruit 45 work
69 spring nothing sunny 3 54 13 yes yes none 0 work
70 autumn nothing heavyCloudy 20 67 97 no no cereal 68 doNothing
71 spring nothing sunny 5 35 54 no no vegetable 37 doNothing
72 summer nothing precipitation 31 44 68 yes no vegetable 9 work
73 winter nothing heavyCloudy -11 59 18 yes yes cereal 11 doNothing
74 summer nothing precipitation 30 32 57 yes yes fruit 18 work
75 summer nothing sunny 27 31 54 no yes vegetable 67 work
76 summer nothing precipitation 29 70 73 yes no fruit 71 work
77 spring nothing sunny 18 67 22 yes no fruit 64 work
78 spring nothing partCloudy 13 40 18 yes no fruit 7 work
79 summer nothing precipitation 23 24 6 yes no vegetable 90 work
80 autumn nothing heavyCloudy 1 59 84 no no none 0 work
81 spring nothing precipitation 2 47 99 no no vegetable 83 doNothing
82 summer nothing precipitation 32 9 94 yes no cereal 18 work
83 winter nothing partCloudy -14 56 74 yes yes fruit 24 doNothing
84 winter nothing sunny -5 100 55 no no cereal 57 doNothing
85 summer nothing sunny 30 99 99 yes yes cereal 31 work
86 winter glazedFrost precipitation -13 56 58 yes no none 0 doNothing
87 spring nothing precipitation 1 24 21 yes yes none 0 work
88 spring nothing heavyCloudy 2 38 56 no no fruit 9 doNothing
89 winter nothing partCloudy -7 60 71 no no cereal 70 doNothing
90 autumn nothing precipitation 2 71 2 no yes cereal 26 doNothing
91 autumn nothing sunny 19 99 7 yes yes none 0 work
92 spring nothing sunny 8 41 35 no yes vegetable 89 doNothing
93 winter nothing sunny -14 58 94 no yes vegetable 29 doNothing
94 summer storm precipitation 30 3 58 yes no none 0 doNothing
95 winter nothing precipitation 8 17 76 yes no vegetable 47 doNothing
96 spring tornado precipitation 20 38 65 no yes cereal 49 doNothing
97 winter nothing partCloudy -4 8 10 no yes cereal 74 doNothing
98 autumn nothing sunny 2 100 7 yes yes none 0 work
99 autumn nothing partCloudy 17 88 89 no yes vegetable 17 work
100 autumn nothing partCloudy 16 76 54 yes no vegetable 98 work
101 spring nothing sunny 2 14 25 no yes vegetable 8 doNothing
102 spring nothing precipitation 5 34 1 yes no none 0 work
103 autumn nothing heavyCloudy 9 20 28 no no cereal 88 doNothing
104 autumn nothing heavyCloudy 20 17 84 no no cereal 15 work
105 winter nothing heavyCloudy -18 43 33 no yes cereal 31 doNothing
106 autumn nothing partCloudy 2 1 3 yes yes cereal 86 doNothing
107 summer nothing heavyCloudy 34 58 23 no no cereal 27 work
108 summer nothing precipitation 31 22 14 no yes fruit 33 work
109 winter nothing sunny -5 98 51 yes no none 0 doNothing
110 winter nothing precipitation -17 74 78 yes no none 0 doNothing
111 summer nothing precipitation 29 3 54 no no none 0 work
112 autumn nothing precipitation 7 45 29 yes yes cereal 52 doNothing
113 spring nothing sunny 7 21 30 no yes fruit 38 doNothing
114 summer nothing heavyCloudy 28 73 75 yes yes none 0 work
115 summer nothing heavyCloudy 32 49 43 no no vegetable 74 work
116 autumn storm precipitation 0 99 66 no no none 0 doNothing
117 summer fire partCloudy 32 46 99 no yes none 0 work
118 autumn nothing heavyCloudy 21 26 44 yes no none 0 work
119 summer tornado precipitation 30 28 89 yes yes cereal 65 doNothing
120 autumn nothing heavyCloudy 20 100 46 yes no fruit 25 work
121 winter nothing partCloudy -3 78 63 yes no vegetable 18 doNothing
122 spring nothing partCloudy 22 8 86 yes yes none 0 work
123 winter nothing partCloudy 2 34 30 yes no fruit 95 doNothing
124 summer drought partCloudy 31 35 26 no no fruit 3 work
125 winter nothing partCloudy 9 80 24 yes yes vegetable 67 doNothing
126 winter nothing heavyCloudy -19 85 14 yes yes vegetable 33 doNothing
127 autumn nothing partCloudy 3 15 6 no no vegetable 11 doNothing
