S in Data Science. Since opening 3 months ago, they have had patrons sign up for their frequent shopper card. They have recruited you to make sense of some of the data that they have collected so far. WinePurchase — An indicator variable as to whether the patron has purchased a bottle of wine in any of the transactions where their frequent shopper card has been scanned.
The following questions are intended to get you started on exploring the data and provide you with information that you could share with the manager. These are the minimum elements for this case study.
If you feel you need to do more exploration and testing in order to adequately meet the needs of the manager, then you should. In glancing at the graphs you provided the manger earlier, from your exploratory data analysis, she noticed that many of her customers come from the zip code Hint: you will have to calculate total spending for patrons in order to do this problem.
The store manager knows that the store is located on the border of zip codes Notre Dame and a part of South Bend. Because of the convenience she knows that people are more likely to stop in regularly from these locations.
She would like to know if the proportion of patrons that have at least 10 purchases is more for patrons from zip code than from zip code Patrons from zip code tend to be college students, whereas patrons from could be college students or local residents.
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The number of young adults is extremely large while the number of middle aged adults is extremely small. There are also an extremely large number of single adults and an extremely small number of families. The percentage of children under 18 living in the ZIP code is extremely small compared to other areas of the country. ZIP code has a small percentage of vacancies.
The Census also indicates that there are one or more nursing homes and universities nearby. The majority of household are rented. Homes in ZIP code were primarily built in the s. Rentals in are most commonly 2 bedrooms. Prices for rental property include ZIP code apartments, townhouses, and homes that are primary residences. For more information, see Notre Dame, IN house prices. It is also compared to nearby ZIP codes. While money isn't everything, residents in ZIP code earn less than in other parts of town.
ZIP is unusual in that "Bicycle, Walked, or Other Means" is the most frequent method of transportation to work instead of vehicles. Instead of a commute, a higher percentage of people in are able to work from home than most places in the nation. In most parts of the country, the majority of commuters get to work in under half an hour.
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