Developed Circumstance Anatomy:

There are separeprimand CSV finishs secure , rouse with the signal muniment to perceive the affection of the basis and coarse expectations restraint the developed circumstance anatomy. You are expected to inspect and execute exploratory basis anatomy and the developed anatomy.

Basis Details: You are attached six years of lending basis (2012 – 2017) in csv restraintmat. The basis finishs are proportionately catholicr than what you possess used during this succession so distant. The greatness of each finish is divergent and depends upon the sum of advances the congregation issued in a year. It can be distinguished that the finish greatness are proportionately catholicr 2015 forward, which is when the congregation went open and rouseed lending further advances. Each finish has 31 posts (variables) and the description of each post is granted in the BasisDictionary.xls finish. 

In decomposition to that, you are too attached the avers characteristics in a finish denominated avers.csv. This finish contains demographic knowledge relish population greatness, median pay, unpossession reprimand expectation. 

Lastly, you are attached a countrys finish denominated avers_regions.csv that contains catholicr countrys and dissolutions that each aver falls in. Restraint issue, New Hampshire is in the Northeast country and New England dissolution. 

There are three sections to this circumstance: Merging and cleaning (15 points), Basis Anatomy (60 points), Visualization (25 points) totaling 100 points. 

Merging and Cleaning 

Stack perfect six Lending Club finishs concurrently on culmination of each other. Now combine the avers.csv finish with the stacked finish using aver indicate as the original guide. Developedly, add the aver_regions finish with the thoroughly finish so that you possess undivided catholic finish containing lending club and avers geographic and demographic knowledge. 

Analysis 

Use the aloft finish to irritate and confutation the aftercited doubts:

1) Perceive the dispensation of sum of advances by aver, countrys and dissolutions. Picture in your hold signals the geographic differences in the sum of advances. Too, irritate your results by comparing sum of advances per capita. Did you mark any mislaying avers in the Lending Club basis? If yes, then perceive quenched why. 

2) Compare the mediocre whole of advances granted by perfect avers and dissolutions. Which avers and dissolutions possess the pre-eminent and smallest mediocre advance wholes?

3) Compare the mediocre divide reprimand full and mediocre advance whole by the advance Grade. Do you mark any moulds? 

4) Run a quantity dispensation of sum of advances, mediocre advance whole and mediocre divide reprimand restraint each aver by year (2012 through 2017). Picture the changing moulds in those sums. 

5) Is there a connection with the population greatness of a aver and the mediocre advance whole attached? Is there a connection among Grade of advances and median pay raze in a aver?

6) This is an open-ended doubt where you are asked to divide an divideing certainty that you establish through basis anatomy. 1) 

Visualization

1) Create a devise of divide reprimands and Grade or a advance and picture the mould. 

2) Create a map of US avers and tint decree the map with the mediocre whole of advances attached. 

3) Parade visually the connection among the annual pay of the magazine and the advance whole obtained from Lending Club

4) Create a devise that parades the connection among the protraction of possession and whole of advance obtained. 

5) Create a “regional” map and parade an divideing connection of your infection. 

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