Summative Assessment: Information Visualization Parking Space Usage Presentation

Summative Assessment: Information Visualization Parking Space Usage Presentation.

Introduction. As our city anticipates a surge in population and traffic, parking challenges are becoming increasingly pressing. To address this, we're exploring the potential of a smart parking app. This innovative technology can optimize the use of existing parking spaces, helping to alleviate congestion and improve the overall parking experience..

Introduction. Brief overview of the city's parking issues. Introduction to the concept of a smart parking app as a viable solution. Set the stage for the detailed analysis and recommendations that will follow..

Project Rationale and Goals. Projected Population Growth.

Data Overview. Occupancy Rate Data Collection. Lot Occupancy Rate Sunday Sunday Sunday Sunday Sunday Sunday Sunday Sunday Sunday Lot 1 Lot 2 Lot 3 Lot 4 Lot 5 Lot 6 Lot 7 Lot 8 Lot 9 49.35 79.438888888888897 60.106085985482963 26.828949090433184 166.7083794264409 63.613470436846491 63.1199474716651 1430.9371356818999 40.586142887405138 Occupancy Rate Times 20.162224797219004 29.198966408268735 2.1775544388609713 2.4734982332155475 8.7234042553191493 7.2727272727272725 33.770014556040756 8.1666666666666661 24.305555555555554.

