Python for Data Analyst

Pandas Example – Write a Pandas program to change the order of a DataFrame columns

(Python Example for Beginners)   Write a Pandas program to change the order of a DataFrame columns. Sample data: Original DataFrame col1 col2 col3 0 1 4 7 1 4 5 8 2 3 6 9 3 4 7 0 4 5 8 1 After altering col1 and col3 col3 col2 col1 0 7 4 …

Pandas Example – Write a Pandas program to replace the ‘qualify’ column contains the values ‘yes’ and ‘no’ with True and False

(Python Example for Beginners)   Write a Pandas program to replace the ‘qualify’ column contains the values ‘yes’ and ‘no’ with True and False. Sample DataFrame: exam_data = {‘name’: [‘Anastasia’, ‘Dima’, ‘Katherine’, ‘James’, ‘Emily’, ‘Michael’, ‘Matthew’, ‘Laura’, ‘Kevin’, ‘Jonas’], ‘score’: [12.5, 9, 16.5, np.nan, 9, 20, 14.5, np.nan, 8, 19], ‘attempts’: [1, 3, 2, 3, …

Pandas Example – Write a Pandas program to calculate the mean score for each different student in data frame

(Python Example for Beginners)   Write a Pandas program to calculate the mean score for each different student in data frame. Sample DataFrame: exam_data = {‘name’: [‘Anastasia’, ‘Dima’, ‘Katherine’, ‘James’, ‘Emily’, ‘Michael’, ‘Matthew’, ‘Laura’, ‘Kevin’, ‘Jonas’], ‘score’: [12.5, 9, 16.5, np.nan, 9, 20, 14.5, np.nan, 8, 19], ‘attempts’: [1, 3, 2, 3, 2, 3, 1, …

Pandas Example – Write a Pandas program to calculate the sum of the examination attempts by the students

(Python Example for Beginners)   Write a Pandas program to calculate the sum of the examination attempts by the students. Sample DataFrame: exam_data = {‘name’: [‘Anastasia’, ‘Dima’, ‘Katherine’, ‘James’, ‘Emily’, ‘Michael’, ‘Matthew’, ‘Laura’, ‘Kevin’, ‘Jonas’], ‘score’: [12.5, 9, 16.5, np.nan, 9, 20, 14.5, np.nan, 8, 19], ‘attempts’: [1, 3, 2, 3, 2, 3, 1, 1, …

Pandas Example – Write a Pandas program to select the rows where the number of attempts in the examination is greater than 2

(Python Example for Beginners)   Write a Pandas program to select the rows where the number of attempts in the examination is greater than 2. Sample DataFrame: exam_data = {‘name’: [‘Anastasia’, ‘Dima’, ‘Katherine’, ‘James’, ‘Emily’, ‘Michael’, ‘Matthew’, ‘Laura’, ‘Kevin’, ‘Jonas’], ‘score’: [12.5, 9, 16.5, np.nan, 9, 20, 14.5, np.nan, 8, 19], ‘attempts’: [1, 3, 2, …

Pandas Example – Write a Pandas program to check the equality of two given series

(Python Example for Beginners)   Write a Pandas program to check the equality of two given series.   Sample Solution : Python Code : import pandas as pd nums1 = pd.Series([1, 8, 7, 5, 6, 5, 3, 4, 7, 1]) nums2 = pd.Series([1, 8, 7, 5, 6, 5, 3, 4, 7, 1]) print(“Original Series:”) print(nums1) print(nums2) …

Pandas Example – Write a Pandas program to convert given series into a dataframe with its index as another column on the dataframe

(Python Example for Beginners)   Write a Pandas program to convert given series into a dataframe with its index as another column on the dataframe.   Sample Solution : Python Code : import numpy as np import pandas as pd char_list = list(‘ABCDEFGHIJKLMNOP’) num_arra = np.arange(8) num_dict = dict(zip(char_list, num_arra)) num_ser = pd.Series(num_dict) df = num_ser.to_frame().reset_index() …

Pandas Example – Write a Pandas program to create a TimeSeries to display all the Sundays of given year.

(Python Example for Beginners)   Write a Pandas program to create a TimeSeries to display all the Sundays of given year.   Sample Solution : Python Code : import pandas as pd result = pd.Series(pd.date_range(‘2020-01-01′, periods=52, freq=’W-SUN’)) print(“All Sundays of 2019:”) print(result) Sample Output: All Sundays of 2019: 0 2020-01-05 1 2020-01-12 2 2020-01-19 3 2020-01-26 …

Pandas Example – Write a Pandas program to calculate the number of characters in each word in a given series

(Python Example for Beginners)   Write a Pandas program to calculate the number of characters in each word in a given series.   Sample Solution : Python Code : import pandas as pd series1 = pd.Series([‘Php’, ‘Python’, ‘Java’, ‘C#’]) print(“Original Series:”) print(series1) result = series1.map(lambda x: len(x)) print(“nNumber of characters in each word in the said …