Decision_trees #3
@ -4,7 +4,7 @@
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<content url="file://$MODULE_DIR$">
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<excludeFolder url="file://$MODULE_DIR$/venv" />
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</content>
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<orderEntry type="jdk" jdkName="Python 3.9" jdkType="Python SDK" />
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<orderEntry type="jdk" jdkName="Python 3.10 (Traktor)" jdkType="Python SDK" />
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<orderEntry type="sourceFolder" forTests="false" />
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</component>
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</module>
|
@ -1,4 +0,0 @@
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<?xml version="1.0" encoding="UTF-8"?>
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<project version="4">
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<component name="ProjectRootManager" version="2" project-jdk-name="Python 3.9" project-jdk-type="Python SDK" />
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</project>
|
45
source/decision_tree.py
Normal file
45
source/decision_tree.py
Normal file
@ -0,0 +1,45 @@
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import pandas as pd
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from sklearn.model_selection import train_test_split
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import joblib
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from sklearn.tree import DecisionTreeClassifier, plot_tree
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import matplotlib.pyplot as plt
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dtype_dict = {
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'season': str,
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'anomalies': bool,
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'weather': str,
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'temp': int,
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'water': int,
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'nutri': int,
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'pests': int,
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'weeds': int,
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'type': str,
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'ripeness': int,
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'target_column': str
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}
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# Wczytaj dane z pliku CSV
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data = pd.read_csv('resources/dataset.csv', header=0, dtype=dtype_dict)
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#print(data)
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X = data.drop('target_column', axis=1)
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y = data['target_column']
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X = pd.get_dummies(X)
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# X.to_csv('model_data1.csv', index=False)
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# Podział danych na zbiór treningowy i testowy
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X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)
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# Dopasowanie modelu drzewa decyzyjnego
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model = DecisionTreeClassifier()
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model.fit(X_train, y_train)
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fig = plt.figure(figsize=(25, 20))
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_ = plot_tree(model, feature_names=X.columns, class_names=model.classes_, filled=True)
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plt.savefig('drzewo_decyzyjne.png')
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plt.show()
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# 'model' to wcześniej wytrenowany model drzewa decyzyjnego
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joblib.dump(model, 'model.pkl')
