Good evening from Nigeria!
I’m back with a guided project on free mobile English app profile recommendation for the Google Play Store and the App Store.
Rather than work with lists as suggested in the guide, I worked directly with a pandas dataframe and so my codes are quite different.
I would love to get your feedback, as always
. Thank you for your time.
Love, 
Tosin
Profitable_English_Mobile_Apps.ipynb (194.5 KB)
Click here to view the jupyter notebook file in a new tab
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@tosingeorge01 excellent
job on your project. . (Click the arrow bullet point for the detailed review.)
Presentation Style
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Once you feel you are done with the project, re-run the entire project so that the cells start from [1]. This ensures that the cells are contiguous

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It would be best to ensure that the titles remain consistent throughout the report. Introduction is not bold but the Conclusion title is bold
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While you have added a separate section for conclusion, I would encourage you to expand on your conclusion. A brief summary of specific analysis points in it would support your decision and this is what is expected out of an analyst.
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It appreciable that you give context to every section, using Comments. Some people typically skip and go straight to the coding, which is absolutely the most interesting part. Where applicable I would encourage you to add more details in the context.
Coding Style
- It is always best to round your output values e.g This line in cell[70] could be re-written as
freq= round(freq/len(android_free)*100,2)
to round to 2 decimal places
- I encourage you to use the following code that adds a comma separator to your values to make them more readable.
# This will ensure that all your column values don't show e
pd.options.display.float_format = '{:,}'.format
Bugs/Inaccuracies
- I have not gone to in-depth in the code as I feel, you have done mostly what has been given as per the instructions
Miscellaneous
- Once you have got a hold on visualizations. I recommend that you re-do this project and add a couple of visualizations. They add a lot more value to your analysis
Great job! If you keep at this pace… you should hit the stars pretty soon 
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Thank you so much for this in-depth review of my project.
As you already suggested, I will definitely consider adding some visualizations.

2 Likes