As a?city manager?for a mid-size city, you must be able to?examine patterns and trends to highlight organizational performance and support organizational strategic planning. One of the
As a city manager for a mid-size city, you must be able to examine patterns and trends to highlight organizational performance and support organizational strategic planning. One of the ways that is done is through analyzing the statistics. Still, just presenting the numbers is not always the most efficient way to present your analysis.
Scenario
You are a city manager for a mid-size city that is anticipating increases in population and auto traffic as new industries move into the downtown area. Parking spaces are already hard to find and traffic congestion can be problematic from commuters and events like concerts and sports. Before considering adding additional parking, you think it is possible to use existing parking more effectively through a smart parking app that identifies parking space availability in different parking lots throughout the city in real time.
In this assessment, you will demonstrate your skill in information visualization when you present your recommendations to the City Council members who are responsible for deciding whether the city invests in resources to set in motion the smart parking space app.
Preparation
Review the parking space usage file.
Select any 2 parking lots. For each one, review the scatter plot showing the occupancy rate at each time stamp during the week of 11/20/2022 –11/26/2022. Identify whether occupancy rates are time dependent. If so, identify the times that seem to experience the highest occupancy rates.
Research “smart cities” to provide guidance and support for your presentation.
Assessment Deliverable
Create a 10- to 12-slide information visualization presentation including voice-over or screencast video. Include the following in your presentation:
- Outline the rationale and goals of the project.
- Analyze the box plot charts showing the occupancy rates for each day of the week and interpret the results.
- Analyze the box plot charts showing the occupancy rates for each parking lot and interpret the results.
- Choose 2 scatter plot charts showing occupancy rate against the time of day over the course of the week and interpret the results.
- Make a recommendation about continuing with the implementation of this project.
Format references according to APA guidelines.
Box Plots
Scatter Plots
Occupancy Rate, Lot 1
OccupancyRate 44885.334247685183 44885.352337962962 44885.375914351855 44885.393969907411 44885.417592592596 44885.435671296298 44885.459282407406 44885.477337962962 44885.500925925924 44885.523877314816 44885.546793981484 44885.560682870368 44885.584282407406 44885.602337962962 44885.625960648147 44885.64402777778 44885.667615740742 44885.688437500001 44886.336412037039 44886.355208333334 44886.378078703703 44886.396828703706 44886.41978009259 44886.43849537037 44886.461446759262 44886.479490740741 44886.498263888891 44886.5 21863425929 44886.539895833332 44886.56354166667 44886.586458333331 44886.605208333334 44886.62327546296 44886.646851851852 44886.664930555555 44886.68854166667 44887.331631944442 44887.355243055557 44887.378171296295 44887.396932870368 44887.41983796296 44887.438622685186 44887.461504629631 44887.480266203704 44887.503194444442 44887.521956018521 44887.539988425924 44887.563634259262 44887.581689814811 44887.60528935185 44887.623356481483 44887.646956018521 44887.665011574078 44887.687939814816 44888.336574074077 44888.354641203703 44888.373402777775 44888.396793981483 44888.419907407406 44888.438611111109 44888.461597222224 44888.480370370373 44888.498391203706 44888.522037037037 44888.544965277775 44888.563668981478 44888.581724537034 44888.604664351849 44888.628275462965 44888.647013888891 44888.669976851852 44888.687986111108 44889.333877314813 44889.352627314816 44889.375555555554 44889.399178240739 44889.417905092596 44889.435960648145 44889.45890046296 44889.477673611109 44889.500578703701 44889.52138888889 44889.545023148145 44889.563090277778 44889.58184027778 44889.604768518519 44889.623506944445 44889.647094907406 44889.665150462963 44889.688807870371 44890.333993055552 44890.333993055552 44890.375648148147 44890.394386574073 44890.417314814818 44890.436064814814 44890.458969907406 44890.477719907409 44890.500648148147 44890.524247685185 44890.542337962965 44890.561064814814 44890.584004629629 