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Here is two function in python about data analysis, PLEASE WRITE one unit test for both functions def fucntion3(df): descriptive statistics df.corr() plt.figure(figsize = (15,

Here is two function in python about data analysis, PLEASE WRITE one unit test for both functions

def fucntion3(df): "descriptive statistics" df.corr()

plt.figure(figsize = (15, 15)) heatmap = sns.heatmap(df.corr(), vmin = -1, vmax = 1, annot = True) heatmap.set_title('Correlation Heatmap', fontdict = {'fontsize' : 12}, pad = 12)

df.describe()

def function4(df): "Run model" mod = smf.ols(formula = 'Y ~ X1 + X2 + X3 + X4 + X5 ', data = df) res = mod.fit() print(res.summary())

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