Box Plot Analysis. Daily Occupancy Rates. 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Monday Monday Monday Monday Monday Monday Monday Monday Monday Monday Monday Monday Monday Monday Monday Monday Tuesday Tuesday Tuesday Tuesday Tuesday Tuesday Tuesday Tuesday Tuesday Tuesday Tuesday Tuesday Tuesday Tuesday Tuesday Tuesday Tuesday Wednesday Wednesday Wednesday Wednesday Wednesday Wednesday Wednesday Wednesday Wednesday Wednesday Wednesday Wednesday Wednesday Wednesday Wednesday Wednesday Wednesday Thursday Thursday Thursday Thursday Thursday Thursday Thursday Thursday Thursday Thursday Thursday Thursday Thursday Thursday Thursday Thursday Friday Friday Friday Friday Friday Friday Friday Friday Friday Friday Friday Friday Friday Friday Friday Friday Friday Friday Saturday Saturday Saturday Saturday Saturday Saturday Saturday Saturday Saturday Saturday Saturday Saturday Saturday Saturday Saturday Saturday Saturday Saturday 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 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49.246813441483198 62.108922363847043 70.451911935110076 77.983777520278096 82.966396292004646 88.41251448435689 89.107763615295482 90.845886442641941 91.888760139049836 93.51100811123986 92.120509849362691 93.279258400927006 90.266512166859798 86.326767091541129 78.215527230590965 70.683661645422944 65.005793742757817 100 100 100 100 100 100 100 100 100 99.420625724217842 99.768250289687131 98.841251448435685 96.639629200463489 94.206257242178452 90.034762456546929 83.661645422943224 77.520278099652373 69.988412514484352 40.092699884125146 47.161066048667436 56.315179606025488 69.061413673232906 81.344148319814607 91.193511008111244 97.914252607184238 99.652375434530711 99.652375434530711 99.188876013904974 98.957126303592119 97.450753186558515 97.450753186558515 95.712630359212042 89.918887601390495 85.631517960602551 81.460023174971028 74.507531865585165 38.238702201622246 48.319814600231744 60.486674391657012 72.190034762456548 86.906141367323286 97.103128621089212 99.304750869061408 99.188876013904974 99.420625724217842 98.60950173812283 99.884125144843566 99.768250289687131 99.536500579374277 98.72537659327925 94.90150637311703 89.68713789107764 84.009269988412512 78.331402085747399 46.581691772885286 54.577056778679022 65.585168018539974 77.288528389339518 85.168018539976813 91.193511008111244 93.51100811123986 97.219003476245661 97.798377752027804 99.536500579374277 98.377752027809962 96.176129779837765 94.438006952491307 93.742757821552729 89.339513325608351 84.125144843568947 72.537659327925837 66.048667439165698 29.779837775202783 31.170336037079956 35.110081112398611 39.1657010428737 46.349942062572424 54.229432213209741 60.370799536500577 65.121668597914251 70.104287369640787 71.610660486674391 75.434530706836611 78.447276940903819 79.258400926998846 80.301274623406712 79.374275782155266 77.288528389339518 71.147161066048668 67.439165701042867 30.127462340672075 30.243337195828506 30.590961761297798 31.402085747392817 34.994206257242176 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20 25.833333333333336 36.666666666666664 45 54.083333333333336 59.25 62.833333333333329 63.916666666666664 65.083333333333343 66.083333333333343 64.583333333333343 63.416666666666664 62.333333333333329 61.250000000000007 58.416666666666664 55.75 52.083333333333336 43.916666666666664 18.25 27.333333333333332 38.083333333333336 48.833333333333336 58.083333333333329 62.416666666666664 65.583333333333343 66.25 67 67.75 68.583333333333329 67.166666666666657 67.083333333333329 66.166666666666657 64.333333333333329 60.916666666666664 58.666666666666664 50.583333333333336 22.75 28.249999999999996 39.083333333333329 49 59.666666666666671 64.166666666666671 66.833333333333329 67.916666666666671 69.5 69.333333333333343 70.833333333333343 70.583333333333329 70.166666666666671 68.833333333333329 66.166666666666657 64.333333333333329 58.666666666666664 51.583333333333336 20.25 27.416666666666668 39.083333333333329 51.749999999999993 58.666666666666664 62.916666666666664 66.5 67.583333333333329 68.916666666666671 67.75 66.75 65.416666666666671 66.166666666666657 65.416666666666671 62.666666666666671 58.916666666666664 56.75 48.25 21.583333333333332 21.583333333333332 39.5 49.666666666666664 61.250000000000007 68.416666666666671 70.916666666666657 75.666666666666671 78.416666666666671 79.5 73 72 71.166666666666671 68.5 