Placecast™ by Date, Publication Date 2023.07.23

On July 23, 2023, Motionworks published an update to its Placecast™ product, adding an incremental week through 2023-07-15.

Currently, there are the following known issues to be aware of:

  • Airport published dates missing after 2023-04-01; this will be rectified with the move to v2.1, now in Beta and set for release on Aug 14.
  • Regional Places (Census Areas and Neighborhoods) published dates missing after 2023-05-01; this will be rectified by releasing the missing weeks on July 24.
  • Medical Places (including Hospitals and Student Health Centers) published dates missing after 2023-07-01 while we ensure conformity with new privacy laws coming into effect; this is also being addressed with the move to 2.1, now in Beta and set for release on Aug 14.

Changes by Place Type

With each new release of Placecast™ by Date, Motionworks reviews changes at each place type and reports whether the place had a material change in an hourly visit estimate. These changes are reported in the table below and visualized in this PDF.

Place TypeTotal PlacesImmaterial ChangeRemoved for AuditingLess Than 5%Less Than 10%Less Than 50%Less Than 100%Greater Than 100%
Academic Building33000000
Airport Concourse255255000000
Airport Terminal145145000000
Amusement Park1212000000
Auto Dealership728728000000
Bank727727000000
Bar16,06516,057800000
Bus Garage Routes243243000000
Business1,4621,462000000
Car Wash Facility4444000000
Casino6666000000
Coffee Shop2222000000
Commercial Airport291291000000
Community Center2727000000
Convenience Store18,30418,299500000
Convention Center7474000000
Country Club5151000000
Drugstore10,28410,2533100000
Event Facility6060000000
Ferry55000000
Fire Department2323000000
Food Court1414000000
Fraternal Organization1,3811,381000000
Gas Station1,4301,429100000
General Aviation Airport5757000000
Grocery Store13,55613,5213500000
Gym2,6112,609200000
Hospital391387400000
Hotel1,1361,134200000
Indoor Rec4747000000
Laundromat6868000000
Lifestyle Center8280200000
Liquor Store1,2081,208000000
Medical Office2,2562,251600000
Medical Office - Cardiology491487400000
Medical Office - Dentist Office320320000000
Medical Office - Dermatology497490700000
Medical Office - Gastroenterology193192100000
Medical Office - Neurology108108000000
Medical Office - Oncology377376100000
Medical Office - Physical Therapy5151000000
Medical Office - Primary Care5,4255,3913400000
Medical Office - Rheumatology8180100000
Medical Office - Women's Health510506400000
Office Building290288200000
Outdoor Rec126126000000
Outlet Mall8888000000
Park2828000000
Parking Structure284284000000
Pedestrian Plaza66000000
Quick Serve Restaurant982982000000
Residential Facility370370000000
Rest Stop6767000000
Retail13,43313,432100000
Shopping Center312309300000
Shopping Mall461458300000
Sitdown Restaurant5,8495,8381100000
Spiritual Center1515000000
Stadium184184100000
Theater613613000000
Tourist Attraction5050000000
Trail22000000
Transit Hub2626000000
Transit Station2,7352,735000000
University Dining44000000
Warehouse301301000000

*Immaterial changes are differences of less than ten visits per hour or if a place was new or modified.

Cleared Places by Place Type

Place TypePlacesNewly Added Cleared Places in Vintage 2023.07.23Newly Removed Cleared Places in Vintage 2023.07.23Previously Cleared
Academic Building3201
Airport Concourse25500255
Airport Terminal14500145
Amusement Park120012
Auto Dealership72800728
Bank72700727
Bar16,05729816,036
Bus Garage Routes24300243
Business1,462101,461
Car Wash Facility440044
Casino660066
Coffee Shop221021
Commercial Airport29100291
Community Center270027
Convenience Store18,2992518,302
Convention Center740074
Country Club510051
Drugstore10,2531223110,162
Event Facility600060
Ferry5005
Fire Department230023
Food Court140014
Fraternal Organization1,381001,381
Gas Station1,429011,430
General Aviation Airport570057
Grocery Store13,5211053513,451
Gym2,6091522,596
Hospital387184373
Hotel1,134221,134
Indoor Rec4720027
Laundromat680068
Lifestyle Center800282
Liquor Store1,208001,208
Medical Office2,2511252,244
Medical Office - Cardiology48734488
Medical Office - Dentist Office32000320
Medical Office - Dermatology49077490
Medical Office - Gastroenterology19211192
Medical Office - Neurology10800108
Medical Office - Oncology37641373
Medical Office - Physical Therapy510051
Medical Office - Primary Care5,391146345,279
Medical Office - Rheumatology802179
Medical Office - Women's Health50604510
Office Building28802290
Outdoor Rec12610125
Outlet Mall880088
Park280028
Parking Structure28400284
Pedestrian Plaza6006
Quick Serve Restaurant98220980
Residential Facility37000370
Rest Stop670067
Retail13,4327113,426
Shopping Center30963306
Shopping Mall45883453
Sitdown Restaurant5,8387115,842
Spiritual Center150015
Stadium18420182
Theater61320611
Tourist Attraction500050
Trail2002
Transit Hub260026
Transit Station2,735102,734
University Dining4004
Warehouse30100301