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BIN
source/drzewo_decyzyjne.png
Normal file
BIN
source/drzewo_decyzyjne.png
Normal file
Binary file not shown.
After Width: | Height: | Size: 258 KiB |
@ -12,7 +12,7 @@ class Dirt:
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# add a couple new properties
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def pests_and_weeds(self):
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i = random.randint(1, 20) # 5% szans na szkodniki, 10% na chwasty, 5 na obydwa 15 na kamien
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i = random.randint(1, 20) # 5% szans na szkodniki, 10% na chwasty, 5 na obydwa 5 na kamien
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if i == 1:
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self.pest = True
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elif i == 2 or i == 3:
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@ -1,6 +1,8 @@
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import pygame
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import time
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import random
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import pandas as pd
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import joblib
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from area.constants import WIDTH, HEIGHT, TILE_SIZE
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from area.field import drawWindow
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@ -68,15 +70,64 @@ def main():
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d1 = Dirt(random.randint(1, 100), random.randint(1,100))
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d1.pests_and_weeds()
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tile1.ground=d1
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#movement based on route-planning (test):
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if d1.pest:
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pe = 1
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else:
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pe = 0
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if d1.weed:
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we = 1
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else:
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we = 0
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if p1.plant_type == 'cereal':
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t1 = True
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t2 = False
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t3 = False
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t4 = False
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else:
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t1 = False
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if p1.plant_type == 'fruit':
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t2 = True
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t3 = False
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t4 = False
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else:
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t2 = False
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if p1.plant_type == 'vegetable':
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t4 = True
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t3 = False
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else:
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t3 = True
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t4 = False
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dane = {
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'anomalies': [True],
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'temp': [17],
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'water': [d1.water_level],
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'nutri': [d1.nutrients_level],
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'pests': [pe],
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'weeds': [we],
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'ripeness': [p1.growth_level],