128 winter nothing partCloudy 10 20 62 yes yes fruit 90 doNothing
129 autumn nothing precipitation 11 93 90 yes no vegetable 87 work
130 summer nothing partCloudy 22 79 60 yes yes none 0 work
131 winter snowstorm precipitation -6 55 88 yes no vegetable 64 doNothing
132 winter nothing precipitation -13 31 62 no yes fruit 70 doNothing
133 autumn nothing precipitation 20 90 2 yes yes fruit 73 work
134 winter nothing heavyCloudy 9 100 76 yes yes cereal 41 doNothing
135 summer nothing partCloudy 30 8 90 yes yes cereal 15 work
136 winter nothing heavyCloudy 4 27 77 yes yes vegetable 99 doNothing
137 summer nothing partCloudy 33 67 34 no no cereal 44 work
138 summer drought precipitation 34 28 100 yes no vegetable 64 work
139 winter snowstorm precipitation -9 34 88 yes yes cereal 5 doNothing
140 spring nothing heavyCloudy 10 33 54 yes no fruit 63 doNothing
141 spring nothing precipitation 0 77 32 no no fruit 100 doNothing
142 autumn nothing sunny 3 7 59 yes no cereal 62 doNothing
143 winter nothing heavyCloudy -2 50 37 no no vegetable 51 doNothing
144 summer nothing partCloudy 33 74 88 yes yes fruit 49 work
145 spring nothing sunny 14 14 29 yes yes none 0 work
146 summer nothing heavyCloudy 24 98 18 yes no vegetable 99 work
147 winter nothing heavyCloudy -15 52 38 no yes vegetable 66 doNothing
148 spring flood partCloudy 9 62 24 no yes fruit 67 doNothing
149 spring nothing precipitation 2 87 100 yes no vegetable 39 doNothing
150 spring nothing precipitation 16 94 45 no no vegetable 35 work
151 winter nothing precipitation 5 41 82 no yes fruit 80 doNothing
152 spring nothing partCloudy 13 49 4 yes no cereal 97 work
153 winter nothing partCloudy -17 24 42 yes yes fruit 71 doNothing
154 spring nothing heavyCloudy 20 45 71 yes yes vegetable 58 work
155 winter nothing precipitation -8 78 81 yes yes fruit 8 doNothing
156 spring nothing partCloudy 5 31 82 no yes fruit 18 doNothing
157 autumn nothing sunny 6 75 85 no no fruit 18 doNothing
158 spring nothing precipitation 14 9 1 yes no none 0 work
159 winter nothing heavyCloudy 2 37 5 yes yes cereal 1 doNothing
160 summer nothing precipitation 20 44 28 yes yes none 0 work
161 winter nothing partCloudy -4 97 90 yes yes vegetable 94 doNothing
162 summer tornado precipitation 26 46 55 yes no cereal 91 doNothing
163 spring nothing sunny 15 97 67 yes yes none 0 work
164 summer nothing partCloudy 33 40 14 yes no none 0 work
165 spring nothing partCloudy 4 23 51 no no vegetable 8 doNothing
166 summer nothing sunny 20 66 76 yes yes vegetable 71 work
167 winter nothing sunny -11 2 98 no yes vegetable 29 doNothing
168 spring nothing sunny 9 67 74 no no none 0 work
169 autumn nothing precipitation 17 23 94 yes yes none 0 work
170 autumn nothing heavyCloudy 22 65 69 no yes fruit 79 work
171 winter nothing heavyCloudy -2 35 82 yes yes cereal 20 doNothing
172 winter glazedFrost heavyCloudy -10 1 73 yes no fruit 77 doNothing
173 autumn nothing sunny 4 58 71 yes yes fruit 94 doNothing
174 summer nothing sunny 32 44 20 yes yes vegetable 48 work
175 summer nothing heavyCloudy 31 68 37 yes no cereal 42 work
176 winter nothing heavyCloudy -1 69 34 no no none 0 doNothing
177 spring nothing heavyCloudy 10 27 43 yes yes vegetable 49 doNothing
178 summer nothing partCloudy 26 86 12 no yes none 0 work
179 winter hail precipitation 5 62 62 yes yes cereal 85 doNothing
180 winter nothing partCloudy 9 29 83 yes no vegetable 14 doNothing
181 spring nothing sunny 8 22 33 no yes cereal 23 doNothing
182 summer nothing partCloudy 34 38 2 yes yes fruit 29 work
183 autumn nothing heavyCloudy 2 65 91 yes yes vegetable 49 doNothing
184 spring nothing sunny 3 73 32 no no fruit 61 doNothing
