https://github.com/agarwalkaushal/higher-education-recommendation

Higher Education Recommendation system using Python with Selenium API.
https://github.com/agarwalkaushal/higher-education-recommendation

education pycharm-ide python recommender-system selenium-webdriver webcrawler

Last synced: 16 days ago
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Higher Education Recommendation system using Python with Selenium API.

• Host: GitHub
• URL: https://github.com/agarwalkaushal/higher-education-recommendation
• Owner: agarwalkaushal
• Created: 2018-09-06T13:52:06.000Z (over 6 years ago)
• Default Branch: master
• Last Pushed: 2018-10-30T13:08:52.000Z (over 6 years ago)
• Last Synced: 2025-01-20T21:53:27.889Z (16 days ago)
• Topics: education, pycharm-ide, python, recommender-system, selenium-webdriver, webcrawler
• Language: Python
• Size: 249 KB
• Stars: 2
• Watchers: 1
• Forks: 1
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

        
# Higher-Education-Recommendation

Packages used:


S No.          |  Name

:-------------------------:|:-------------------------:

1 | selenium

2 | textblob

3 | nltk

4 | pandas

5 | numpy

6 | matplotlib




To install:


cmd> pip install package-name 


Selenium here uses Microsoft Edge Driver which can be found here. 


cmd> python plot.py


Wait for the results!




Sample results ~ for numberOfPages = 9

Monthly count of reviews:

![alt text](https://raw.githubusercontent.com/agarwalkaushal/Higher-Education-Recommendation/master/Results/Counts.png)




Subjectivity:

month          |  mean | std

:-------------------------:|:-------------------------:|:-------------------------:

Apr  |  0.480404|  0.144391

Aug |   0.489233 | 0.150553

Dec   | 0.456081 | 0.102739

Feb   | 0.489292|  0.151400

Jan   | 0.462957 | 0.121368

Jul   | 0.476416 | 0.146015

Jun  |  0.480522|  0.175589

Mar|    0.475519 | 0.141978

May   | 0.463686|  0.135119

Nov   | 0.532682 | 0.144049

Oct   | 0.481794|  0.140831

Sep   | 0.464664 | 0.114662




Sum of Subjectivity grouped by month:

![alt text](https://raw.githubusercontent.com/agarwalkaushal/Higher-Education-Recommendation/master/Results/Subjectivity.png)




Polarity:

month          |  mean | std

:-------------------------:|:-------------------------:|:-------------------------:

Apr  |  0.280463 | 0.226523

Aug   | 0.268666|  0.187963

Dec |   0.210025 | 0.196812

Feb   | 0.251779 | 0.235441

Jan    |0.288362|  0.196624

Jul   | 0.303601  |0.222313

Jun   | 0.208422 | 0.196958

Mar   | 0.280068|  0.199223

May   | 0.238337 | 0.188634

Nov   | 0.301212  |0.179222

Oct |   0.228921 | 0.246744

Sep   | 0.243447 | 0.187616

Sum of Polarity grouped by month:

![alt text](https://raw.githubusercontent.com/agarwalkaushal/Higher-Education-Recommendation/master/Results/Polarity.png)