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'season_autumn': [True], 'season_spring': [False], 'season_summer': [False], 'season_winter': [False],
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'weather_heavyCloudy': [False], 'weather_partCloudy': [False], 'weather_precipitation': [False],
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'weather_sunny': [True],
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'type_cereal': [t1], 'type_fruit': [t2], 'type_none': [t3], 'type_vegetable': [t4]
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}
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df = pd.DataFrame(dane)
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df.to_csv('model_data.csv', index=False)
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model = joblib.load('model.pkl')
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nowe_dane = pd.read_csv('model_data.csv')
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predykcje = model.predict(nowe_dane)
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# movement based on route-planning (test):
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tractor.draw_tractor(WIN)
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time.sleep(1)
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if moves != False:
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do_actions(tractor, WIN, moves)
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tractor.work_on_field(tile1, d1, p1)
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print(predykcje)
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if predykcje == 'work':
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tractor.work_on_field(tile1, d1, p1)
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time.sleep(30)
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print("\n")
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BIN
source/model.pkl
Normal file
BIN
source/model.pkl
Normal file
Binary file not shown.
2
source/model_data.csv
Normal file
2
source/model_data.csv
Normal file
@ -0,0 +1,2 @@
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anomalies,temp,water,nutri,pests,weeds,ripeness,season_autumn,season_spring,season_summer,season_winter,weather_heavyCloudy,weather_partCloudy,weather_precipitation,weather_sunny,type_cereal,type_fruit,type_none,type_vegetable
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True,17,32,2,0,0,54,True,False,False,False,False,False,False,True,True,False,False,False
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301
source/resources/dataset.csv
Normal file
301
source/resources/dataset.csv
Normal file
@ -0,0 +1,301 @@
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season,anomalies,weather,temp,water,nutri,pests,weeds,type,ripeness,target_column
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winter,False,precipitation,5,44,17,1,0,vegetable,76,doNothing
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spring,False,heavyCloudy,12,22,83,0,0,cereal,83,work
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summer,False,sunny,25,85,84,0,0,cereal,85,work
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summer,False,precipitation,24,24,67,0,0,none,0,work
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spring,False,sunny,4,44,35,1,0,vegetable,96,work
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summer,False,partCloudy,33,78,54,0,1,cereal,89,work
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winter,False,heavyCloudy,-1,27,87,1,1,cereal,1,doNothing
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autumn,True,sunny,15,45,99,1,1,cereal,49,doNothing
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autumn,False,partCloudy,20,54,81,0,1,none,0,work
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winter,False,heavyCloudy,-5,50,49,0,1,fruit,42,doNothing
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summer,False,heavyCloudy,35,95,31,1,1,none,0,work
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summer,False,partCloudy,36,14,42,0,1,vegetable,96,work
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summer,False,precipitation,31,62,45,1,0,vegetable,3,work