185 spring nothing precipitation 7 68 70 no no none 0 work
186 winter nothing partCloudy 10 68 2 no no cereal 80 doNothing
187 winter nothing precipitation -16 89 7 no no fruit 92 doNothing
188 winter nothing precipitation 0 31 49 no yes cereal 18 doNothing
189 spring nothing heavyCloudy 7 44 86 yes yes none 0 work
190 summer nothing sunny 24 1 75 no yes none 0 work
191 summer drought heavyCloudy 39 3 100 yes no cereal 30 work
192 winter nothing heavyCloudy 2 88 69 yes yes cereal 79 doNothing
193 spring nothing heavyCloudy 16 100 21 no yes cereal 57 work
194 autumn storm heavyCloudy 1 17 62 no yes cereal 92 doNothing
195 autumn nothing sunny 1 69 54 no no cereal 62 doNothing
196 autumn nothing sunny 17 62 84 no yes vegetable 18 work
197 summer nothing heavyCloudy 24 57 84 no yes vegetable 1 work
198 spring nothing partCloudy 8 80 61 no no none 0 work
199 autumn nothing heavyCloudy 1 93 79 no no fruit 62 doNothing
200 winter nothing sunny -4 51 33 yes no none 0 doNothing
201 autumn nothing precipitation 4 51 73 yes yes fruit 57 doNothing
202 autumn storm heavyCloudy 5 88 81 no yes fruit 25 doNothing
203 summer nothing precipitation 30 26 45 no no none 0 work
204 winter nothing partCloudy 3 88 46 yes no none 0 doNothing
205 autumn nothing heavyCloudy 8 20 34 no yes fruit 62 doNothing
206 spring nothing partCloudy 15 34 33 no no vegetable 16 work
207 winter nothing heavyCloudy -20 80 25 yes no vegetable 45 doNothing
208 spring nothing precipitation 6 34 78 yes no cereal 6 doNothing
209 spring tornado heavyCloudy 3 97 65 yes no fruit 21 doNothing
210 summer nothing precipitation 34 49 65 yes no vegetable 10 work
211 summer tornado precipitation 26 29 2 no no cereal 56 doNothing
212 autumn nothing partCloudy 10 3 19 no no vegetable 67 doNothing
213 spring nothing sunny 19 60 71 no yes cereal 5 work
214 winter nothing partCloudy 5 11 66 no no none 0 doNothing
215 winter nothing heavyCloudy -13 86 29 yes yes cereal 98 doNothing
216 summer nothing precipitation 33 19 2 yes yes cereal 78 work
217 spring nothing precipitation 13 6 40 no no cereal 49 work
218 summer nothing partCloudy 31 15 70 yes no cereal 100 work
219 spring nothing heavyCloudy 8 40 1 no no cereal 83 doNothing
220 spring nothing partCloudy 10 77 95 yes yes fruit 85 doNothing
221 spring nothing partCloudy 3 96 32 yes yes fruit 16 doNothing
222 winter nothing sunny -11 24 5 yes no none 0 doNothing
223 summer tornado heavyCloudy 34 14 11 no no vegetable 36 doNothing
224 summer storm precipitation 34 69 54 yes no none 0 doNothing
225 spring tornado precipitation 21 92 44 no no fruit 34 doNothing
226 spring nothing sunny 10 58 14 yes yes none 0 work
227 spring nothing partCloudy 9 22 68 no no vegetable 85 doNothing
228 winter nothing precipitation -20 62 18 no yes vegetable 78 doNothing
229 spring nothing sunny 10 51 7 yes yes none 0 work
230 autumn storm heavyCloudy 19 89 2 yes no cereal 6 doNothing
231 winter nothing heavyCloudy -6 99 10 no yes fruit 70 doNothing
232 spring nothing sunny 2 84 49 yes no none 0 work
233 summer nothing heavyCloudy 27 11 32 no yes cereal 22 work
234 summer nothing partCloudy 27 55 39 yes yes none 0 work
235 winter nothing heavyCloudy -13 53 1 yes yes none 0 doNothing
236 summer nothing partCloudy 27 15 78 yes yes cereal 43 work
237 winter nothing partCloudy -4 79 5 no no vegetable 1 doNothing
238 winter nothing sunny -1 6 31 no no fruit 13 doNothing
239 summer storm precipitation 31 86 32 no yes fruit 98 doNothing
240 winter nothing precipitation -2 96 89 yes yes cereal 57 doNothing
241 spring nothing sunny 18 28 92 yes no fruit 20 work
242 summer nothing precipitation 27 90 37 yes no cereal 55 work
243 summer nothing heavyCloudy 32 41 3 no no cereal 35 work
