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A city's administration isn't driven by the goal of maximizing... A city's administration isn't driven by the goal of maximizing revenues or profits but instead

A city's administration isn't driven by the goal of maximizing...

A city's administration isn't driven by the goal of maximizing revenues or profits but instead looks at improving the quality of life of its residents. Many American cities are confronted with high traffic and congestion. Finding parking spaces, whether in the street or a parking lot, can be time consuming and contribute to congestion. Some cities have rolled out data-driven parking space managementtoreduce congestion and make traffic more fluid.

You're a data analyst working for a mid-size city that has anticipated significant increments in population and car traffic. The city is evaluating whether it makes sense to invest in infrastructure to count and report the number of parking spaces available at the different parking lots downtown. This data would be collected and processed in real-time, feeding anapp that motoristscan access to find parking space availability in different parking lots throughout the city.

This database has the following columns:

  • LotCode: A unique code that identifies the parking lot
  • LotCapacity: A number with the respective parking lot capacity
  • LotOccupancy: A number with the current number of cars in the parking lot
  • TimeStamp: A day/time combination indicating the moment when occupancy was measured
  • Day: The day of the week corresponding to the TimeStamp
  • A new column, OccupancyRate, recording occupancy rate as a percentage with one decimal. For instance, if the current LotOccupancy is 61 and LotCapacity is 577, then the OccupancyRate would be reported as 10.6 (or 10.6%).
  • Using the OccupancyRate and Day columns, construct box plots for each day of the week. Insert Statistic Chart >Box and Whisker for this purpose. Is the median occupancy rate approximately the same throughout the week? If not, which days have lower median occupancy rates? Which days have higher median occupancy rates? Is this what you expected?
  • Using the OccupancyRate and LotCode columns,construct box plots for each parking lot. Insert Statistic Chart >Box and Whisker for this purpose. Is all parking lots experience approximately equal occupancy rates?Are some parking lots more frequented than others? Is this what you expected?
  • 2 parking lots. Each one, a scatter plot showing occupancy rate against TimeStamp for the week 11/20/2016 -11/26/2016. Are occupancy rates time dependent? If so, which times seem to experience highest occupancy rates? Is this what you expected?

twelve slide presentation with speaker notes. Your audience is the City Council members who are responsible for decidingwhether the city invests in resources to set in motion the smart parking space app.

  • Outlinethe rationale and goals of the project.
  • Box plots showing the occupancy rates for each day of the week. Include your interpretation of results.
  • Box plots showing the occupancy rates for each parking lot. Include your interpretation of results.
  • Scatter plots showing occupancy rate against time of day of your selected four parking lots. Add interpretation of results.
  • A recommendation about continuing with the implementation of this project.

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