Question: import pandas as pd from sklearn import preprocessing hmeq = pd.read_csv('hmeq_small.csv') # Standardize the data standardized = preprocessing.scale(hmeq) # Output the standardized data as a

import pandas as pd

from sklearn import preprocessing

hmeq = pd.read_csv('hmeq_small.csv')

# Standardize the data

standardized = preprocessing.scale(hmeq)

# Output the standardized data as a data frame with column names

hmeqStand = pd.DataFrame(standardized, columns=hmeq.columns)

# Normalize the data

hmeqNorm = pd.DataFrame(preprocessing.normalize(hmeq), columns=hmeq.columns)

# Output the normalized data as a data frame with column names

hmeqNorm = pd.DataFrame(normalized, columns=hmeq.columns)

# Print the means and standard deviations of hmeqStand and hmeqNorm

print("The means of hmeqStand are ", hmeqStand.mean())

print("The standard deviations of hmeqStand are ", hmeqStand.std())

print("The means of hmeqNorm are ", hmeqNorm.mean())

print("The standard deviations of hmeqNorm are ", hmeqNorm.std())

Step by Step Solution

There are 3 Steps involved in it

1 Expert Approved Answer
Step: 1 Unlock blur-text-image
Question Has Been Solved by an Expert!

Get step-by-step solutions from verified subject matter experts

Step: 2 Unlock
Step: 3 Unlock