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summer,True,precipitation,35,35,41,1,0,none,0,doNothing
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summer,True,heavyCloudy,35,33,97,0,0,fruit,76,work
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autumn,False,sunny,3,24,62,1,1,vegetable,21,work
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winter,False,partCloudy,-18,80,37,0,0,cereal,24,doNothing
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spring,True,precipitation,21,15,58,1,0,fruit,49,doNothing
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autumn,False,precipitation,16,62,75,1,0,fruit,69,work
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winter,False,heavyCloudy,-11,69,9,0,1,none,0,doNothing
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autumn,False,sunny,21,6,24,0,0,vegetable,99,work
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summer,False,heavyCloudy,23,1,33,0,0,none,0,work
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autumn,False,sunny,18,80,42,0,0,vegetable,47,work
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summer,False,partCloudy,35,69,38,1,0,vegetable,40,work
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summer,False,heavyCloudy,27,98,34,0,1,vegetable,20,work
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winter,False,heavyCloudy,-3,9,3,0,1,none,0,doNothing
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summer,False,heavyCloudy,26,79,28,1,0,fruit,20,work
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spring,False,precipitation,3,9,53,0,1,vegetable,30,doNothing
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autumn,False,sunny,6,31,1,1,0,fruit,31,work
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autumn,False,sunny,8,2,70,1,0,vegetable,54,work
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spring,False,precipitation,8,21,1,1,0,fruit,92,doNothing
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autumn,False,heavyCloudy,11,4,32,1,1,fruit,63,work
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winter,True,precipitation,-10,57,67,1,1,cereal,43,doNothing
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winter,False,precipitation,-13,90,14,1,1,fruit,29,doNothing
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autumn,True,precipitation,10,68,46,0,0,fruit,18,doNothing
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spring,False,heavyCloudy,8,41,55,1,1,fruit,12,work
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winter,False,heavyCloudy,-10,24,25,0,0,vegetable,32,doNothing
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spring,False,heavyCloudy,0,40,6,0,0,none,0,work
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autumn,False,sunny,22,7,88,0,1,vegetable,71,work
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spring,True,precipitation,0,56,21,0,0,cereal,46,doNothing
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autumn,False,sunny,13,37,49,0,1,vegetable,94,work
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summer,False,precipitation,20,14,39,0,0,cereal,97,work
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autumn,False,heavyCloudy,18,74,38,1,0,vegetable,32,work
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autumn,False,heavyCloudy,2,100,70,0,0,none,0,work
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autumn,False,precipitation,19,30,16,0,1,cereal,17,work
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summer,False,sunny,26,94,83,1,1,fruit,25,work
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autumn,False,heavyCloudy,14,91,62,0,0,vegetable,25,work
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autumn,False,partCloudy,12,34,98,0,0,none,0,work
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spring,True,heavyCloudy,5,64,50,0,0,vegetable,31,doNothing
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summer,True,heavyCloudy,30,60,55,0,0,none,0,doNothing
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summer,False,sunny,22,35,2,0,1,vegetable,20,work
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spring,False,sunny,21,87,22,0,1,cereal,45,work
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winter,False,heavyCloudy,-2,48,83,0,1,vegetable,3,doNothing
