cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.8021098
title: WiFi CSI-Based Long-Range Through-Wall Human Activity Recognition with the ESP32

description: WiFi CSI-Based Long-Range Through-Wall Human Activity Recognition with the ESP32

This repository contains the WiFi CSI human presence detection and activity recognition datasets proposed in [1].

Datasets



DP_LOS - Line-of-sight (LOS) presence detection dataset, comprised of 392 CSI amplitude spectrograms.

DP_NLOS - Non-line-of-sight (NLOS) presence detection dataset, comprised of 384 CSI amplitude spectrograms.

DA_LOS - LOS activity recognition dataset, comprised of 392 CSI amplitude spectrograms.

DA_NLOS - NLOS activity recognition dataset, comprised of 384 CSI amplitude spectrograms.


Table 1: Characteristics of presence detection and activity recognition datasets. 




Dataset
Scenario
#Rooms
#Persons
#Classes
Packet Sending Rate
Interval 
#Spectrograms


DP_LOS
LOS
1
1
6
100Hz
4s (400 packets)
392


DP_NLOS
NLOS
5
1
6
100Hz
4s (400 packets)
384


DA_LOS
LOS
1
1
3
100Hz
4s (400 packets)
392


DA_NLOS
NLOS
5
1
3
100Hz
4s (400 packets)
384




 

Data Format

Each dataset employs an 8:1:1 training-validation-test split, defined in the provided label files trainLabels.csv, validationLabels.csv, and testLabels.csv. Label files use the sample format [i c], with i corresponding to the spectrogram index (i.png) and c corresponding to the class. For presence detection datasets (DP_LOS , DP_NLOS), c in {0 = "no presence", 1 = "presence in room 1", ..., 5 = "presence in room 5"}. For activity recognition datasets (DA_LOS , DA_NLOS), c in {0="no activity", 1="walking", and 2="walking + arm-waving"}. Furthermore, the mean and standard deviation of a given dataset are provided in meanStd.csv.

Download and UseThis data may be used for non-commercial research purposes only. If you publish material based on this data, we request that you include a reference to our paper [1].

[1] Strohmayer, Julian, and Martin Kampel. "WiFi CSI-Based Long-Range Through-Wall Human Activity Recognition with the ESP32" International Conference on Computer Vision Systems. Cham: Springer Nature Switzerland, 2023. 

BibTeX citation:

@inproceedings{strohmayer2023wifi,
  title={WiFi CSI-Based Long-Range Through-Wall Human Activity Recognition with the ESP32},
  author={Strohmayer, Julian and Kampel, Martin},
  booktitle={International Conference on Computer Vision Systems},
  pages={41--50},
  year={2023},
  organization={Springer}
}
DOI: 10.5281/zenodo.8021099
title: WiFi CSI-Based Long-Range Through-Wall Human Activity Recognition with the ESP32

description: WiFi CSI-Based Long-Range Through-Wall Human Activity Recognition with the ESP32

This repository contains the WiFi CSI human presence detection and activity recognition datasets proposed in [1].

Datasets



DP_LOS - Line-of-sight (LOS) presence detection dataset, comprised of 392 CSI amplitude spectrograms.

DP_NLOS - Non-line-of-sight (NLOS) presence detection dataset, comprised of 384 CSI amplitude spectrograms.

DA_LOS - LOS activity recognition dataset, comprised of 392 CSI amplitude spectrograms.

DA_NLOS - NLOS activity recognition dataset, comprised of 384 CSI amplitude spectrograms.


Table 1: Characteristics of presence detection and activity recognition datasets. 




Dataset
Scenario
#Rooms
#Persons
#Classes
Packet Sending Rate
Interval 
#Spectrograms


DP_LOS
LOS
1
1
6
100Hz
4s (400 packets)
392


DP_NLOS
NLOS
5
1
6
100Hz
4s (400 packets)
384


DA_LOS
LOS
1
1
3
100Hz
4s (400 packets)
392


DA_NLOS
NLOS
5
1
3
100Hz
4s (400 packets)
384




 

Data Format

Each dataset employs an 8:1:1 training-validation-test split, defined in the provided label files trainLabels.csv, validationLabels.csv, and testLabels.csv. Label files use the sample format [i c], with i corresponding to the spectrogram index (i.png) and c corresponding to the class. For presence detection datasets (DP_LOS , DP_NLOS), c in {0 = "no presence", 1 = "presence in room 1", ..., 5 = "presence in room 5"}. For activity recognition datasets (DA_LOS , DA_NLOS), c in {0="no activity", 1="walking", and 2="walking + arm-waving"}. Furthermore, the mean and standard deviation of a given dataset are provided in meanStd.csv.

