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https://github.com/mohamedsebaie/java_repo_iti_ml_project

DataAnalysis for Wuzzuf DataSet by Java, SpringBoot, WebServices, and TestClient
https://github.com/mohamedsebaie/java_repo_iti_ml_project

autowired consumer java joinery rest-api restcontroller resttemplate smile springboot tablesaw testclient webservices

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DataAnalysis for Wuzzuf DataSet by Java, SpringBoot, WebServices, and TestClient

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README

          

# JavaMachineLearningProjectITI
Machine Learning Project Java Programming Language (Webservices and Tester Client )
# Team Members GR3 ITI:
1-Abdullah Abdelhakeem.
2-Mohamed Sebaie.
3-Mostafa Ahmed.
# Date:
- 5 July 2021
# Version:
- 0.0.1
# Project Details :
1-Read data set and convert it to dataframe.
2-Display structure and summary of the data.
3-Clean the data (null, duplications).
4-What are the most demanding companies for jobs?
5-Show step 4 in a pie chart.
6-Find out What are it the most popular job titles?
7-Show step 6 in bar chart .
8-Find out the most popular areas?
9-Show step 8 in bar chart .
10- * Print skills one by one.
* how many each repeated .
* order the output to find out the most important skills required?.
11-Factorize the YearsExp feature and convert it to numbers in new col.
12-Apply K-means for job title and companies.

Project run steps


Webservices(Server)



  1. src/main/java
      ProjectMain (Package)
        run "JavaMlgr3Application"---> as Spring Boot (Server)




TesterClient (Client)



  1. src/main/java
      Test (Package)
        run "ConsumerTest" as ---> Java Application
          Choose Any WebServices as You Like (from 1------> 13)






# Main Package :
-Smile DataFrame
-TableSaw
-JoinaryDataFrame

Image Projects


Server



      Server

Client


      Client.PNG

Datframe



      Read_dataset_as_dataframe.PNG

Structure and Summary



      structure_and_summary.PNG

Data Cleaning



      Clean_data.PNG

What are the most demanding companies for jobs?



      Most_demanding_companies_for_jobs.PNG

Pie Chart for the most demanding companies for jobs



      pieChart_most_demanding_companies.PNG

What are it the most popular job titles?



      Most_popular_job_title.PNG

Bar Chart for the most popular job titles?



      barChart_for_most_popular_job_titles.PNG

the most popular Areas



      Most_popular_Area.PNG

Bar Chart for the most popular Areas



      11_barChart_for_most_popular_AreasPNG



skills one by one - how many each repeated - order -The most important skills required?



      12_skills_howManyRepeatedOrderOutputFindMostImportantSkills

Factorize the YearsExp feature and convert it to numbers in new col.



      13_FacotrizeYearsExp

K-means for job title and companies



       K-means for job title and companies


Project Requirement