63.249999999999993 59 53.916666666666671 48.583333333333336 13 13.916666666666666 18.25 21.75 25.416666666666664 29.583333333333332 33 36.083333333333336 44.333333333333336 51.749999999999993 58.5 63.249999999999993 66.416666666666671 69.916666666666671 71 72.5 68.666666666666671 67.833333333333329 11.416666666666666 12.166666666666668 12.083333333333334 13.166666666666666 15.833333333333332 17.5 19.75 28.083333333333332 33.416666666666664 40.333333333333329 49.25 51.416666666666664 55.083333333333329 57.833333333333336 56.833333333333336 54.416666666666671 48.666666666666671 40.583333333333336 22.416666666666664 31.583333333333336 38.083333333333336 46 53.333333333333336 62.416666666666664 64.916666666666671 71.083333333333329 72.833333333333343 74.25 74.333333333333329 75.333333333333329 76.666666666666671 75.166666666666671 71.666666666666671 70.25 63.249999999999993 55.333333333333336 22 29.75 35.833333333333336 46.583333333333329 55.666666666666664 62.666666666666671 68.666666666666671 70.583333333333329 72.916666666666657 74.25 74.833333333333329 74.333333333333329 73.916666666666657 71.166666666666671 68.25 64.666666666666657 58.583333333333329 51.333333333333329 21.833333333333332 29.583333333333332 40 48.916666666666671 58.25 65.083333333333343 69.833333333333343 71.666666666666671 74 74 74.5 74.666666666666671 73.75 72.666666666666671 67.25 62.583333333333336 59.75 51 20.5 25.75 36.416666666666671 47.25 57.333333333333336 63.166666666666671 67.75 69.333333333333343 71.166666666666671 70.833333333333343 73.333333333333329 73.75 73.416666666666657 71.25 68.166666666666657 65.416666666666671 60.5 53.833333333333336 17.083333333333332 25.166666666666664 36.5 44.583333333333336 53.5 56.833333333333336 59.75 62 62.916666666666664 63.249999999999993 62.916666666666664 61.916666666666664 62.083333333333336 61.166666666666671 57.166666666666664 53.25 50.166666666666671 43.333333333333336 21.166666666666668 28.249999999999996 38.666666666666664 46.333333333333329 55.416666666666671 60.333333333333336 64.333333333333329 67.833333333333329 71.833333333333343 72.583333333333329 73.583333333333329 73.166666666666671 71.75 70.25 66.916666666666671 62.5 59.083333333333329 52.333333333333329 19.583333333333332 27.750000000000004 36.583333333333336 47.083333333333336 54.833333333333336 61.333333333333329 65.666666666666657 67.5 69.416666666666671 69.583333333333329 69.333333333333343 69.5 69.833333333333343 69.083333333333329 64.416666666666671 61.083333333333336 56.499999999999993 48.833333333333336 21.916666666666668 29.25 37.083333333333336 45.333333333333329 52.75 59 64 65.583333333333343 68.833333333333329 70.833333333333343 71.166666666666671 71.666666666666671 69.666666666666671 67.75 64.25 61.750000000000007 58.75 51.333333333333329 21.166666666666668 28.333333333333332 37.666666666666664 45.75 54.916666666666671 61.666666666666671 66.416666666666671 70 72 71.583333333333329 69.666666666666671 71.583333333333329 70.166666666666671 68.333333333333329 63.666666666666671 60.25 55.666666666666664 48.833333333333336 21.583333333333332 27.333333333333332 35.583333333333336 45.666666666666664 53.25 57.166666666666664 60.166666666666671 62 64.583333333333343 65.75 65.5 64.333333333333329 63.583333333333336 61.666666666666671 59.166666666666664 55.333333333333336 53.833333333333336 47.5 11.083333333333334 12.75 15.416666666666668 18.916666666666668 22.75 27.250000000000004 31.25 35.583333333333336 38.75 42.5 47 50 52.583333333333336 53.916666666666671 55.666666666666664 55.166666666666664 55.666666666666664 52.666666666666664 11.25 11.25 11.833333333333334 14.166666666666666 16.833333333333332 17.833333333333336 20.083333333333332 25.75 33.75 40.166666666666664 46.083333333333329 48.416666666666671 52 56.25 56.25 53.583333333333336 47.583333333333336 42.083333333333336 19.916666666666664 27.916666666666668 37.083333333333336 45.75 54 57.583333333333329 61.333333333333329 64.416666666666671 68.166666666666657 69.416666666666671 71.666666666666671 70.75 70.916666666666657 68.416666666666671 65.166666666666657 60.833333333333329 55.083333333333329 47.333333333333336 20.916666666666668 29.083333333333332 40.583333333333336 48.333333333333336 57.833333333333336 63 67.5 70.166666666666671 73.416666666666657 73.583333333333329 74.166666666666671 72.666666666666671 69.083333333333329 67.25 63.5 58.416666666666664 53.25 22.25 33.333333333333329 