Placecast™ by Date Version 2.1, Publication Date 2023.12.29

On Decemmber 29, 2023, Motionworks published an update to its Placecast™ by Date product. While the end-user schemas have not changed, the data pipeline process used to generate the cleared places was updated based on internal audits and customer feedback.

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 Type	Total Places	Immaterial Change	Removed for Auditing	Less Than 5%	Less Than 10%	Less Than 50%	Less Than 100%	Greater Than 100%
Total	436,649	416,196	4	19,141	765	205	234	123
Academic Building	1,350	1,342	0	8	0	0	0	0
Airport Concourse	240	240	0	0	0	0	0	0
Airport Gate	4	4	0	0	0	0	0	0
Airport Terminal	150	150	0	0	0	0	0	0
Amusement Park	59	59	0	0	0	0	0	0
Auto Dealership	25,873	25,765	0	24	38	35	2	9
Bank	3,610	3,505	0	65	21	17	0	2
Bar	50,321	48,670	1	1,567	25	26	24	13
Bus Garage Routes	243	243	0	0	0	0	0	0
Business	7,084	6,897	1	168	0	13	1	4
Car Wash Facility	44	44	0	0	0	0	0	0
Casino	327	323	0	3	0	0	1	0
Child Care Facility	224	220	0	4	0	0	0	0
Coffee Shop	8,074	7,966	0	105	0	0	2	2
Commercial Airport	309	309	0	0	0	0	0	0
Community Center	183	180	0	3	0	0	0	0
Convenience Store	19,265	18,391	0	794	42	20	8	12
Convention Center	94	94	0	0	0	0	0	0
Country Club	89	89	0	0	0	0	0	0
Drugstore	10,763	10,136	0	566	42	0	12	7
Event	65	65	0	0	0	0	0	0
Event Detection	4	4	0	0	0	0	0	0
Event Facility	229	220	0	9	0	0	0	0
Ferry	7	7	0	0	0	0	0	0
Fire Department	30	30	0	0	0	0	0	0
Food Court	11	10	0	1	0	0	0	0
Fraternal Organization	2,807	2,780	0	3	0	19	3	2
Gas Station	2,307	2,300	0	2	0	3	1	1
General Aviation Airport	188	188	0	0	0	0	0	0
Grocery Store	16,299	15,471	1	800	0	9	15	3
Gym	3,258	3,203	0	54	0	0	1	0
Hospital	1,290	1,289	0	1	0	0	0	0
Hotel	1,822	1,819	0	3	0	0	0	0
Indoor Rec	1,124	1,109	0	15	0	0	0	0
Institutional Housing	61	61	0	0	0	0	0	0
Laundromat	328	316	0	4	8	0	0	0
Lifestyle Center	261	259	0	0	0	1	1	0
Liquor Store	1,318	1,277	0	22	17	0	0	2
Lobby	1	0	0	1	0	0	0	0
Medical Office	5,556	5,094	0	414	28	10	9	1
Medical Office - Cardiology	468	437	0	31	0	0	0	0
Medical Office - Dentist Office	332	269	0	63	0	0	0	0
Medical Office - Dermatology	525	445	0	80	0	0	0	0
Medical Office - Gastroenterology	179	127	1	51	0	0	0	0
Medical Office - Neurology	121	114	0	7	0	0	0	0
Medical Office - Oncology	379	353	0	25	0	0	0	1
Medical Office - Physical Therapy	58	57	0	1	0	0	0	0
Medical Office - Primary Care	5,637	5,114	0	513	0	3	7	0
Medical Office - Rheumatology	76	65	0	11	0	0	0	0
Medical Office - Women's Health	482	435	0	47	0	0	0	0
Office Building	2,557	2,344	0	208	0	3	2	0
Outdoor Rec	334	332	0	2	0	0	0	0
Outlet Mall	152	152	0	0	0	0	0	0
Park	476	476	0	0	0	0	0	0
Parking Structure	689	668	0	21	0	0	0	0
Pedestrian Plaza	52	52	0	0	0	0	0	0
Quick Serve Restaurant	63,191	59,593	0	3,263	257	18	46	16
Residential Facility	3,407	3,342	0	56	9	0	1	0
Rest Stop	70	70	0	0	0	0	0	0
Retail	31,197	30,259	0	895	11	1	20	13
Shopping Center	4,821	4,634	0	174	4	3	6	0
Shopping Mall	999	998	0	1	0	0	0	0
Sitdown Restaurant	147,627	138,331	0	8,952	239	13	66	32
Spiritual Center	70	70	0	0	0	0	0	0
Stadium	1,013	1,013	0	0	0	0	0	0
Streetscape	30	30	0	0	0	0	0	0
Student Center	99	98	0	1	0	0	0	0
Theater	1,728	1,664	0	59	0	0	5	0
Tourist Attraction	606	604	0	2	0	0	0	0
Trail	17	17	0	0	0	0	0	0
Transit Hub	31	31	0	0	0	0	0	0
Transit Station	2,703	2,627	0	39	24	11	0	2
University Campus	169	169	0	0	0	0	0	0
University Dining	21	20	0	1	0	0	0	0
University Health Center	44	44	0	0	0	0	0	0
University Housing	337	336	0	1	0	0	0	0
University Recreation Center	314	312	0	0	0	0	1	1
Warehouse	366	365	0	1	0	0	0	0