244 autumn nothing precipitation 2 31 90 yes no cereal 7 doNothing
245 winter nothing partCloudy -9 74 28 yes yes fruit 72 doNothing
246 summer nothing partCloudy 23 8 99 no yes none 0 work
247 spring nothing heavyCloudy 8 85 29 no no none 0 work
248 winter nothing sunny -6 67 100 yes yes fruit 25 doNothing
249 winter nothing partCloudy 10 88 85 yes yes cereal 68 doNothing
250 spring nothing sunny 20 99 73 no no vegetable 18 work
251 spring nothing sunny 12 52 22 no no none 0 work
252 winter nothing sunny -18 16 57 no no vegetable 69 doNothing
253 winter nothing partCloudy -13 17 10 no no vegetable 93 doNothing
254 summer nothing partCloudy 23 18 24 no yes fruit 7 work
255 spring nothing partCloudy 2 50 95 yes yes vegetable 49 doNothing
256 summer nothing partCloudy 23 51 40 yes no none 0 work
257 summer nothing partCloudy 28 61 28 yes no cereal 61 work
258 summer nothing precipitation 25 37 20 yes no vegetable 18 work
259 spring nothing sunny 11 48 62 no no fruit 94 work
260 spring tornado heavyCloudy 1 85 91 no no none 0 doNothing
261 autumn nothing partCloudy 21 13 92 yes no vegetable 66 work
262 autumn nothing precipitation 2 25 95 no no cereal 18 doNothing
263 autumn nothing precipitation 0 50 32 no yes vegetable 92 doNothing
264 winter nothing partCloudy -18 27 2 no yes none 0 doNothing
265 autumn nothing precipitation 7 49 6 no no fruit 92 doNothing
266 autumn nothing precipitation 19 21 48 yes no cereal 93 work
267 autumn nothing precipitation 7 54 12 no no none 0 work
268 spring nothing sunny 1 25 30 yes no fruit 20 doNothing
269 autumn nothing partCloudy 9 80 44 no no vegetable 49 doNothing
270 summer nothing heavyCloudy 20 95 36 no yes fruit 11 work
271 winter nothing partCloudy -17 3 9 yes yes vegetable 94 doNothing
272 winter nothing partCloudy -15 62 35 no yes fruit 51 doNothing
273 summer nothing sunny 35 6 24 no no cereal 94 work
274 summer nothing partCloudy 34 95 37 yes no vegetable 86 work
275 summer drought precipitation 36 25 83 yes no fruit 87 work
276 spring nothing heavyCloudy 12 29 32 no no cereal 86 work
277 winter nothing sunny -15 44 70 no no fruit 82 doNothing
278 winter nothing heavyCloudy 3 23 18 yes yes fruit 60 doNothing
279 summer nothing precipitation 20 71 73 yes no cereal 3 work
280 winter nothing precipitation -4 90 10 yes yes cereal 51 doNothing
281 autumn nothing sunny 4 70 73 yes yes cereal 15 doNothing
282 winter nothing heavyCloudy 10 81 76 yes yes vegetable 80 doNothing
283 spring nothing partCloudy 2 2 22 yes yes vegetable 21 doNothing
284 spring nothing precipitation 17 4 67 yes no cereal 69 work
285 spring nothing heavyCloudy 10 48 55 no yes cereal 100 doNothing
286 autumn nothing precipitation 3 29 41 no yes none 0 work
287 spring nothing precipitation 13 58 27 no yes fruit 16 work
288 summer nothing partCloudy 28 85 14 no yes none 0 work
289 summer storm heavyCloudy 30 19 15 no yes vegetable 49 doNothing
290 summer tornado heavyCloudy 30 74 21 yes no cereal 16 doNothing
291 summer nothing heavyCloudy 33 38 35 no no vegetable 91 work
292 spring nothing partCloudy 1 68 59 yes yes vegetable 14 doNothing
293 summer nothing precipitation 22 41 14 no yes cereal 48 work
294 autumn nothing precipitation 8 66 44 no no cereal 65 doNothing
295 spring nothing sunny 7 35 72 yes no fruit 92 doNothing
296 summer nothing heavyCloudy 24 36 81 no yes cereal 6 work
297 winter nothing heavyCloudy -5 26 27 no no cereal 78 doNothing
298 summer nothing sunny 27 45 40 yes no fruit 57 work
299 spring nothing precipitation 8 30 79 yes yes none 0 work
300 winter nothing sunny 7 76 71 no yes fruit 75 doNothing
301 winter nothing precipitation 9 49 5 yes no fruit 7 doNothing