Data analysis problem definition :
As more companies tend to join the big data trend, even more and more data is collected and processed over, and with the huge amount of data collected by each company doing analytics in a sequential manner no longer provides the analytics quick enough. This is where parallelism and specifically Hadoop comes, by providing the HDFS and cluster processing it no longer takes as long or becomes as inconvenient to process over the huge amount of data.