Download and UseThis data may be used for non-commercial research purposes only. If you publish material based on this data, we request that you include a reference to our paper [1].

[1] Strohmayer, Julian, and Martin Kampel. "WiFi CSI-Based Long-Range Through-Wall Human Activity Recognition with the ESP32" International Conference on Computer Vision Systems. Cham: Springer Nature Switzerland, 2023. 

BibTeX citation:

@inproceedings{strohmayer2023wifi,
  title={WiFi CSI-Based Long-Range Through-Wall Human Activity Recognition with the ESP32},
  author={Strohmayer, Julian and Kampel, Martin},
  booktitle={International Conference on Computer Vision Systems},
  pages={41--50},
  year={2023},
  organization={Springer}
}
DOI: 10.15468/dl.6ytyn4
title: Occurrence Download

description: A dataset containing 406 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rubus vernus Focke"
 ]
}

 The dataset includes 406 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0106642-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aq5up2
title: Occurrence Download

description: A dataset containing 35 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Selago compacta Rolfe"
 ]
}

 The dataset includes 35 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0106643-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ngwxab
title: Occurrence Download

description: A dataset containing 4454 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Himatanthus articulatus (Vahl) Woodson, Himatanthus sucuuba (Spruce ex Müll.Arg.) Woodson, Himatanthus rigidus Willd., Plumeria articulata Vahl, Plumeria floribunda Müll.Arg., Plumeria microcalyx Standl., Plumeria sucuuba Spruce ex Müll.Arg., Plumeria paraensis Huber)"
 ]
}

 The dataset includes 4454 records from 262 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0106640-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.czr09w
title: Occurrence Download

description: A dataset containing 298 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Epioblasma triquetra (Rafinesque, 1820)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 298 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012493-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gy8fby
title: Occurrence Download

description: A dataset containing 9388933 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Apiaceae)"
 ]
}

 The dataset includes 9388933 records from 5501 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023128-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gkwmkf
title: Occurrence Download

description: A dataset containing 619715 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Argentina",
 "GadmGid is ARG.10_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 619715 records from 364 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022306-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vyur8s
title: Occurrence Download

description: A dataset containing 103 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "PublishingOrg is one of (ebda1cab-dda8-418b-8f25-df1e71ff5bc2, c8d737e0-2ff8-42e8-b8fc-6b805d26fc5f, e8eada63-4a33-44aa-b2fd-4f71efb222a0, ada19a05-4216-44c7-aa4f-6e7177bcb0ac)",
 "TaxonKey is Monochamus galloprovincialis (Olivier, 1795)",
 "Year 2013-2023"
 ]
}

 The dataset includes 103 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005673-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.untgem
title: Occurrence Download

description: A dataset containing 5049 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Campanula cenisia L.",
 "HasCoordinate is true"
 ]
}

 The dataset includes 5049 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029412-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uatwd6
title: Occurrence Download

description: A dataset containing 2226 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Leontodon incanus (L.) Schrank"
 ]
}

 The dataset includes 2226 records from 54 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006587-170714134226665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ht3p2r
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Monitoreo del recurso de caracol pala (Lobatus gigas) en Islas Cayos de Bajo Nuevo y Bajo Alicia"
 ]
}

 The dataset includes 16 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038672-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w27bd2
title: Occurrence Download

description: A dataset containing 10448 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Nyctalus noctula (Schreber, 1774)"
 ]
}

 The dataset includes 10448 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022775-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kmaigj
title: Occurrence Download

description: A dataset containing 1261 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Cyrtonyx montezumae (Vigors, 1830)"
 ]
}

 The dataset includes 1261 records from 54 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006587-170826194755519/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ke94v6
title: Occurrence Download

description: A dataset containing 1024 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Artedius lateralis (Girard, 1854))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1024 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020587-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n2mzq2
title: Occurrence Download

