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Data Wrangling

THE MAIN PROCCESS (main file) IS IN THE 'wrangle_act.ipynb' FILE.

This project is about data wrangling were i had to use the three stages of data wrangling (gather, asses, clean).
with gathering i had to gather one dataset from udacity(udacity provided to download manually) and the other using Request library in python because the data were in a url also provided by UDACITY and then i had to use Twitter API to gather the last dataset.
in the assesing i defined tidy and quality data issues that are in those three datasets i gathered by visualizing by viewing the data on excel sheet and then programmatically by using different python pandas tools
the cleaning proccess i fixed the tidy and quality issues using coding , and then i tested if what i did fixed the problem, i used to define the isuue before start coding , there were many issues to fix so the data can be ready to be visualized properly.
i made 3 insights and a visulization about the dataset after storing the datasets in just one dataset (the analysis and visualization isn't advanced just basic analysis).