- Nataliia Rastoropova
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CodingHours CoffeeCupsPerDay CoffeeTime CodingWithoutCoffee CoffeeType CoffeeSolveBugs Gender Country AgeRange | |
0 8 2 Before coding Yes Caffè latte Sometimes Female Lebanon 18 to 29 | |
1 3 2 Before coding Yes Americano Yes Female Lebanon 30 to 39 | |
2 5 3 While coding No Nescafe Yes Female Lebanon 18 to 29 | |
3 8 2 Before coding No Nescafe Yes Male Lebanon NaN | |
4 10 3 While coding Sometimes Turkish No Male Lebanon 18 to 29 | |
5 8 2 While coding Sometimes Nescafe Yes Male Lebanon 30 to 39 | |
6 5 2 While coding Yes Nescafe Sometimes Male Lebanon NaN |
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import pandas as pd | |
import seaborn as sns | |
import numpy as np | |
import matplotlib.pyplot as plot | |
df = pd.read_csv('..DataSet/CoffeeAndCodeLT2018.csv') | |
def look_at_data(dataset): | |
print(dataset.head(10)) | |
print(dataset.info()) | |
print(dataset.shape) |
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fig, ax = plot.subplots() | |
fig = sns.distplot(df['CoffeeCupsPerDay'], hist=True, kde=True, | |
bins=8, color = 'c', | |
hist_kws={'edgecolor':'black'}, | |
kde_kws={'linewidth': 4}) | |
ax.set_xlabel('CoffeeCupsPerDay') | |
ax.set_ylabel('Frequency') | |
ax.set_title('Histogram of cups of coffee are drunk by programmers') | |
plot.axvline(df['CoffeeCupsPerDay'].mean(), color='k', linestyle='dashed', linewidth=1) | |
min_ylim, max_ylim = plot.ylim() |
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array1 = [] | |
array2 = [] | |
array3 = [] | |
array4 = [] | |
n = 300 | |
for i in range(1,n): | |
array1.append(df['CoffeeCupsPerDay'].sample(n=10, replace= True).mean()) | |
array2.append(df['CoffeeCupsPerDay'].sample(n=40, replace=True).mean()) | |
array4.append(df['CoffeeCupsPerDay'].sample(n=60, replace=True).mean()) | |
array3.append(df['CoffeeCupsPerDay'].sample(n=80, replace=True).mean()) |
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App Category Rating Reviews Size Installs Type Price Content Rating Genres Last Updated Current Ver Android Ver | |
0 Photo Editor & Candy Camera & Grid & ScrapBook ART_AND_DESIGN 4.1 159 19M 10,000+ Free 0 Everyone Art & Design January 7, 2018 1.0.0 4.0.3 and up | |
1 Coloring book moana ART_AND_DESIGN 3.9 967 14M 500,000+ Free 0 Everyone Art & Design;Pretend Play January 15, 2018 2.0.0 4.0.3 and up | |
2 U Launcher Lite – FREE Live Cool Themes, Hide ... ART_AND_DESIGN 4.7 87510 8.7M 5,000,000+ Free 0 Everyone Art & Design August 1, 2018 1.2.4 4.0.3 and up | |
3 Sketch - Draw & Paint ART_AND_DESIGN 4.5 215644 25M 50,000,000+ Free 0 Teen Art & Design June 8, 201 |
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Data columns (total 13 columns): | |
App 10841 non-null object Price 10841 non-null object | |
Category 10841 non-null object Content Rating 10840 non-null object | |
Rating 9367 non-null float64 Genres 10841 non-null object | |
