Course Resources
References
Barnett, N. (2020, May 21). Web scraping using python selenium. Retrieved April 08, 2021,
from https://www.toptal.com/python/web-scraping-with-python
Hong, L. (2020, February 02). How to build a simple web crawler. Retrieved April 08, 2021,
from https://towardsdatascience.com/how-to-build-a-simple-web-crawler-66082fc82470
Here at Cloudflare, we make the internet work the way it Should. OFFERING CDN, DNS,
DDoS protection and Security, find out how we can help your site. (n.d.). Retrieved April
09, 2021, from https://www.cloudflare.com/
Jabeen, H .(2019). Making web crawlers using scrapy for python. Retrieved from April 8, 2021
https://www.datacamp.com/community/tutorials/making-web-crawlers-scrapy-python
Kishore, A. (2019, February 27). How to batch change file extensions for Windows files.
Retrieved April 08, 2021, from
https://www.online-tech-tips.com/computer-tips/how-to-change-file-extension/
MongoDB. Aggregation. Retrieved April 8.2021 from
https://docs.mongodb.com/manual/aggregation/.
MongoDB. $group(aggregation). Retrieved April 8, 2021
from https://docs.mongodb.com/manual/reference/operator/aggregation/group/
MongoDB tutorial. (n.d.). Retrieved April 09, 2021, from
https://www.tutorialspoint.com/mongodb/index.htm
MongoDB Tutorial (n.d). Tutorialspoint. https://www.tutorialspoint.com/mongodb/index.htm
Perez, M. (2021, February 10). Web scraping vs api: What's the difference?: Parsehub.
Retrieved April 08, 2021, from https://www.parsehub.com/blog/web-scraping-vs-api/
Postels, P. (2020). Build a scalable web crawler with selenium and python. Retrieved from
https://towardsdatascience.com/build-a-scalable-web-crawler-with-selenium-and-pyhton-
9c0c23e3ebe5
Postels, P. (2020, January 28). Build a scalable web crawler with Selenium and Python
Retrieved April 08, 2021, from
https://towardsdatascience.com/build-a-scalable-web-crawler-with-selenium-and-pyhton-9c0c23e3ebe5
Python, iterating through an excel spreadsheet (2019, 18 November). Stackoverflow.
https://stackoverflow.com/questions/58919077/python-iterating-through-an-excel-spreadsheet
Python Web Scraping Tutorials. Retrieved April 8, 2021 from
https://realpython.com/tutorials/web-scraping/
Q&A: What IS Alteryx?: Answer business questions quickly & efficiently. (2020, July 07).
Retrieved April 09, 2021, from https://capitalizeconsulting.com/qa-what-is-alteryx/
Sahin, K.(2021). Web scraping using selenium and python. Retrieved April 8, 2021 from
https://www.scrapingbee.com/blog/selenium-python/
Siddiqi, A. (2019). Create your first web scraper with scraper API and python. Retrieved April 8,
2021 from https://itnext.io/create-your-first-web-scraper-with-scraper-api-and-python-
a42b9f850eb6
Stack OverFlow.MongoDB select count group by. Retrieved April 8, 2021
from https://stackoverflow.com/questions/23116330/mongodb-select-count-group-by
Web scraping with python. (n.d.). Retrieved April 08, 2021, from
https://www.oreilly.com/library/view/web-scraping-with/9781491910283/ch04.html
Udemy (2020). Web Modern Scraping with Python using Splash Selenium.
Retrieved April 6, 2021 from https://www.udemy.com/course/web-scraping-in-python-
using-scrapy%20and-splash/learn/lecture/11497722#overview
Scrapy Resources
https://www.tutorialspoint.com/scrapy/scrapy_command_line_tools.htm
https://towardsdatascience.com/a-minimalist-end-to-end-scrapy-tutorial-part-i-11e350bcdec0
https://www.zyte.com/learn/how-to-get-started-with-web-scraping-using-scrapy/
https://www.digitalocean.com/community/tutorials/how-to-crawl-a-web-page-with-scrapy-and-python-3
Data Visualization Resources
MongoDB Charts- https://www.mongodb.com/products/charts