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winter,False,heavyCloudy,-15,55,6,0,1,none,0,doNothing
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summer,False,heavyCloudy,35,5,68,1,0,vegetable,79,work
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summer,True,heavyCloudy,35,99,35,1,0,fruit,79,doNothing
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winter,False,sunny,-1,35,57,1,0,vegetable,80,doNothing
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summer,True,precipitation,31,55,73,0,1,vegetable,24,doNothing
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autumn,True,precipitation,21,26,84,0,0,vegetable,49,doNothing
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winter,False,precipitation,-8,13,30,1,0,none,0,doNothing
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autumn,False,heavyCloudy,20,58,15,1,0,cereal,56,work
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spring,False,partCloudy,12,25,61,1,1,vegetable,11,work
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winter,False,partCloudy,-14,58,54,0,1,none,0,doNothing
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autumn,False,sunny,6,4,96,1,0,cereal,42,work
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summer,False,sunny,29,74,98,0,1,vegetable,22,work
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summer,False,sunny,32,83,90,1,0,none,0,work
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summer,True,sunny,33,11,11,0,1,fruit,45,work
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spring,False,sunny,3,54,13,1,1,none,0,work
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autumn,False,heavyCloudy,20,67,97,0,0,cereal,68,doNothing
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spring,False,sunny,5,35,54,0,0,vegetable,37,work
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summer,False,precipitation,31,44,68,1,0,vegetable,9,work
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winter,False,heavyCloudy,-11,59,18,1,1,cereal,11,doNothing
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summer,False,precipitation,30,32,57,1,1,fruit,18,work
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summer,False,sunny,27,31,54,0,1,vegetable,67,work
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summer,False,precipitation,29,70,73,1,0,fruit,71,work
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spring,False,sunny,18,67,22,1,0,fruit,64,work
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spring,False,partCloudy,13,40,18,1,0,fruit,7,work
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summer,False,precipitation,23,24,6,1,0,vegetable,90,work
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autumn,False,heavyCloudy,1,59,84,0,0,none,0,work
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spring,False,precipitation,2,47,99,0,0,vegetable,83,doNothing
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summer,False,precipitation,32,9,94,1,0,cereal,18,work
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winter,False,partCloudy,-14,56,74,1,1,fruit,24,doNothing
|
||||
winter,False,sunny,-5,100,55,0,0,cereal,57,doNothing
|
||||
summer,False,sunny,30,99,99,1,1,cereal,31,work
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winter,True,precipitation,-13,56,58,1,0,none,0,doNothing
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spring,False,precipitation,1,24,21,1,1,none,0,work
|
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spring,False,heavyCloudy,2,38,56,0,0,fruit,9,work
|
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winter,False,partCloudy,-7,60,71,0,0,cereal,70,doNothing
|
||||
autumn,False,precipitation,2,71,2,0,1,cereal,26,doNothing
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autumn,False,sunny,19,99,7,1,1,none,0,work
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spring,False,sunny,8,41,35,0,1,vegetable,89,work
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winter,False,sunny,-14,58,94,0,1,vegetable,29,doNothing
|
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summer,True,precipitation,30,3,58,1,0,none,0,doNothing
|
||||
winter,False,precipitation,8,17,76,1,0,vegetable,47,doNothing
|
||||
spring,True,precipitation,20,38,65,0,1,cereal,49,doNothing