*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 Type	Total Places	Newly Cleared Places	Previously Cleared
Total	463,712	463,712	463,712
Academic Building	1,350	1,350	1,350
Airport Concourse	240	240	240
Airport Gate	4	4	4
Airport Terminal	150	150	150
Amusement Park	59	59	59
Auto Dealership	25,874	25,874	25,874
Bank	3,619	3,619	3,619
Bar	50,399	50,399	50,399
Bus Garage Routes	243	243	243
Business	7,121	7,121	7,121
Car Wash Facility	44	44	44
Casino	327	327	327
Child Care Facility	228	228	228
Coffee Shop	8,077	8,077	8,077
Commercial Airport	309	309	309
Community Center	183	183	183
Convenience Store	19,367	19,367	19,367
Convention Center	94	94	94
Country Club	89	89	89
Drugstore	10,785	10,785	10,785
Event	65	65	65
Event Detection	4	4	4
Event Facility	231	231	231
Face	26,048	26,048	26,048
Ferry	7	7	7
Fire Department	30	30	30
Food Court	11	11	11
Fraternal Organization	2,808	2,808	2,808
Gas Station	2,307	2,307	2,307
General Aviation Airport	188	188	188
Grocery Store	16,322	16,322	16,322
Gym	3,293	3,293	3,293
Hospital	1,293	1,293	1,293
Hotel	1,822	1,822	1,822
Indoor Rec	1,127	1,127	1,127
Institutional Housing	61	61	61
Laundromat	328	328	328
Lifestyle Center	262	262	262
Liquor Store	1,324	1,324	1,324
Lobby	1	1	1
Medical Office	5,640	5,640	5,640
Medical Office - Cardiology	499	499	499
Medical Office - Dentist Office	333	333	333
Medical Office - Dermatology	549	549	549
Medical Office - Gastroenterology	201	201	201
Medical Office - Neurology	131	131	131
Medical Office - Oncology	416	416	416
Medical Office - Physical Therapy	64	64	64
Medical Office - Primary Care	5,812	5,812	5,812
Medical Office - Rheumatology	87	87	87
Medical Office - Women's Health	518	518	518
Neighborhood	1	1	1
Office Building	2,565	2,565	2,565
Outdoor Rec	334	334	334
Outlet Mall	152	152	152
Park	476	476	476
Parking Structure	693	693	693
Pedestrian Plaza	52	52	52
Quick Serve Restaurant	63,199	63,199	63,199
Residential Facility	3,417	3,417	3,417
Rest Stop	70	70	70
Retail	31,291	31,291	31,291
Shopping Center	4,821	4,821	4,821
Shopping Mall	1,000	1,000	1,000
Sitdown Restaurant	147,739	147,739	147,739
Spiritual Center	70	70	70
Stadium	1,013	1,013	1,013
Streetscape	30	30	30
Student Center	99	99	99
Theater	1,736	1,736	1,736
Tourist Attraction	606	606	606
Trail	17	17	17
Transit Hub	31	31	31
Transit Station	2,703	2,703	2,703
University Campus	169	169	169
University Dining	21	21	21
University Health Center	45	45	45
University Housing	337	337	337
University Recreation Center	314	314	314
Warehouse	367	367	367

