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This project was done as a part of Amazon Business Research Analyst Hiring Challenge. Here I was provided an dataset for the candidates for a XyZ company. I had to make prediction about the FitmentPercent. Also, the prediction had to be free from any bias. On the predicted Fitmentpercent, I had to predict if there was any bias and if there is bias then what kind of bias was present. By solving this project, I was qualified for the round 2.