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[Music] hello everyone my name is muhammad iqbal i am a graduate in economics having over 12 years of work experience and i am currently undergoing a certification in data science and advanced tableau from iv professional school i have always been fascinated with the world of data and the intricacies which are involved in it which prompted me to pursue this course and explore the wonderful world of data science as a part of the course curriculum i had to complete a research project where i had to find a problem with a real life data set available on open platforms on the internet and analyze it using sql this is a small effort from my end to help people understand how different business models and different business questions can be answered by correctly interpreting the data for my research project i used a database which is available on kaggle which is a wonderful portal having quite a few data sets which can be seen here the data set which i used is seen here and it is named as the