Scores by Place Type

Place Type	Average Dwell Score - Previous	Average Dwell Score - Latest	Average Footprint Score - Previous	Average Footprint Score - Latest	Average Profile Score - Previous	Average Profile Score - Latest	Average Visit Score - Previous	Average Visit Score - Latest
Academic Building	0.25	0.25	nan	0.32	0.13	0.13	0.24	0.24
Airport Concourse	0.26	0.26	nan	0.27	0.09	0.09	0.23	0.23
Airport Terminal	0.29	0.29	nan	0.27	0.09	0.09	0.35	0.35
Amusement Park	0.33	0.33	nan	0.37	0.23	0.23	0.31	0.31
Auto Dealership	0.29	0.29	nan	0.31	0.13	0.13	0.28	0.28
Bank	0.28	0.28	nan	0.34	0.12	0.12	0.16	0.16
Bar	0.28	0.28	nan	0.35	0.14	0.14	0.19	0.19
Bus Garage Routes	0.38	0.38	nan	0.28	0.24	0.24	0.35	0.35
Business	0.24	0.24	nan	0.33	0.11	0.11	0.18	0.18
Car Wash Facility	0.24	0.24	nan	0.34	0.12	0.12	0.29	0.29
Casino	0.27	0.27	nan	0.34	0.19	0.19	0.21	0.21
Child Care Facility	0.29	0.29	nan	0.31	0.14	0.14	0.26	0.26
Coffee Shop	0.30	0.30	nan	0.34	0.14	0.14	0.28	0.28
Commercial Airport	0.26	0.26	nan	0.29	0.29	0.29	0.30	0.30
Community Center	0.25	0.25	nan	0.33	0.15	0.15	0.18	0.18
Convenience Store	0.30	0.30	nan	0.34	0.13	0.13	0.15	0.16
Convention Center	0.33	0.33	nan	0.39	0.17	0.17	0.25	0.25
Country Club	0.27	0.27	nan	0.36	0.11	0.11	0.23	0.23
Drugstore	0.34	0.34	nan	0.34	0.23	0.23	0.12	0.12
Event	0.22	0.22	nan	0.38	0.19	0.19	0.37	0.37
Event Detection	0.39	0.39	nan	0.37	0.18	0.18	0.38	0.38
Event Facility	0.25	0.25	nan	0.36	0.18	0.18	0.23	0.23
Ferry	0.36	0.36	nan	0.38	0.33	0.33	0.29	0.29
Fire Department	0.33	0.33	nan	0.34	0.18	0.18	0.31	0.31
Food Court	0.25	0.25	nan	0.33	0.28	0.28	0.24	0.24
Fraternal Organization	0.28	0.28	nan	0.33	0.15	0.15	0.25	0.25
Gas Station	0.30	0.30	nan	0.35	0.02	0.02	0.30	0.30
General Aviation Airport	0.31	0.31	nan	0.35	0.18	0.18	0.26	0.26
Grocery Store	0.30	0.30	nan	0.33	0.22	0.23	0.11	0.11
Gym	0.27	0.27	nan	0.34	0.16	0.16	0.15	0.15
Hospital	0.34	0.34	nan	0.32	0.29	0.29	0.18	0.18
Hotel	0.30	0.30	nan	0.35	0.21	0.21	0.22	0.22
Indoor Rec	0.27	0.27	nan	0.34	0.24	0.24	0.16	0.16
Institutional Housing	0.34	0.34	nan	0.33	0.08	0.08	0.29	0.29
Laundromat	0.25	0.25	nan	0.34	0.12	0.12	0.18	0.18
Lifestyle Center	0.33	0.33	nan	0.34	0.26	0.26	0.28	0.28
Liquor Store	0.29	0.29	nan	0.34	0.07	0.07	0.16	0.16