40.083333333333329 48.333333333333336 58.5 64.166666666666671 69.583333333333329 71.25 71.75 71.25 70.833333333333343 71.25 70.5 67.833333333333329 64 62.333333333333329 56.916666666666671 18.75 30 39.916666666666664 50.249999999999993 57.499999999999993 62.5 65.75 65.916666666666671 67.583333333333329 68.916666666666671 70.416666666666671 70.166666666666671 70.5 68.583333333333329 66.333333333333329 64.833333333333329 59.166666666666664 55.25 19.75 29.25 37.5 44.916666666666664 53.166666666666664 56.999999999999993 60.583333333333336 62.749999999999993 63.166666666666671 64.666666666666657 62.083333333333336 63.5 62.333333333333329 59.833333333333336 57.916666666666671 55.166666666666664 53.333333333333336 49 13.166666666666666 13.666666666666666 17.166666666666668 20.333333333333332 25.75 30.25 33.833333333333329 35.75 40 43.083333333333336 46.083333333333329 46.75 50.916666666666664 52.833333333333329 56.583333333333329 56.666666666666664 55.666666666666664 53.25 24.305555555555554 25.833333333333336 27.083333333333332 27.083333333333332 28.749999999999996 30.277777777777775 32.916666666666664 35.416666666666671 38.333333333333336 40.972222222222221 44.027777777777779 44.583333333333336 45.694444444444443 46.666666666666664 46.388888888888893 44.305555555555557 41.388888888888886 36.944444444444443 50.555555555555557 59.166666666666664 70.555555555555557 80.694444444444443 90.138888888888886 95.277777777777771 95.972222222222229 96.111111111111114 96.805555555555557 97.222222222222214 96.805555555555557 97.777777777777771 97.777777777777771 95.972222222222229 93.888888888888886 89.305555555555557 82.916666666666671 69.027777777777771 46.944444444444443 60.277777777777771 71.388888888888886 79.861111111111114 90.277777777777786 94.027777777777771 96.805555555555557 97.5 96.944444444444443 97.5 96.388888888888886 95.972222222222229 95.972222222222229 94.583333333333329 92.916666666666671 87.222222222222229 81.805555555555557 70.138888888888886 52.638888888888893 61.527777777777779 70.416666666666671 82.638888888888886 95.416666666666671 98.888888888888886 99.444444444444443 97.361111111111114 97.5 98.611111111111114 98.194444444444443 95.972222222222229 94.305555555555557 91.944444444444443 88.75 84.444444444444443 75.833333333333329 64.444444444444443 48.333333333333336 59.305555555555557 70 80.277777777777786 86.111111111111114 89.166666666666671 91.527777777777771 92.638888888888886 94.305555555555557 95 96.527777777777786 97.222222222222214 95.972222222222229 93.611111111111114 91.111111111111114 85.694444444444443 78.472222222222214 68.888888888888886 46.527777777777779 46.527777777777779 67.916666666666671 74.444444444444443 80.694444444444443 83.472222222222229 84.861111111111114 84.722222222222214 85.833333333333329 87.916666666666671 87.777777777777771 87.638888888888886 87.083333333333329 84.861111111111114 81.805555555555557 79.166666666666657 71.388888888888886 61.111111111111114 23.75 24.722222222222221 32.5 41.111111111111107 45.972222222222221 52.083333333333336 56.25 61.666666666666671 68.055555555555557 74.166666666666671 79.722222222222229 81.388888888888886 87.361111111111114 90.277777777777786 88.611111111111114 88.333333333333329 83.75 73.75 23.888888888888889 23.888888888888889 25 25.277777777777779 27.777777777777779 30.277777777777775 35.138888888888886 40 47.5 54.444444444444443 57.638888888888886 59.861111111111107 63.055555555555557 65.416666666666671 62.361111111111114 56.111111111111114 51.111111111111107 41.805555555555557 45.555555555555557 45.555555555555557 45.555555555555557 45.555555555555557 60 68.611111111111114 74.305555555555557 88.333333333333329 94.583333333333329 95.416666666666671 99.305555555555557 99.583333333333329 99.166666666666671 99.583333333333329 97.361111111111114 89.305555555555557 85.694444444444443 71.111111111111114 46.25 57.777777777777771 71.388888888888886 80.277777777777786 89.444444444444443 95.416666666666671 98.611111111111114 99.305555555555557 100 100 99.583333333333329 99.305555555555557 99.444444444444443 96.944444444444443 93.75 87.5 80.833333333333329 71.805555555555557 47.916666666666671 56.944444444444443 68.333333333333329 75.833333333333329 85.833333333333329 89.027777777777771 92.222222222222229 93.333333333333329 93.611111111111114 95 94.583333333333329 93.888888888888886 95.138888888888886 92.5 90.555555555555557 87.916666666666671 80.138888888888886 