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||||
winter,False,partCloudy,-4,8,10,0,1,cereal,74,doNothing
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autumn,False,sunny,2,100,7,1,1,none,0,work
|
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autumn,False,partCloudy,17,88,89,0,1,vegetable,17,work
|
||||
autumn,False,partCloudy,16,76,54,1,0,vegetable,98,work
|
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spring,False,sunny,2,14,25,0,1,vegetable,8,work
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spring,False,precipitation,5,34,1,1,0,none,0,work
|
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autumn,False,heavyCloudy,9,20,28,0,0,cereal,88,work
|
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autumn,False,heavyCloudy,20,17,84,0,0,cereal,15,work
|
||||
winter,False,heavyCloudy,-18,43,33,0,1,cereal,31,doNothing
|
||||
autumn,False,partCloudy,2,1,3,1,1,cereal,86,work
|
||||
summer,False,heavyCloudy,34,58,23,0,0,cereal,27,work
|
||||
summer,False,precipitation,31,22,14,0,1,fruit,33,work
|
||||
winter,False,sunny,-5,98,51,1,0,none,0,doNothing
|
||||
winter,False,precipitation,-17,74,78,1,0,none,0,doNothing
|
||||
summer,False,precipitation,29,3,54,0,0,none,0,work
|
||||
autumn,False,precipitation,7,45,29,1,1,cereal,52,doNothing
|
||||
spring,False,sunny,7,21,30,0,1,fruit,38,work
|
||||
summer,False,heavyCloudy,28,73,75,1,1,none,0,work
|
||||
summer,False,heavyCloudy,32,49,43,0,0,vegetable,74,work
|
||||
autumn,True,precipitation,0,99,66,0,0,none,0,doNothing
|
||||
summer,True,partCloudy,32,46,99,0,1,none,0,work
|
||||
autumn,False,heavyCloudy,21,26,44,1,0,none,0,work
|
||||
summer,True,precipitation,30,28,89,1,1,cereal,65,doNothing
|
||||
autumn,False,heavyCloudy,20,100,46,1,0,fruit,25,work
|
||||
winter,False,partCloudy,-3,78,63,1,0,vegetable,18,doNothing
|
||||
spring,False,partCloudy,22,8,86,1,1,none,0,work
|
||||
winter,False,partCloudy,2,34,30,1,0,fruit,95,doNothing
|
||||
summer,True,partCloudy,31,35,26,0,0,fruit,3,work
|
||||
winter,False,partCloudy,9,80,24,1,1,vegetable,67,doNothing
|
||||
winter,False,heavyCloudy,-19,85,14,1,1,vegetable,33,doNothing
|
||||
autumn,False,partCloudy,3,15,6,0,0,vegetable,11,work
|
||||
winter,False,partCloudy,10,20,62,1,1,fruit,90,doNothing
|
||||
autumn,False,precipitation,11,93,90,1,0,vegetable,87,work
|
||||
summer,False,partCloudy,22,79,60,1,1,none,0,work
|
||||
winter,True,precipitation,-6,55,88,1,0,vegetable,64,doNothing
|
||||
winter,False,precipitation,-13,31,62,0,1,fruit,70,doNothing
|
||||
autumn,False,precipitation,20,90,2,1,1,fruit,73,work
|
||||
winter,False,heavyCloudy,9,100,76,1,1,cereal,41,doNothing
|
||||
summer,False,partCloudy,30,8,90,1,1,cereal,15,work
|
||||
winter,False,heavyCloudy,4,27,77,1,1,vegetable,99,doNothing
|
||||
summer,False,partCloudy,33,67,34,0,0,cereal,44,work
|
||||
summer,True,precipitation,34,28,100,1,0,vegetable,64,work
|
||||
winter,True,precipitation,-9,34,88,1,1,cereal,5,doNothing
|
||||
spring,False,heavyCloudy,10,33,54,1,0,fruit,63,work
|
||||
spring,False,precipitation,0,77,32,0,0,fruit,100,doNothing
|
||||
autumn,False,sunny,3,7,59,1,0,cereal,62,work
|
||||
winter,False,heavyCloudy,-2,50,37,0,0,vegetable,51,doNothing
|
||||
summer,False,partCloudy,33,74,88,1,1,fruit,49,work
|
||||
spring,False,sunny,14,14,29,1,1,none,0,work
|
||||
summer,False,heavyCloudy,24,98,18,1,0,vegetable,99,work
|
||||
winter,False,heavyCloudy,-15,52,38,0,1,vegetable,66,doNothing
|
||||
spring,True,partCloudy,9,62,24,0,1,fruit,67,doNothing
|
||||
spring,False,precipitation,2,87,100,1,0,vegetable,39,doNothing
|
||||
spring,False,precipitation,16,94,45,0,0,vegetable,35,work
|
||||
winter,False,precipitation,5,41,82,0,1,fruit,80,doNothing
|
||||
spring,False,partCloudy,13,49,4,1,0,cereal,97,work
|
||||
winter,False,partCloudy,-17,24,42,1,1,fruit,71,doNothing
|
||||
spring,False,heavyCloudy,20,45,71,1,1,vegetable,58,work
|
||||
winter,False,precipitation,-8,78,81,1,1,fruit,8,doNothing
|
||||
spring,False,partCloudy,5,31,82,0,1,fruit,18,work
|
||||
autumn,False,sunny,6,75,85,0,0,fruit,18,doNothing
|
||||
spring,False,precipitation,14,9,1,1,0,none,0,work
|
||||
winter,False,heavyCloudy,2,37,5,1,1,cereal,1,doNothing
|
||||
summer,False,precipitation,20,44,28,1,1,none,0,work
|
||||
