UP Data Analytics Smart Parking Space App Presentation
Description
Purpose?
This assignment illustrates how data analytics can be used to create strategies for sustainable organizational success while integrating the organizationænbsp;mission with societal values. You, apply statistical time series modeling techniques to identify patterns and develop time-dependent demand models.?You, practice organizing and delivering a presentation to senior decision-makers. The PowerPoint presentation includes an audio component in addition to speaker notes.
Resource: Microsoft Excel DAT/565 Week 6 Data File
Scenario: A cityænbsp;administration isn 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 management to reduce congestion and make traffic more fluid.
You¥ 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 an app that motorists can access to find parking space availability in different parking lots throughout the city.
Instructions: Work with the provided Excel database. 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
Insert 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. You can use Insert > 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. You can use Insert > Insert Statistic Chart >Box and Whisker for this purpose. Do all parking lots experience approximately equal occupancy rates? Are some parking lots more frequented than others? Is this what you expected?
- Select any 2 parking lots. For each one, prepare a scatter plot showing the occupancy rate against TimeStamp for the week 11/20/2016 q/26/2016. Are occupancy rates time-dependent? If so, which times seem to experience the highest occupancy rates? Is this what you expected?
- Presentation:
- Search the Internet and University Library for information on íart cities®bsp;to provide guidance and support for your presentation.
- Create a 10- to 12-slide presentation with speaker notes and audio. Your audience is the City Council members who are responsible for deciding whether the city invests in resources to set in motion the smart parking space app.
- Complete the following in your presentation:
- Outline the rationale and goals of the project.
- Utilize boxplots showing the occupancy rates for each day of the week. Include your interpretation of the results.
- Utilize box plots showing the occupancy rates for each parking lot. Include your interpretation of the results.
Provide scatter plots showing occupancy rate against the time of day of your selected four parking lots. Include your interpretation of the results.
Make a recommendation about continuing with the implementation of this project.
Include citations of resources.
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582
260
261
264
271
12/8/2016 13:25
12/8/2016 13:59
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12/11/2016 8:02
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12/11/2016 8:59
12/11/2016 9:26
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863
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863
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863
863
863
863
863
863
863
863
863
863
863
863
863
863
863
863
302
371
486
569
660
723
780
823
860
851
823
797
749
677
369
459
557
651
763
809
842
863
855
845
843
824
821
800
781
728
679
614
356
414
527
620
712
801
858
863
859
845
843
839
820
790
742
12/11/2016 9:59
12/11/2016 10:25
12/11/2016 10:59
12/11/2016 11:26
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12/11/2016 12:32
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12/11/2016 15:25
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12/12/2016 8:29
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12/13/2016 8:02
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12/13/2016 13:55
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12/13/2016 15:28
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Lot01
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863
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863
863
863
863
863
863
863
863
863
863
863
863
691
621
381
479
540
643
762
822
841
834
849
854
839
836
815
767
741
685
631
381
465
585
689
770
835
854
852
857
857
857
856
847
839
813
774
723
675
375
473
577
679
762
791
809
826
831
833
12/13/2016 16:02
12/13/2016 16:29
12/14/2016 8:03
12/14/2016 8:43
12/14/2016 9:03
12/14/2016 9:29
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12/16/2016 11:56
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387
387
387
387
387
387
387
387
387
387
387
387
387
387
387
387
387
387
387
387
387
827
827
809
784
762
702
662
616
246
263
293
342
401
473
516
562
579
587
619
632
654
687
708
712
662
633
113
117
124
157
211
248
327
367
387
387
387
387
387
387
387
387
387
387
153
166
192
12/16/2016 12:56
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215
250
265
297
325
340
348
364
354
359
360
346
322
313
288
201
226
265
291
330
362
387
387
387
381
390
387
387
387
386
379
368
335
224
253
286
334
375
387
387
387
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387
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387
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380
357
339
153
166
199
239
273
296
334
353
380
387
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369
357
339
155
155
205
244
299
343
379
387
387
387
387
387
387
387
387
368
352
342
122
147
189
244
298
359
387
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145
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174
207
266
345
387
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146
166
193
223
270
321
359
377
384
387
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11/26/2016 12:
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