69.027777777777771 52.916666666666664 59.027777777777779 71.527777777777786 80.416666666666671 89.027777777777771 92.083333333333329 94.583333333333329 94.722222222222214 95.277777777777771 96.527777777777786 97.638888888888886 97.361111111111114 96.111111111111114 94.583333333333329 93.055555555555557 88.611111111111114 81.666666666666671 72.083333333333329 45.694444444444443 59.027777777777779 70.277777777777771 76.111111111111114 83.611111111111114 85.972222222222229 88.333333333333329 87.638888888888886 89.444444444444443 88.055555555555557 87.777777777777771 86.944444444444443 85.416666666666657 83.194444444444443 80.972222222222229 74.583333333333329 67.361111111111114 58.75 50 50 50 50 61.388888888888893 70.972222222222229 79.861111111111114 82.222222222222214 97.222222222222214 98.611111111111114 99.583333333333329 96.666666666666671 98.75 96.527777777777786 94.027777777777771 90.555555555555557 83.055555555555557 75.416666666666671 53.194444444444443 61.250000000000007 69.722222222222214 77.5 85.833333333333329 90.972222222222214 95.555555555555557 95.416666666666671 96.25 98.194444444444443 95.555555555555557 96.25 95.555555555555557 94.166666666666671 91.25 87.083333333333329 80.555555555555557 65.833333333333329 51.111111111111107 60.694444444444443 71.111111111111114 76.527777777777771 84.861111111111114 91.805555555555557 95.138888888888886 95.694444444444443 96.388888888888886 96.944444444444443 95.694444444444443 95.972222222222229 96.25 97.222222222222214 95.277777777777771 90.416666666666671 83.333333333333343 71.666666666666671 52.361111111111114 60.972222222222229 68.888888888888886 77.777777777777786 82.222222222222214 84.861111111111114 85.694444444444443 87.083333333333329 87.222222222222229 87.777777777777771 87.777777777777771 86.527777777777786 86.666666666666671 83.75 81.527777777777771 76.944444444444443 70 62.222222222222221 25.972222222222225 27.361111111111114 30.833333333333336 34.166666666666664 37.5 43.888888888888886 48.194444444444443 53.055555555555557 57.916666666666671 63.888888888888886 64.583333333333343 68.333333333333329 69.027777777777771 70.416666666666671 68.472222222222229 67.916666666666671 63.333333333333329 58.19444444444445 23.611111111111111 23.472222222222221 24.305555555555554 24.583333333333332 27.638888888888889 30.416666666666664 37.361111111111114 42.916666666666664 49.583333333333336 56.111111111111114 60.277777777777771 62.916666666666664 63.472222222222221 64.444444444444443 61.805555555555557 59.027777777777779 51.666666666666671 45.138888888888893 45.833333333333329 55.694444444444443 68.055555555555557 76.388888888888886 85.416666666666657 88.75 91.666666666666657 93.333333333333329 93.333333333333329 96.111111111111114 95.555555555555557 93.888888888888886 93.472222222222229 92.222222222222229 88.888888888888886 84.722222222222214 78.611111111111114 67.916666666666671 45.694444444444443 57.361111111111107 67.361111111111114 74.305555555555557 81.388888888888886 86.666666666666671 89.027777777777771 90.833333333333329 92.222222222222229 91.111111111111114 92.361111111111114 92.083333333333329 91.527777777777771 89.444444444444443 85.972222222222229 77.361111111111114 70.555555555555557 53.333333333333336 65 72.083333333333329 77.777777777777786 85.555555555555557 90 91.666666666666657 91.666666666666657 90.833333333333329 90 89.722222222222229 88.333333333333329 87.083333333333329 86.944444444444443 83.75 79.027777777777771 66.666666666666657 45.138888888888893 58.75 66.805555555555557 85.555555555555557 88.055555555555557 88.75 92.361111111111114 92.916666666666671 92.222222222222229 92.361111111111114 91.805555555555557 88.888888888888886 88.194444444444443 85.694444444444443 78.333333333333329 69.861111111111114 47.638888888888886 57.916666666666671 66.527777777777771 71.25 74.722222222222229 77.777777777777786 79.722222222222229 79.444444444444443 80.694444444444443 81.805555555555557 81.111111111111114 79.861111111111114 79.027777777777771 76.527777777777771 72.777777777777771 67.777777777777786 62.638888888888886 54.722222222222229 27.916666666666668 29.027777777777779 32.222222222222221 35.833333333333336 37.777777777777779 42.777777777777779 45.138888888888893 49.722222222222221 52.638888888888893 56.805555555555557 62.916666666666664 64.583333333333343 65.416666666666671 66.527777777777771 65.833333333333329 64.722222222222229 61.666666666666671 55.416666666666671.