winter,False,partCloudy,-4,97,90,1,1,vegetable,94,doNothing
|
||||
summer,True,precipitation,26,46,55,1,0,cereal,91,doNothing
|
||||
spring,False,sunny,15,97,67,1,1,none,0,work
|
||||
summer,False,partCloudy,33,40,14,1,0,none,0,work
|
||||
spring,False,partCloudy,4,23,51,0,0,vegetable,8,work
|
||||
summer,False,sunny,20,66,76,1,1,vegetable,71,work
|
||||
winter,False,sunny,-11,2,98,0,1,vegetable,29,doNothing
|
||||
spring,False,sunny,9,67,74,0,0,none,0,work
|
||||
autumn,False,precipitation,17,23,94,1,1,none,0,work
|
||||
autumn,False,heavyCloudy,22,65,69,0,1,fruit,79,work
|
||||
winter,False,heavyCloudy,-2,35,82,1,1,cereal,20,doNothing
|
||||
winter,True,heavyCloudy,-10,1,73,1,0,fruit,77,doNothing
|
||||
autumn,False,sunny,4,58,71,1,1,fruit,94,work
|
||||
summer,False,sunny,32,44,20,1,1,vegetable,48,work
|
||||
summer,False,heavyCloudy,31,68,37,1,0,cereal,42,work
|
||||
winter,False,heavyCloudy,-1,69,34,0,0,none,0,doNothing
|
||||
spring,False,heavyCloudy,10,27,43,1,1,vegetable,49,work
|
||||
summer,False,partCloudy,26,86,12,0,1,none,0,work
|
||||
winter,True,precipitation,5,62,62,1,1,cereal,85,doNothing
|
||||
winter,False,partCloudy,9,29,83,1,0,vegetable,14,doNothing
|
||||
spring,False,sunny,8,22,33,0,1,cereal,23,work
|
||||
summer,False,partCloudy,34,38,2,1,1,fruit,29,work
|
||||
autumn,False,heavyCloudy,2,65,91,1,1,vegetable,49,work
|
||||
spring,False,sunny,3,73,32,0,0,fruit,61,work
|
||||
spring,False,precipitation,7,68,70,0,0,none,0,work
|
||||
winter,False,partCloudy,10,68,2,0,0,cereal,80,doNothing
|
||||
winter,False,precipitation,-16,89,7,0,0,fruit,92,doNothing
|
||||
winter,False,precipitation,0,31,49,0,1,cereal,18,doNothing
|
||||
spring,False,heavyCloudy,7,44,86,1,1,none,0,work
|
||||
summer,False,sunny,24,1,75,0,1,none,0,work
|
||||
summer,True,heavyCloudy,39,3,100,1,0,cereal,30,work
|
||||
winter,False,heavyCloudy,2,88,69,1,1,cereal,79,doNothing
|
||||
spring,False,heavyCloudy,16,100,21,0,1,cereal,57,work
|
||||
autumn,True,heavyCloudy,1,17,62,0,1,cereal,92,doNothing
|
||||
autumn,False,sunny,1,69,54,0,0,cereal,62,work
|
||||
autumn,False,sunny,17,62,84,0,1,vegetable,18,work
|
||||
summer,False,heavyCloudy,24,57,84,0,1,vegetable,1,work
|
||||
spring,False,partCloudy,8,80,61,0,0,none,0,work
|
||||
autumn,False,heavyCloudy,1,93,79,0,0,fruit,62,work
|
||||
winter,False,sunny,-4,51,33,1,0,none,0,doNothing
|
||||
autumn,False,precipitation,4,51,73,1,1,fruit,57,doNothing
|
||||
autumn,True,heavyCloudy,5,88,81,0,1,fruit,25,doNothing
|
||||
summer,False,precipitation,30,26,45,0,0,none,0,work
|
||||
winter,False,partCloudy,3,88,46,1,0,none,0,doNothing
|
||||
autumn,False,heavyCloudy,8,20,34,0,1,fruit,62,work
|
||||
spring,False,partCloudy,15,34,33,0,0,vegetable,16,work
|
||||
winter,False,heavyCloudy,-20,80,25,1,0,vegetable,45,doNothing
|
||||
spring,False,precipitation,6,34,78,1,0,cereal,6,doNothing
|
||||
spring,True,heavyCloudy,3,97,65,1,0,fruit,21,doNothing
|
||||
summer,False,precipitation,34,49,65,1,0,vegetable,10,work
|
||||
summer,True,precipitation,26,29,2,0,0,cereal,56,doNothing
|
||||
autumn,False,partCloudy,10,3,19,0,0,vegetable,67,work
|
||||
spring,False,sunny,19,60,71,0,1,cereal,5,work
|
||||
winter,False,partCloudy,5,11,66,0,0,none,0,doNothing
|
||||
winter,False,heavyCloudy,-13,86,29,1,1,cereal,98,doNothing
|
||||
summer,False,precipitation,33,19,2,1,1,cereal,78,work
|
||||
spring,False,precipitation,13,6,40,0,0,cereal,49,work
|
||||
summer,False,partCloudy,31,15,70,1,0,cereal,100,work
|
||||
spring,False,heavyCloudy,8,40,1,0,0,cereal,83,work
|
||||
spring,False,partCloudy,10,77,95,1,1,fruit,85,work
|
||||
spring,False,partCloudy,3,96,32,1,1,fruit,16,work
|
||||
winter,False,sunny,-11,24,5,1,0,none,0,doNothing
|
||||
summer,True,heavyCloudy,34,14,11,0,0,vegetable,36,doNothing
|
||||
summer,True,precipitation,34,69,54,1,0,none,0,doNothing
|
||||
spring,True,precipitation,21,92,44,0,0,fruit,34,doNothing
|
||||
spring,False,sunny,10,58,14,1,1,none,0,work
|
||||
spring,False,partCloudy,9,22,68,0,0,vegetable,85,work
|
||||
winter,False,precipitation,-20,62,18,0,1,vegetable,78,doNothing
|
||||
spring,False,sunny,10,51,7,1,1,none,0,work
|
||||
autumn,True,heavyCloudy,19,89,2,1,0,cereal,6,doNothing
|
||||
winter,False,heavyCloudy,-6,99,10,0,1,fruit,70,doNothing
|
||||