Medical Office	0.34	0.34	nan	0.31	0.16	0.16	0.26	0.26
Medical Office - Cardiology	0.33	0.33	nan	0.30	0.26	0.26	0.44	0.44
Medical Office - Dentist Office	0.31	0.31	nan	0.29	0.16	0.16	0.27	0.27
Medical Office - Dermatology	0.32	0.32	nan	0.30	0.20	0.20	0.38	0.37
Medical Office - Gastroenterology	0.31	0.31	nan	0.30	0.28	0.28	0.49	0.49
Medical Office - Neurology	0.32	0.32	nan	0.31	0.25	0.25	0.45	0.45
Medical Office - Oncology	0.34	0.34	nan	0.31	0.26	0.26	0.42	0.42
Medical Office - Physical Therapy	0.31	0.31	nan	0.32	0.22	0.22	0.35	0.35
Medical Office - Primary Care	0.33	0.33	nan	0.31	0.17	0.17	0.36	0.36
Medical Office - Rheumatology	0.36	0.36	nan	0.30	0.28	0.28	0.44	0.44
Medical Office - Women's Health	0.35	0.35	nan	0.29	0.26	0.26	0.45	0.45
Neighborhood	0.42	0.42	nan	0.87	0.06	0.06	0.90	0.90
Office Building	0.30	0.30	nan	0.35	0.22	0.22	0.15	0.15
Outdoor Rec	0.29	0.29	nan	0.35	0.12	0.12	0.27	0.27
Outlet Mall	0.30	0.30	nan	0.31	0.18	0.18	0.34	0.34
Park	0.17	0.17	nan	0.37	0.11	0.11	0.30	0.30
Parking Structure	0.29	0.29	nan	0.35	0.22	0.22	0.21	0.21
Pedestrian Plaza	0.27	0.27	nan	0.25	0.31	0.31	0.27	0.27
Quick Serve Restaurant	0.32	0.32	nan	0.34	0.11	0.11	0.28	0.28
Residential Facility	0.32	0.32	nan	0.36	0.10	0.10	0.19	0.19
Rest Stop	0.19	0.19	nan	0.32	0.17	0.17	0.25	0.25
Retail	0.28	0.28	nan	0.32	0.13	0.13	0.16	0.16
Shopping Center	0.29	0.29	nan	0.31	0.18	0.18	0.28	0.28
Shopping Mall	0.28	0.28	nan	0.30	0.25	0.25	0.27	0.27
Sitdown Restaurant	0.28	0.28	nan	0.35	0.18	0.18	0.23	0.23
Spiritual Center	0.24	0.24	nan	0.33	0.14	0.14	0.26	0.26
Stadium	0.31	0.31	nan	0.36	0.14	0.14	0.34	0.34
Streetscape	0.34	0.34	nan	0.36	0.19	0.19	0.42	0.42
Student Center	0.21	0.21	nan	0.34	0.18	0.18	0.16	0.16
Theater	0.23	0.23	nan	0.34	0.21	0.21	0.18	0.18
Tourist Attraction	0.33	0.33	nan	0.35	0.17	0.17	0.27	0.27
Trail	0.35	0.35	nan	0.37	0.18	0.18	0.35	0.35
Transit Hub	0.36	0.36	nan	0.38	0.15	0.15	0.38	0.38
Transit Station	0.31	0.31	nan	0.35	0.07	0.07	0.32	0.32
University Dining	0.20	0.20	nan	0.28	0.13	0.13	0.16	0.16
University Health Center	nan	nan	nan	nan	0.18	0.18	nan	nan
University Housing	0.33	0.33	nan	0.34	0.09	0.09	0.30	0.30
University Recreation Center	0.19	0.19	nan	0.34	0.13	0.13	0.30	0.30
Warehouse	0.21	0.21	nan	0.35	0.19	0.19	0.20	0.20

