Question
Hello, Please help with below. Thank you kindly :) Below is the code from the example file: import pandas as pd #Read data stored in
Hello, Please help with below. Thank you kindly :)
Below is the code from the example file:
import pandas as pd
#Read data stored in 'balance,txt into a DataFrame
df = pd.read_csv('balance.txt', delim_whitespace=True)
#Notice how we can use the mean() function to find average values.
print("The avereage income of a female is ", df[df.Gender == "Female"].loc[:,"Income"].mean())
print("The avereage income of a male is ",df[df.Gender == "Male"].loc[:,"Income"].mean())
# Notice how we use the groupby() function below.
# Find out more about the groupby function here: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.groupby.html#pandas.DataFrame.groupby
print(df.groupby(['Gender']).mean())
print("The avereage age of people in our dataset is ",df.loc[:, "Age"].mean())
#Besides finding average values we can also find max and min values.
# mean(), min() and max() are all methods for computing descriptive statistics.
# Find more of these types of methods here: http://pandas.pydata.org/pandas-docs/stable/getting_started/basics.html#descriptive-statistics
print("The youngest person in our dataset is ",df.loc[:, "Age"].min())
print("The oldest person in our dataset is ",df.loc[:, "Age"].max())
*** Below is the data from 'balance.txt' ***
pen and run the example file for this task in VS Code before attempting this task. ollow these steps: - Create a new Python file in this folder called Report.py. - Create a DataFrame that contains the data in balance.txt. - Write the code needed to produce a report that provides the following information: Compare the average income based on ethnicity. On average, do married or single people have a higher balance? What is the highest income in our dataset? What is the lowest income in our dataset? How many cards do we have recorded in our dataset? (Hint: use sum()) 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