I am currently a MSc. graduate from the University of Aberdeen and Chevening scholar. For now, I'm working as a G&G technical support and Data analytics professional too. In my Academic and professional life, I've exposed to data from different sources and in different formats ,where as a scientific researchers I need to analysis and clean it from outliers that may affect the final results. Also, I had two awards for leadership and Networking skills, chevening from UK foreign and commonwealth office and Al-Amal from Egyptian geophysical society sponsored by Shell. Data Gathering from different sources either handled directly or HTML scraping or API. For the analysis and the visualization Jupiter notebooks will be used with pandas , matplotlib, seaborn to help the client understanding the data in depth, what are the resources that could be included in it ? and how this can support the decision making and the business model.