44890.607627314814 44890.625648148147 44890.644432870373 44890.667349537034 44890.68608796296 44891.334039351852 44891.352789351855 44891.375706018516 44891.399328703701 44891.417407407411 44891.441006944442 44891.459062499998 44891.477800925924 44891.500740740739 44891.519467592596 44891.542395833334 44891.561157407406 44891.584050925929 44891.611851851849 44891.625717592593 44891.644490740742 44891.667407407411 44891.686168981483 20.162224797219004 20.741599073001161 21.90034762456547 22.827346465816916 26.187717265353417 28.621089223638467 38.35457705677868 46.349942062572424 54.345307068366168 59.096176129779842 68.829663962920051 71.610660486674391 73.812282734646587 75.898030127462349 73.464658169177284 69.17728852838934 61.761297798377754 55.156431054461187 42.062572421784473 52.491309385863275 65.932792584009263 78.910776361529543 91.193511008111244 99.304750869061408 99.884125144843566 99.304750869061408 99.652375434530711 98.261877172653527 98.72537659327925 96.871378910776357 95.365005793742768 93.163383545770571 89.107763615295482 82.618771726535343 77.520278099652373 68.713789107763617 37.195828505214365 48.319814600231744 60.950173812282735 71.378910776361522 86.442641946697563 93.742757821552729 95.596755504055622 96.755504055619937 96.987253765932792 96.987253765932792 97.334878331402081 96.871378910776357 95.249130938586319 92.699884125144848 90.614136732329086 84.936268829663959 78.910776361529543 70.220162224797221 38.818076477404404 49.015063731170336 61.761297798377754 74.855156431054453 87.833140208574747 94.553881807647741 96.871378910776357 96.755504055619937 97.914252607184238 97.103128621089212 97.103128621089212 96.987253765932792 95.017381228273464 92.815758980301283 89.803012746234074 86.674391657010432 80.301274623406712 74.623406720741599 40.20857473928158 50.405561993047513 63.383545770567785 79.026651216685977 86.674391657010432 92.352259559675559 96.523754345307069 97.914252607184238 98.146002317497107 97.219003476245661 98.030127462340673 96.871378910776357 96.060254924681345 91.772885283893388 90.150637311703363 85.283893395133262 82.387022016222474 74.623406720741599 39.049826187717265 39.049826187717265 61.297798377752031 71.147161066048668 82.155272305909619 87.717265353418298 90.498261877172652 92.236384704519111 92.352259559675559 92.352259559675559 89.455388180764771 90.382387022016218 89.803012746234074 85.515643105446117 82.271147161066054 79.142526071842411 73.464658169177284 66.048667439165698 26.187717265353417 27.230590961761298 31.517960602549245 37.775202780996523 44.959443800695247 52.607184241019702 59.443800695249124 63.267670915411358 71.147161066048668 76.593279258400926 82.850521436848197 85.97914252607184 87.601390498261878 90.034762456546929 90.614136732329086 90.034762456546929 85.631517960602551 83.777520278099644
Occupancy Rate, Lot 2
OccupancyRate 44885.334247685183 44885.352337962962 44885.375914351855 44885.393969907411 44885.417592592596 44885.435671296298 44885.459282407406 44885.477337962962 44885.500925925924 44885.523877314816 44885.546793981484 44885.560682870368 44885.584282407406 44885.602337962962 44885.625960648147 44885.64402777778 44885.667615740742 44885.688437500001 44886.336412037039 44886.355208333334 44886.378078703703 44886.396828703706 44886.41978009259 44886.43849537037 44886.461446759262 44886.479490740741 44886.498263888891 44886.521863425929 44886.539895833332 44886.56354166667 44886.586458333331 44886.605208333334 44886.62327546296 44886.646851851852 44886.664930555555 44886.68854166667 44887.331631944442 44887.355243055557 44887.378171296295 44887.396932870368 44887.41983796296 44887.438622685186 44887.461504629631 44887.480266203704 44887.503194444442 44887.521956018521 44887.539988425924 44887.563634259262 44887.581689814811 44887.60528935185 44887.623356481483 44887.646956018521 44887.665011574078 44887.687939814816 44888.336574074077 44888.354641203703 44888.373402777775 44888.396793981483 44888.419907407406 44888.438611111109 44888.461597222224 44888.48037 0370373 44888.498391203706 44888.522037037037 44888.544965277775 44888.563668981478 44888.581724537034 44888.604664351849 44888.628275462965 44888.647013888891 44888.669976851852 44888.687986111108 44889.333877314813 44889.352627314816 44889.375555555554 44889.399178240739 44889.417905092596 44889.435960648145 44889.45890046296 44889.477673611109 44889.500578703701 44889.52138888889 44889.545023148145 