spring,False,sunny,2,84,49,1,0,none,0,work
|
||||
summer,False,heavyCloudy,27,11,32,0,1,cereal,22,work
|
||||
summer,False,partCloudy,27,55,39,1,1,none,0,work
|
||||
winter,False,heavyCloudy,-13,53,1,1,1,none,0,doNothing
|
||||
summer,False,partCloudy,27,15,78,1,1,cereal,43,work
|
||||
winter,False,partCloudy,-4,79,5,0,0,vegetable,1,doNothing
|
||||
winter,False,sunny,-1,6,31,0,0,fruit,13,doNothing
|
||||
summer,True,precipitation,31,86,32,0,1,fruit,98,doNothing
|
||||
winter,False,precipitation,-2,96,89,1,1,cereal,57,doNothing
|
||||
spring,False,sunny,18,28,92,1,0,fruit,20,work
|
||||
summer,False,precipitation,27,90,37,1,0,cereal,55,work
|
||||
summer,False,heavyCloudy,32,41,3,0,0,cereal,35,work
|
||||
autumn,False,precipitation,2,31,90,1,0,cereal,7,doNothing
|
||||
winter,False,partCloudy,-9,74,28,1,1,fruit,72,doNothing
|
||||
summer,False,partCloudy,23,8,99,0,1,none,0,work
|
||||
spring,False,heavyCloudy,8,85,29,0,0,none,0,work
|
||||
winter,False,sunny,-6,67,100,1,1,fruit,25,doNothing
|
||||
winter,False,partCloudy,10,88,85,1,1,cereal,68,doNothing
|
||||
spring,False,sunny,20,99,73,0,0,vegetable,18,work
|
||||
spring,False,sunny,12,52,22,0,0,none,0,work
|
||||
winter,False,sunny,-18,16,57,0,0,vegetable,69,doNothing
|
||||
winter,False,partCloudy,-13,17,10,0,0,vegetable,93,doNothing
|
||||
summer,False,partCloudy,23,18,24,0,1,fruit,7,work
|
||||
spring,False,partCloudy,2,50,95,1,1,vegetable,49,work
|
||||
summer,False,partCloudy,23,51,40,1,0,none,0,work
|
||||
summer,False,partCloudy,28,61,28,1,0,cereal,61,work
|
||||
summer,False,precipitation,25,37,20,1,0,vegetable,18,work
|
||||
spring,False,sunny,11,48,62,0,0,fruit,94,work
|
||||
spring,True,heavyCloudy,1,85,91,0,0,none,0,doNothing
|
||||
autumn,False,partCloudy,21,13,92,1,0,vegetable,66,work
|
||||
autumn,False,precipitation,2,25,95,0,0,cereal,18,doNothing
|
||||
autumn,False,precipitation,0,50,32,0,1,vegetable,92,doNothing
|
||||
winter,False,partCloudy,-18,27,2,0,1,none,0,doNothing
|
||||
autumn,False,precipitation,7,49,6,0,0,fruit,92,doNothing
|
||||
autumn,False,precipitation,19,21,48,1,0,cereal,93,work
|
||||
autumn,False,precipitation,7,54,12,0,0,none,0,work
|
||||
spring,False,sunny,1,25,30,1,0,fruit,20,work
|
||||
autumn,False,partCloudy,9,80,44,0,0,vegetable,49,work
|
||||
summer,False,heavyCloudy,20,95,36,0,1,fruit,11,work
|
||||
winter,False,partCloudy,-17,3,9,1,1,vegetable,94,doNothing
|
||||
winter,False,partCloudy,-15,62,35,0,1,fruit,51,doNothing
|
||||
summer,False,sunny,35,6,24,0,0,cereal,94,work
|
||||
summer,False,partCloudy,34,95,37,1,0,vegetable,86,work
|
||||
summer,True,precipitation,36,25,83,1,0,fruit,87,work
|
||||
spring,False,heavyCloudy,12,29,32,0,0,cereal,86,work
|
||||
winter,False,sunny,-15,44,70,0,0,fruit,82,doNothing
|
||||
winter,False,heavyCloudy,3,23,18,1,1,fruit,60,doNothing
|
||||
summer,False,precipitation,20,71,73,1,0,cereal,3,work
|
||||
winter,False,precipitation,-4,90,10,1,1,cereal,51,doNothing
|
||||
autumn,False,sunny,4,70,73,1,1,cereal,15,work
|
||||
winter,False,heavyCloudy,10,81,76,1,1,vegetable,80,doNothing
|
||||
spring,False,partCloudy,2,2,22,1,1,vegetable,21,work
|
||||
spring,False,precipitation,17,4,67,1,0,cereal,69,work
|
||||
spring,False,heavyCloudy,10,48,55,0,1,cereal,100,work
|
||||
autumn,False,precipitation,3,29,41,0,1,none,0,work
|
||||
spring,False,precipitation,13,58,27,0,1,fruit,16,work
|
||||
summer,False,partCloudy,28,85,14,0,1,none,0,work
|
||||
summer,True,heavyCloudy,30,19,15,0,1,vegetable,49,doNothing
|
||||
summer,True,heavyCloudy,30,74,21,1,0,cereal,16,doNothing
|
||||
summer,False,heavyCloudy,33,38,35,0,0,vegetable,91,work
|
||||
spring,False,partCloudy,1,68,59,1,1,vegetable,14,work
|
||||
summer,False,precipitation,22,41,14,0,1,cereal,48,work
|
||||
autumn,False,precipitation,8,66,44,0,0,cereal,65,doNothing
|
||||
spring,False,sunny,7,35,72,1,0,fruit,92,work
|
||||
summer,False,heavyCloudy,24,36,81,0,1,cereal,6,work
|
||||
winter,False,heavyCloudy,-5,26,27,0,0,cereal,78,doNothing
|
||||
summer,False,sunny,27,45,40,1,0,fruit,57,work
|
||||
spring,False,precipitation,8,30,79,1,1,none,0,work
|
||||
winter,False,sunny,7,76,71,0,1,fruit,75,doNothing
|
||||
winter,False,precipitation,9,49,5,1,0,fruit,7,doNothing
|
|
Loading…
Reference in New Issue
Block a user