Placecast™ by Date Version 2.1, Publication Date 2023.12.23

On December 23, 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	436,745	338,811	98	83,072	7,109	5,302	737	1,626
Academic Building	1,350	1,114	0	70	128	14	3	21
Airport Concourse	240	175	0	40	1	19	1	4
Airport Gate	4	4	0	0	0	0	0	0
Airport Terminal	150	111	0	26	0	12	0	1
Amusement Park	59	23	0	28	5	3	0	0
Auto Dealership	25,873	25,747	0	79	9	28	8	3
Bank	3,610	3,425	0	172	0	12	0	1
Bar	50,341	33,413	21	15,180	1,077	465	54	133
Bus Garage Routes	243	243	0	0	0	0	0	0
Business	7,084	4,930	0	1,638	279	186	31	20
Car Wash Facility	44	44	0	0	0	0	0	0
Casino	327	249	0	34	1	41	1	1
Child Care Facility	224	190	0	34	0	0	0	0
Coffee Shop	8,076	7,615	2	423	5	20	6	6
Commercial Airport	309	304	0	5	0	0	0	0
Community Center	183	173	0	8	0	0	2	0
Convenience Store	19,269	17,122	4	2,031	55	30	16	12
Convention Center	94	82	0	11	0	0	1	0
Country Club	89	88	0	1	0	0	0	0
Drugstore	10,767	9,848	4	864	27	4	15	5
Event	65	49	0	0	0	13	2	1
Event Detection	4	4	0	0	0	0	0	0
Event Facility	230	177	1	31	0	12	3	6
Ferry	7	7	0	0	0	0	0	0
Fire Department	30	30	0	0	0	0	0	0
Food Court	11	8	0	1	1	1	0	0
Fraternal Organization	2,808	2,717	1	55	16	15	2	2
Gas Station	2,307	2,277	0	11	5	11	1	2
General Aviation Airport	188	186	0	1	0	0	0	1
Grocery Store	16,300	14,955	1	1,248	44	26	12	14
Gym	3,258	2,993	0	249	4	10	1	1
Hospital	1,290	1,244	0	31	0	13	0	2
Hotel	1,822	1,234	0	315	55	155	28	35
Indoor Rec	1,124	978	0	107	7	20	9	3
Institutional Housing	61	60	0	1	0	0	0	0
Laundromat	328	296	0	32	0	0	0	0
Lifestyle Center	261	251	0	0	0	9	1	0
Liquor Store	1,319	1,238	1	50	19	8	1	2
Lobby	1	0	0	1	0	0	0	0
Medical Office	5,558	4,087	2	1,335	72	37	15	10
Medical Office - Cardiology	468	151	0	315	2	0	0	0
Medical Office - Dentist Office	332	255	0	77	0	0	0	0
Medical Office - Dermatology	527	273	2	252	0	0	0	0
Medical Office - Gastroenterology	180	39	1	140	0	0	0	0
Medical Office - Neurology	121	38	0	83	0	0	0	0
Medical Office - Oncology	380	141	1	238	0	0	0	0
Medical Office - Physical Therapy	58	35	0	23	0	0	0	0
Medical Office - Primary Care	5,646	3,235	10	2,395	4	1	0	1
Medical Office - Rheumatology	76	26	0	50	0	0	0	0
Medical Office - Women's Health	482	173	0	309	0	0	0	0
Office Building	2,557	1,897	0	565	66	26	1	2
Outdoor Rec	334	303	0	10	3	4	6	8
Outlet Mall	152	139	0	12	0	0	1	0
Park	476	476	0	0	0	0	0	0
Parking Structure	689	551	0	79	3	40	2	14
Pedestrian Plaza	52	46	0	0	0	4	1	1
Quick Serve Restaurant	63,193	57,764	2	5,029	271	44	43	41
Residential Facility	3,411	2,342	4	838	99	87	19	23
Rest Stop	70	69	0	0	0	0	0	1
Retail	31,198	27,787	1	3,349	9	16	19	20
Shopping Center	4,821	4,358	0	397	51	7	5	3
Shopping Mall	999	969	0	16	0	14	0	0
Sitdown Restaurant	147,666	93,526	39	43,854	4,772	3,849	419	1,207
Spiritual Center	70	69	0	1	0	0	0	0
Stadium	1,013	906	0	77	7	15	2	6
Streetscape	30	30	0	0	0	0	0	0
Student Center	99	67	0	23	2	6	0	1
Theater	1,729	1,434	1	268	4	15	0	7
Tourist Attraction	606	542	0	52	4	3	4	1
Trail	17	17	0	0	0	0	0	0
Transit Hub	31	26	0	5	0	0	0	0
Transit Station	2,703	2,214	0	483	2	2	0	2
University Campus	169	169	0	0	0	0	0	0
University Dining	21	19	0	1	0	0	0	1
University Health Center	44	44	0	0	0	0	0	0
University Housing	337	331	0	1	0	4	1	0
University Recreation Center	314	305	0	7	0	0	1	1
Warehouse	366	354	0	11	0	1	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	0.26	0.25	nan	0.32	0.13	0.13	0.25	0.24
Airport Concourse	0.26	0.26	nan	0.27	0.09	0.09	0.23	0.23
Airport Terminal	0.30	0.29	nan	0.27	0.09	0.09	0.35	0.35
Amusement Park	0.34	0.33	nan	0.37	0.23	0.23	0.33	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	0.33	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	0.29	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	0.15
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	0.22	0.23	0.12	0.12
Event	0.20	0.22	nan	0.38	0.16	0.19	0.36	0.37
Event Detection	0.39	0.39	nan	0.37	0.31	0.18	0.34	0.38
Event Facility	0.25	0.25	nan	0.36	0.19	0.18	0.22	0.23
Ferry	0.36	0.36	nan	0.37	0.32	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	0.27	0.25	nan	0.33	0.33	0.28	0.21	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	0.22	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	0.31	0.30	nan	0.35	0.20	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	0.34	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	0.32	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	0.43	0.44
Medical Office - Dentist Office	0.31	0.31	nan	0.30	0.16	0.16	0.27	0.27
Medical Office - Dermatology	0.32	0.32	nan	0.30	0.20	0.20	0.37	0.38
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	0.34	0.35	nan	0.29	0.26	0.26	0.45	0.45
Neighborhood	0.42	0.42	nan	0.89	0.06	0.06	0.90	0.90
Office Building	0.29	0.30	nan	0.35	0.22	0.22	0.15	0.15
Outdoor Rec	0.30	0.29	nan	0.35	0.12	0.12	0.28	0.27
Outlet Mall	0.30	0.30	nan	0.31	0.18	0.18	0.35	0.34
Park	0.18	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	0.29	0.27	nan	0.25	0.28	0.31	0.30	0.27
Quick Serve Restaurant	0.32	0.32	nan	0.34	0.11	0.11	0.29	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	0.34	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	0.32	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	0.22	0.21	nan	0.34	0.19	0.18	0.16	0.16
Theater	0.24	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	0.17	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	0.12	0.13	0.16	0.16
University Health Center	nan	nan	nan	nan	0.18	0.18	nan	nan
University Housing	0.34	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 2023.12.23 represents the first time reporting only places on the cleared list (see Cleared Places by Place Type). The Vintage 2023.12.23 includes 463,712 cleared places.

Check Type	Vintage 2023.12.23	Vintage 2023.12.18
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: 20231223_204704