44889.563090277778 44889.58184027778 44889.604768518519 44889.623506944445 44889.647094907406 44889.665150462963 44889.688807870371 44890.333993055552 44890.333993055552 44890.375648148147 44890.394386574073 44890.417314814818 44890.436064814814 44890.458969907406 44890.477719907409 44890.500648148147 44890.524247685185 44890.542337962965 44890.561064814814 44890.584004629629 44890.607627314814 44890.625648148147 44890.644432870373 44890.667349537034 44890.68608796296 44891.334039351852 44891.352789351855 44891.375706018516 44891.399328703701 44891.417407407411 44891.441006944442 44891.459062499998 44891.477800925924 44891.500740740739 44891.519467592596 44891.542395833334 44891.561157407406 44891.584050925929 44891.611851851849 44891.625717592593 44891.644490740742 44891.667407407411 44891.686168981483 29.198966408268735 30.232558139534881 32.041343669250644 40.568475452196381 54.521963824289408 64.082687338501287 84.496124031007753 94.832041343669246 100 100 100 100 100 100 100 100 100 100 39.534883720930232 42.894056847545222 49.612403100775197 55.555555555555557 64.599483204134373 68.47545219638242 76.744186046511629 83.979328165374682 87.855297157622729 89.922480620155042 94.05684754521964 91.472868217054256 92.764857881136948 93.023255813953483 89.405684754521957 83.204134366925061 80.878552971576227 74.418604651162795 51.937984496124031 58.39793281653747 68.47545219638242 75.193798449612402 85.271317829457359 93.540051679586568 100 100 100 98.449612403100772 100.77519379844961 100 100 100 99.741602067183464 97.932816537467701 95.090439276485782 86.563307493540051 57.881136950904391 65.374677002583979 73.901808785529724 86.30490956072 3516 96.899224806201545 100 100 100 100 100 100 100 100 100 100 98.191214470284237 92.248062015503876 87.596899224806208 39.534883720930232 42.894056847545222 51.421188630490953 61.75710594315246 70.542635658914733 76.485788113695079 86.304909560723516 91.21447028423772 98.191214470284237 100 100 100 100 100 100 95.348837209302332 92.248062015503876 87.596899224806208 40.05167958656331 40.05167958656331 52.97157622739018 63.049095607235138 77.2609819121447 88.63049095607235 97.932816537467701 100 100 100 100 100 100 100 100 95.090439276485782 90.956072351421184 88.372093023255815 31.524547803617569 37.984496124031011 48.837209302325576 63.049095607235138 77.002583979328165 92.764857881136948 100 100 100 100 100 100 100 100 100 100 100 100 OccupancyRate 44885.334247685183 44885.352337962962 44885.375914351855 44885.393969907411 44885.417592592596 44885.435671296298 44885.459282407406 44885.477337962962 44885.500925925924 44885.523877314816 44885.546793981484 44885.560682870368 44885.584282407406 44885.602337962962 44885.625960648147 44885.64402777778 44885.667615740742 44885.688437500001 44886.336412037039 44886.355208333334 44886.378078703703 44886.396828703706 44886.41978009259 44886.43849537037 44886.461446759262 44886.479490740741 44886.498263888891 44886.521863425929 44886.539895833332 44886.56354166667 44886.586458333331 44886.6 05208333334 44886.62327546296 44886.646851851852 44886.664930555555 44886.68854166667 44887.331631944442 44887.355243055557 44887.378171296295 44887.396932870368 44887.41983796296 44887.438622685186 44887.461504629631 44887.480266203704 44887.503194444442 44887.521956018521 44887.539988425924 44887.563634259262 44887.581689814811 44887.60528935185 44887.623356481483 44887.646956018521 44887.665011574078 44887.687939814816 44888.336574074077 44888.354641203703 44888.373402777775 44888.396793981483 44888.419907407406 44888.438611111109 44888.461597222224 44888.480370370373 44888.498391203706 44888.522037037037 44888.544965277775 44888.563668981478 44888.581724537034 44888.604664351849 44888.628275462965 44888.647013888891 44888.669976851852 44888.687986111108 44889.333877314813 44889.352627314816 44889.375555555554 44889.399178240739 44889.417905092596 44889.435960648145 44889.45890046296 44889.477673611109 44889.500578703701 44889.52138888889 44889.545023148145 44889.563090277778 44889.58184027778 44889.604768518519 44889.623506944445 44889.647094907406 44889.665150462963 44889.688807870371 44890.333993055552 44890.333993055552 44890.375648148147 44890.394386574073 44890.417314814818 44890.436064814814 44890.458969907406 44890.477719907409 44890.500648148147 44890.524247685185 44890.542337962965 44890.561064814814 44890.584004629629 44890.607627314814 44890.625648148147 44890.644432870373 