Box Plot Analysis - Parking Lot Comparison. Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 Lot01 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58.75 50 50 50 50 61.388888888888893 70.972222222222229 79.861111111111114 82.222222222222214 97.222222222222214 98.611111111111114 99.583333333333329 96.666666666666671 98.75 96.527777777777786 94.027777777777771 90.555555555555557 83.055555555555557 75.416666666666671 53.194444444444443 61.250000000000007 69.722222222222214 77.5 85.833333333333329 90.972222222222214 95.555555555555557 95.416666666666671 96.25 98.194444444444443 95.555555555555557 96.25 95.555555555555557 94.166666666666671 91.25 87.083333333333329 80.555555555555557 65.833333333333329 51.111111111111107 60.694444444444443 71.111111111111114 76.527777777777771 84.861111111111114 91.805555555555557 95.138888888888886 95.694444444444443 96.388888888888886 96.944444444444443 95.694444444444443 95.972222222222229 96.25 97.222222222222214 95.277777777777771 90.416666666666671 83.333333333333343 71.666666666666671 52.361111111111114 60.972222222222229 68.888888888888886 77.777777777777786 82.222222222222214 84.861111111111114 85.694444444444443 87.083333333333329 87.222222222222229 87.777777777777771 87.777777777777771 86.527777777777786 86.666666666666671 83.75 81.527777777777771 76.944444444444443 70 62.222222222222221 25.972222222222225 27.361111111111114 30.833333333333336 34.166666666666664 37.5 43.888888888888886 48.194444444444443 53.055555555555557 57.916666666666671 63.888888888888886 64.583333333333343 68.333333333333329 69.027777777777771 70.416666666666671 68.472222222222229 67.916666666666671 63.333333333333329 58.19444444444445 23.611111111111111 23.472222222222221 24.305555555555554 24.583333333333332 27.638888888888889 30.416666666666664 37.361111111111114 42.916666666666664 49.583333333333336 56.111111111111114 60.277777777777771 62.916666666666664 63.472222222222221 64.444444444444443 61.805555555555557 59.027777777777779 51.666666666666671 45.138888888888893 45.833333333333329 55.694444444444443 68.055555555555557 76.388888888888886 85.416666666666657 88.75 91.666666666666657 93.333333333333329 93.333333333333329 96.111111111111114 95.555555555555557 93.888888888888886 93.472222222222229 92.222222222222229 88.888888888888886 84.722222222222214 78.611111111111114 67.916666666666671 45.694444444444443 57.361111111111107 67.361111111111114 74.305555555555557 81.388888888888886 86.666666666666671 89.027777777777771 90.833333333333329 92.222222222222229 91.111111111111114 92.361111111111114 92.083333333333329 91.527777777777771 89.444444444444443 85.972222222222229 77.361111111111114 70.555555555555557 53.333333333333336 65 72.083333333333329 77.777777777777786 85.555555555555557 90 91.666666666666657 91.666666666666657 90.833333333333329 90 89.722222222222229 88.333333333333329 87.083333333333329 86.944444444444443 83.75 79.027777777777771 66.666666666666657 45.138888888888893 58.75 66.805555555555557 85.555555555555557 88.055555555555557 88.75 92.361111111111114 92.916666666666671 92.222222222222229 92.361111111111114 91.805555555555557 88.888888888888886 88.194444444444443 85.694444444444443 78.333333333333329 69.861111111111114 47.638888888888886 57.916666666666671 66.527777777777771 71.25 74.722222222222229 77.777777777777786 79.722222222222229 79.444444444444443 80.694444444444443 81.805555555555557 81.111111111111114 79.861111111111114 79.027777777777771 76.527777777777771 72.777777777777771 67.777777777777786 62.638888888888886 54.722222222222229 27.916666666666668 29.027777777777779 32.222222222222221 35.833333333333336 37.777777777777779 42.777777777777779 45.138888888888893 49.722222222222221 52.638888888888893 56.805555555555557 62.916666666666664 64.583333333333343 65.416666666666671 66.527777777777771 65.833333333333329 64.722222222222229 61.666666666666671 55.416666666666671.

Scatter Plot Analysis Parking Lot 1. Occupancy Rate 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 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.

Scatter Plot Analysis. Parking lot 2. 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 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.

Insights from Smart Cities Research. [image] A screenshot of a smart city Description automatically generated.

Recommendations. Implement Smart Parking App Use of Underutilized Parking Lots Dynamic Pricing Strategies Monitor and Manage High Demand Lots Collect and Analyze Data Continuously.

Conclusion. Recap of Key Findings and Recommendations.

References. 360 Smart Parking Solutions. (2024). Urbiotica. https://urbiotica.com/en/ Google Play. (2024). SmartParking Kolkata. https://play.google.com/store/apps/details?id=com.innovus.vyoma.kpsmartparking&hl=en_US&pli=1 Dreamstime. (2024). Smart Parking Vector Illustration of Wireless Smartphone App Technology Stock Vector. https://www.dreamstime.com/smart-parking-vector-illustration-wireless-smartphone-app-technology-smart-parking-vector-illustration-man-user-smartphone-image114827106.