Answered step by step
Verified Expert Solution
Link Copied!

Question

1 Approved Answer

by using this data i need answering those questions by using python language: Here is the summarized data of international students in Canada from different

by using this data i need answering those questions by using python language: Here is the summarized data of international students in Canada from different countries for the years 2021-2023:
Country 202120222023
Afghanistan 80170140
Albania 305345545
Algeria 316553607180
Andorra 1050
Angola 507565
Anguilla 000
Antigua and Barbuda 857580
Argentina 585620530
Armenia 556065
Aruba 000
Australia 360360395
Austria 300235110
Azerbaijan 2201803001- Explain your dataset briefly. What is your aim about this dataset. Read the dataset.
2- List the first 10 data.
3- Find out how many data there are. Show the number of rows and columns.
4- Display the number 0 and 1 in the predict column (target column).
5- Display data types of all parameters.
6- Display statistical information about the data set.
7- Display missing data in dataset.
8- Suppose there is missing data in the dataset, show the solution to the problem
9- Find the mean of any column of numerical data in the dataset
10- Find the highest value in any column of numerical data in the dataset
11- Find the mean value by grouping them according to the column of categorical data.
12- Find how many different data are in the column consisting of categorical data.
13- Draw the correlation matrix
14- Decide about independent and dependent variables. Create your x and y' variables in your dataset.
15- Divide (split) the data set as test and train
16- Apply normalization to the dataset.
17- Apply one of the Machine Learning algorithms (Random Forest or Support Vector Machine)- Briefly explain the relevant algorithm you used in your project and what you understand from the algorithm.
18- Create a confusion matrix
19- Find the values of accuracy, sensitivity, recall and f1 score. Make comment about the Accuracy score. Why do we find out these metrics, explain briefly.

Step by Step Solution

There are 3 Steps involved in it

Step: 1

blur-text-image

Get Instant Access to Expert-Tailored Solutions

See step-by-step solutions with expert insights and AI powered tools for academic success

Step: 2

blur-text-image

Step: 3

blur-text-image

Ace Your Homework with AI

Get the answers you need in no time with our AI-driven, step-by-step assistance

Get Started

Recommended Textbook for

OpenStack Trove

Authors: Amrith Kumar, Douglas Shelley

1st Edition

1484212215, 9781484212219

More Books

Students also viewed these Databases questions

Question

Tell us responsibilities for Sql database administrator?

Answered: 1 week ago

Question

How many Tables Will Base HCMSs typically have? Why?

Answered: 1 week ago

Question

What is the process of normalization?

Answered: 1 week ago