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For this third part of the project I need to pull inflation rates and interest rates during the time of the Iraq war, present ukraine war, and the gulf war. Talking to my group today we could not come to a conclusion with the visualization part and understanding what is causing what so I though looking up the interest rates during these times and it paints a better picture of two to describe it. 1889 interest rates were at 8% these higher interest rates will naturally destruct demand (demand destruction) that directly shows how housing during that time was effected with a large drop in home pricing and also rise in unemployment because large companies cannot easily get loans like they used to restricting there growth so they are not hiring people like they used to. So if you could pull that data and clean it for those 3 time periods because a 3rd example like the iraq war can give us an even better insight. and final if you could put together a presentation for my I have to do the Data pre-processing/gathering steps (cleaning and manipulation) part of the presentation so basically an overview of the data collection, clean up, and exploration process you can contact me if you have further questions on that