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 System	Reason for Change
BART	Additional 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-Dade	Additional first-party data observations
Denton County Transportation Authority	Additional first-party data observations
King County (WA) Department of Metro Transit	Rescaling based on additional station places
Maryland Transit Administration	Additional first-party data observations
Northern Indiana Commuter Transportation District	Additional first-party data observations
Portland TriMet	Additional first-party data observations
San Diego Metropolitan Transit System	Rescaling based on additional station places
Twin Cities (MN) Metro Transit	Rescaling based on additional station places

Quality Assurance Summary

The Quality Assurance table for Vintage 2023.12.29 represents the first time reporting only places on the cleared list (see Cleared Places by Place Type). The Vintage 2023.12.29 includes 463,712 cleared places.

Check Type	Vintage 2023.12.29	Vintage 2023.12.23
error_arrivals_age_impossible	0 (0%)	0 (0%)
error_arrivals_age_nonsensical	0 (0%)	0 (0%)
error_arrivals_negative	0 (0%)	0 (0%)
error_arrivals_summation	0 (0%)	0 (0%)
error_duplicate	0 (0%)	0 (0%)
error_dwell_arrival	0 (0%)	0 (0%)
error_dwell_departure	0 (0%)	0 (0%)
error_dwell_min_null	0 (0%)	0 (0%)
error_dwell_negative	0 (0%)	0 (0%)
error_dwell_resident	0 (0%)	0 (0%)
error_dwell_transfer	0 (0%)	0 (0%)
error_dwell_visitor	0 (0%)	0 (0%)
error_dwell_worker	0 (0%)	0 (0%)
error_missing	0 (0%)	0 (0%)
error_occupancy_age_impossible	0 (0%)	0 (0%)
error_occupancy_age_nonsensical	0 (0%)	0 (0%)
error_occupancy_negative	0 (0%)	0 (0%)
error_occupancy_summation	0 (0%)	0 (0%)
error_processes	0 (0%)	0 (0%)
error_zero_total_arrivals	0 (0%)	0 (0%)
error_zero_total_occupancy	0 (0%)	0 (0%)

Check Type Definitions

Check Type	Definition
error_arrivals_age_impossible	Child visits are greater than total visits
error_arrivals_age_nonsensical	Visits where children travel alone.
error_arrivals_negative	Any visits value less than zero.
error_arrivals_summation	Segmented visits summation does not sum to the total visits
error_duplicate	Duplicate records
error_dwell_arrival	Arriving passenger visits with no arrival dwell
error_dwell_departure	Departing passenger visits with no departure dwell
error_dwell_min_null	Record missing dwell threshold
error_dwell_negative	Dwell time is less than zero
error_dwell_resident	Resident visits with no resident dwell
error_dwell_transfer	Transferring passenger visits with no transfer dwell
error_dwell_visitor	Guest visits with no guest dwell
error_dwell_worker	Worker visits with no worker dwell
error_missing	The place is missing entirely from reporting
error_occupancy_age_impossible	Child occupancy is greater than total occupancy
error_occupancy_age_nonsensical	Occupancy where children are left alone
error_occupancy_negative	Any occupancy is less than zero
error_occupancy_summation	Segmented occupancy summation does not sum to total occupancy
error_processes	Two or more place processes for the same place
error_zero_total_arrivals	Segmented visits are greater than zero, but total visits are zero
error_zero_total_occupancy	Segmented occupancy is greater than zero, but total occupancy is zero

Release: 20231229_133522