44890.667349537034 44890.68608796296 44891.334039351852 44891.352789351855 44891.375706018516 44891.399328703701 44891.417407407411 44891.441006944442 44891.459062499998 44891.477800925924 44891.500740740739 44891.519467592596 44891.542395833334 44891.561157407406 44891.584050925929 44891.611851851849 44891.625717592593 44891.644490740742 44891.667407407411 44891.686168981483 29.198966408268735 30.232558139534881 32.041343669250644 40.568475452196381 54.521963824289408 64.082687338501287 84.496124031007753 94.832041343669246 100 100 100 100 100 100 100 100 100 100 39.534883720930232 42.894056847545222 49.612403100775197 55.555555555555557 64.599483204134373 68.47545219638242 76.744186046511629 83.979328165374682 87.855297157622729 89.922480620155042 94.05684754521964 91.472868217054256 92.764857881136948 93.023255813953483 89.405684754521957 83.204134366925061 80.878552971576227 74.418604651162795 51.937984496124031 58.39793281653747 68.47545219638242 75.193798449612402 85.271317829457359 93.540051679586568 100 100 100 98.449612403100772 100.77519379844961 100 100 100 99.741602067183464 97.932816537467701 95.090439276485782 86.563307493540051 57.881136950904391 65.374677002583979 73.901808785529724 86.304909560723516 96.899224806201545 100 100 100 100 100 100 100 100 100 100 98.191214470284237 92.248062015503876 87.596899224806208 39.534883720930232 42.894056847545222 51.421188630490953 61.75710594315246 70.542635658914733 76.485788113695079 86.304909560723516 91.21447028423772 98.191214470284237 100 100 100 100 100 100 95.348837209302332 92.248062015503876 87.596899224806208 40.05167958656331 40.05167958656331 52.97157622739018 63.049095607235138 77.2609819121447 88.63049095607235 97.932816537467701 100 100 100 100 100 100 100 100 95.090439276485782 90.956072351421184 88.372093023255815 31.524547803617569 37.984496124031011 48.837209302325576 63.049095607235138 77.00 2583979328165 92.764857881136948 100 100 100 100 100 100 100 100 100 100 100 100 0 20.162224797219004 20.741599073001161 21.90034762456547 22.827346465816916 26.187717265353417 28.621089223638467 38.35457705677868 46.349942062572424 54.345307068366168 59.096176129779842 68.829663962920051 71.610660486674391 73.812282734646587 75.898030127462349 73.464658169177284 69.17728852838934 61.761297798377754 55.156431054461187 42.062572421784473 52.491309385863275 65.932792584009263 78.910776361529543 91.193511008111244 99.304750869061408 99.884125144843566 99.304750869061408 99.652375434530711 98.261877172653527 98.72537659327925 96.871378910776357 95.365005793742768 93.163383545770571 89.107763615295482 82.618771726535343 77.520278099652373 68.713789107763617 37.195828505214365 48.319814600231744 60.950173812282735 71.378910776361522 86.442641946697563 93.742757821552729 95.596755504055622 96.755504055619937 96.987253765932792 96.987253765932792 97.334878331402081 96.871378910776357 95.249130938586319 92.699884125144848 90.614136732329086 84.936268829663959 78.910776361529543 70.220162224797221 38.818076477404404 49.015063731170336 61.761297798377754 74.855156431054453 87.833140208574747 94.553881807647741 96.871378910776357 96.755504055619937 97.914252607184238 97.103128621089212 97.103128621089212 96.987253765932792 95.017381228273464 92.815758980301283 89.803012746234074 86.674391657010432 80.301274623406712 74.623406720741599 40.20857473928158 50.405561993047513 63.383545770567785 79.026651216685977 86.674391657010432 92.352259559675559 96.523754345307069 97.914252607184238 98.146002317497107 97.219003476245661 98.030127462340673 96.871378910776357 96.060254924681345 91.772885283893388 90.150637311703363 85.283893395133262 82.387022016222474 74.623406720741599 39.049826187717265 39.049826187717265 61.297798377752031 71.147161066048668 82.155272305909619 87.717265353418298 90.498261877172652 92.236384704519111 92.352259559675559 92.352259559675559 89.455388180764771 90.382387022016218 89.803012746234074 85.515643105446117 82.271147161066054 79.142526071842411 73.464658169177284 66.048667439165698 26.187717265353417 27.230590961761298 31.517960602549245 37.775202780996523 44.959443800695247 52.607184241019702 59.443800695249124 63.267670915411358 71.147161066048668 76.593279258400926 82.850521436848197 85.97914252607184 87.601390498261878 90.034762456546929 90.614136732329086 90.034762456546929 85.631517960602551 83.777520278099644
Occupancy Rate, Lot 3
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