Future Roadmap

As Motionworks continues to expand its data sources, visits and occupancy at stations in transit systems listed in the table below will see changes in future releases of Placecast™ by Date.

Transit SystemReason for Change
BARTAdditional first-party data observations
City and County of San Francisco (Muni)Rescaling based on additional station places
City of Charlotte North Carolina (Lynx)Rescaling based on additional station places
County of Miami-DadeAdditional first-party data observations
Denton County Transportation AuthorityAdditional first-party data observations
King County (WA) Department of Metro TransitRescaling based on additional station places
Maryland Transit AdministrationAdditional first-party data observations
Northern Indiana Commuter Transportation DistrictAdditional first-party data observations
Portland TriMetAdditional first-party data observations
San Diego Metropolitan Transit SystemRescaling based on additional station places
Twin Cities (MN) Metro TransitRescaling based on additional station places

Quality Assurance Summary

The Quality Assurance table for Vintage 2023.07.23 represents the first time reporting only places on the cleared list (see Cleared Places by Place Type). The Vintage 2023.07.23 includes 107,240 cleared places.

Check TypeVintage 2023.07.23Vintage 2023.07.15
error_arrivals_age_impossible0 (0%)0 (0%)
error_arrivals_age_nonsensical0 (0%)0 (0%)
error_arrivals_negative0 (0%)0 (0%)
error_arrivals_summation0 (0%)0 (0%)
error_duplicate0 (0%)0 (0%)
error_dwell_arrival0 (0%)0 (0%)
error_dwell_departure0 (0%)0 (0%)
error_dwell_min_null0 (0%)0 (0%)
error_dwell_negative0 (0%)0 (0%)
error_dwell_resident0 (0%)0 (0%)
error_dwell_transfer0 (0%)0 (0%)
error_dwell_visitor0 (0%)0 (0%)
error_dwell_worker0 (0%)0 (0%)
error_missing0 (0%)0 (0%)
error_occupancy_age_impossible0 (0%)0 (0%)
error_occupancy_age_nonsensical0 (0%)0 (0%)
error_occupancy_negative0 (0%)0 (0%)
error_occupancy_summation0 (0%)0 (0%)
error_processes0 (0%)0 (0%)
error_zero_total_arrivals0 (0%)0 (0%)
error_zero_total_occupancy0 (0%)0 (0%)

Check Type Definitions

Check TypeDefinition
error_arrivals_age_impossibleChild visits are greater than total visits
error_arrivals_age_nonsensicalVisits where children travel alone.
error_arrivals_negativeAny visits value less than zero.
error_arrivals_summationSegmented visits summation does not sum to the total visits
error_duplicateDuplicate records
error_dwell_arrivalArriving passenger visits with no arrival dwell
error_dwell_departureDeparting passenger visits with no departure dwell
error_dwell_min_nullRecord missing dwell threshold
error_dwell_negativeDwell time is less than zero
error_dwell_residentResident visits with no resident dwell
error_dwell_transferTransferring passenger visits with no transfer dwell
error_dwell_visitorGuest visits with no guest dwell
error_dwell_workerWorker visits with no worker dwell
error_missingThe place is missing entirely from reporting
error_occupancy_age_impossibleChild occupancy is greater than total occupancy
error_occupancy_age_nonsensicalOccupancy where children are left alone
error_occupancy_negativeAny occupancy is less than zero
error_occupancy_summationSegmented occupancy summation does not sum to total occupancy
error_processesTwo or more place processes for the same place
error_zero_total_arrivalsSegmented visits are greater than zero, but total visits are zero
error_zero_total_occupancySegmented occupancy is greater than zero, but total occupancy is zero

Release: 20230723_085000