Obtain a dataset consisting of $50$ samples. You have the flexibility to choose ei$-$ther empirical data you collect or utilize existing datasets from online sources suchas WorldBank, stock market records, statistics institutions, IMDB, NBA website,Google Trends, etc. By utilizing a programming language of your choice, you willconduct a comprehensive analysis of the dataset, including the following steps:

Calculate mean, median, range, quartiles, interquartile range $($IQR$)($b$)$ Create a histogram and box$-$plot.$($c$)$ Detect outliers by either using z$-$scores or IQR.$($d$)$ Analyze your data set again without outliers $($redo a and b$).($e$)$ Summarize your findings, interpret the data, and reflect on how the presenceof outliers impacts the central tendencies and data distribution