Best e-learning markets


I am sharing the Guided Project: “Finding the Best Markets to Advertise In”.
Please let me know your thoughts and feedbacks.

Here is the project url:

Thank you.

ElearningMarkets.ipynb (219.1 KB)

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Well done completing the project and thank you for sharing it.

I’m not an expert, but maybe some of my thoughts will be helpful.


  1. Nice work including an introduction.
  2. Consider adding a link to the dataset in the intro.
  3. Consider adding a summary to summarize your main findings.
  4. For the SettingWithCopyWarning, if the data in your dataframe is still sound (aka everything is fine) in spite of the warning, you can remove the warnings with pd.set_option('mode.chained_assignment', None). Though, ideally you want to prevent the warning from happening in the first place; read this Dataquest post if you want to learn more.
  5. Nice use of appropriate and clear block comments.
  6. “We can clearly see some outliers. We are going to eliminate the outliers
    by eliminating all the values more or equal to 10000$ and use boxplot to show the data.” - maybe expand a bit on why you think the outliers should be removed. Is it because it’s faulty data? Unrealistic/impossible? Is it non-representative? Et cetera.
  7. Nice work including the conclusion, though the subheading is missing.

Minor thoughts:

  1. " Searching for the best markets for an e_learning platorm": e_learning → e-learning
  2. web developpement → web development
  3. Intersting Jobs for e-learners → Interesting Jobs for e-learners

Happy learning.

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Hi Wanzulfikri,

Thank you for your input, it’s greatly appreciated.


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No worries.

Glad to help.