Reviews 10841 non-null object Last Updated 10841 non-null object | |
Size 10841 non-null object Current Ver 10833 non-null object | |
Installs 10841 non-null object Android Ver 10838 non-null object | |
Type 10840 non-null object | |
dtypes: float64(1), object(12) |
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fixed acidity | volatile acidity | citric acid | residual sugar | chlorides | free sulfur dioxide | total sulfur dioxide | density | pH | sulphates | alcohol | quality | ||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
count | 1599.00000 | 1599.00000 | 1599.00000 | 1599.00000 | 1599.00000 | 1599.00000 | 1599.00000 | 1599.00000 | 1599.00000 | 1599.00000 | 1599.00000 | 1599.00000 | |
mean | 8.31964 | 0.52782 | 0.27098 | 2.53881 | 0.08747 | 15.87492 | 46.46779 | 0.99675 | 3.31111 | 0.65815 | 10.42298 | 5.63602 | |
std | 1.74110 | 0.17906 | 0.19480 | 1.40993 | 0.04707 | 10.46016 | 32.89532 | 0.00189 | 0.15439 | 0.16951 | 1.06567 | 0.80757 | |
min | 4.60000 | 0.12000 | 0.00000 | 0.90000 | 0.01200 | 1.00000 | 6.00000 | 0.99007 | 2.74000 | 0.33000 | 8.40000 | 3.00000 | |
25% | 7.10000 | 0.39000 | 0.09000 | 1.90000 | 0.07000 | 7.00000 | 22.00000 | 0.99560 | 3.21000 | 0.55000 | 9.50000 | 5.00000 | |
50% | 7.90000 | 0.52000 | 0.26000 | 2.20000 | 0.07900 | 14.00000 | 38.00000 | 0.99675 | 3.31000 | 0.62000 | 10.20000 | 6.00000 | |
75% | 9.20000 | 0.64000 | 0.42000 | 2.60000 | 0.09000 | 21.00000 | 62.00000 | 0.99784 | 3.40000 | 0.73000 | 11.10000 | 6.00000 | |
max | 15.90000 | 1.58000 | 1.00000 | 15.50000 | 0.61100 | 72.00000 | 289.00000 | 1.00369 | 4.01000 | 2.00000 | 14.90000 | 8.00000 |
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fixed acidity | volatile acidity | citric acid | residual sugar | chlorides | free sulfur dioxide | total sulfur dioxide | density | pH | sulphates | alcohol | quality | |
---|---|---|---|---|---|---|---|---|---|---|---|---|
1599.00000 | 1599.00000 | 1599.00000 | 1599.00000 | 1599.00000 | 1599.00000 | 1599.00000 | 1599.00000 | 1599.00000 | 1599.00000 | 1599.00000 | 1599.00000 | |
8.31964 | 0.52782 | 0.27098 | 2.53881 | 0.08747 | 15.87492 | 46.46779 | 0.99675 | 3.31111 | 0.65815 | 10.42298 | 5.63602 | |
1.74110 | 0.17906 | 0.19480 | 1.40993 | 0.04707 | 10.46016 | 32.89532 | 0.00189 | 0.15439 | 0.16951 | 1.06567 | 0.80757 | |
4.60000 | 0.12000 | 0.00000 | 0.90000 | 0.01200 | 1.00000 | 6.00000 | 0.99007 | 2.74000 | 0.33000 | 8.40000 | 3.00000 | |
7.10000 | 0.39000 | 0.09000 | 1.90000 | 0.07000 | 7.00000 | 22.00000 | 0.99560 | 3.21000 | 0.55000 | 9.50000 | 5.00000 | |
7.90000 | 0.52000 | 0.26000 | 2.20000 | 0.07900 | 14.00000 | 38.00000 | 0.99675 | 3.31000 | 0.62000 | 10.20000 | 6.00000 | |
9.20000 | 0.64000 | 0.42000 | 2.60000 | 0.09000 | 21.00000 | 62.00000 | 0.99784 | 3.40000 | 0.73000 | 11.10000 | 6.00000 | |
15.90000 | 1.58000 | 1.00000 | 15.50000 | 0.61100 | 72.00000 | 289.00000 | 1.00369 | 4.01000 | 2.00000 | 14.90000 | 8.00000 |
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