description: A dataset containing 19565 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Trichostoma Pictet, 1834, Trachystoma O.E.Schulz, Trachystoma Ogilby, 1888, Trichestola Breuning, 1950, Trichosoma Rudolphi, 1819, Trichostema L., Trichostola Chevrolat, 1836, Trichostroma Vologdin, 1962, Trichotoma Lawrence, 1968, Trischistoma Cobb, 1913, Trichasma Walp., Trichestema Cushman, 1927, Trichosoma Rambur, 1832, Trichosoma Swainson, 1838, Trichostola Dejean, 1835, Trichstola Weise, 1923, Trochostoma Danielssen & Koren, 1879, Trichostema Gronov., Trichostola Chapuis, 1874, Trichostola Weise, 1923, Trichostomma, Trichostroma Corda, 1829, Trichostroma Link, 1826, Trischistoma, Trichastoma Blyth, 1842, Trichostoma Strickland, 1849, Trichostoma Westwood, 1851, Trichostoma Pictet, 1834, Trachystoma O.E.Schulz, Trachystoma Ogilby, 1888, Trichestola Breuning, 1950, Trichosoma Rudolphi, 1819, Trichostema L., Trichostola Chevrolat, 1836, Trichostroma Vologdin, 1962, Trichotoma Lawrence, 1968, Trischistoma Cobb, 1913, Trichasma Walp., Trichestema Cushman, 1927, Trichosoma Rambur, 1832, Trichosoma Swainson, 1838, Trichostola Dejean, 1835, Trichstola Weise, 1923, Trochostoma Danielssen & Koren, 1879, Trichostema Gronov., Trichostola Chapuis, 1874, Trichostola Weise, 1923, Trichostomma, Trichostroma Corda, 1829, Trichostroma Link, 1826, Trischistoma, Trichastoma Blyth, 1842, Trichostoma Strickland, 1849, Trichostoma Westwood, 1851, Trichostoma Pictet, 1834, Trachystoma O.E.Schulz, Trachystoma Ogilby, 1888, Trichestola Breuning, 1950, Trichosoma Rudolphi, 1819, Trichostema L., Trichostola Chevrolat, 1836, Trichostroma Vologdin, 1962, Trichotoma Lawrence, 1968, Trischistoma Cobb, 1913, Trichasma Walp., Trichestema Cushman, 1927, Trichosoma Rambur, 1832, Trichosoma Swainson, 1838, Trichostola Dejean, 1835, Trichstola Weise, 1923, Trochostoma Danielssen & Koren, 1879, Trichostema Gronov., Trichostola Chapuis, 1874, Trichostola Weise, 1923, Trichostomma, Trichostroma Corda, 1829, Trichostroma Link, 1826, Trischistoma, Trichastoma Blyth, 1842, Trichostoma Strickland, 1849, Trichostoma Westwood, 1851, Trichostoma Pictet, 1834, Trachystoma O.E.Schulz, Trachystoma Ogilby, 1888, Trichestola Breuning, 1950, Trichosoma Rudolphi, 1819, Trichostema L., Trichostola Chevrolat, 1836, Trichostroma Vologdin, 1962, Trichotoma Lawrence, 1968, Trischistoma Cobb, 1913, Trichasma Walp., Trichestema Cushman, 1927, Trichosoma Rambur, 1832, Trichosoma Swainson, 1838, Trichostola Dejean, 1835, Trichstola Weise, 1923, Trochostoma Danielssen & Koren, 1879, Trichostema Gronov., Trichostola Chapuis, 1874)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000"
 ]
}

 The dataset includes 19565 records from 92 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014013-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mgc7pr
title: Occurrence Download

description: A dataset containing 74 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Literature Occurrence",
 "BasisOfRecord is Observation",
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Living Specimen",
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Machine Observation",
 "BasisOfRecord is Material sample"
 ]
 },
 "Year 1900-2017",
 "HasCoordinate is true",
 "TaxonKey is Marmota broweri Hall & Gilmore, 1934",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 74 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006587-171124123535762/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xuyauk
title: Occurrence Download

description: A dataset containing 198240 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is IBF Monitoring of Vascular Plants"
 ]
}

 The dataset includes 198240 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020597-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uzv2g7
title: Occurrence Download

description: A dataset containing 59114 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Picea sitchensis (Bong.) Carrière, Picea sitchensis Trautv. & Mey.)"
 ]
}

 The dataset includes 59114 records from 288 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021322-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.888m5y
title: Occurrence Download

description: A dataset containing 110 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Allium cyathophorum Bureau & Franch.",
 "HasCoordinate is true"
 ]
}

 The dataset includes 110 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061460-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tguv2w
title: Occurrence Download

description: A dataset containing 477152 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Greece)",
 "BasisOfRecord is one of (Observation, Human Observation, Material sample, Literature Occurrence, Specimen, Unknown evidence, Machine Observation)",
 "Year is greater than or equal to 2020",
 "Year is less than or equal to 2021",
 "HasCoordinate is true"
 ]
}

 The dataset includes 477152 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024922-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5auwng
title: Occurrence Download

description: A dataset containing 36395869 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "Country is United States of America",
 "DatasetKey is iNaturalist Research-grade Observations",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 36395869 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0198564-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.98g783
title: Occurrence Download

description: A dataset containing 172 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Medicago polymorpha L."
 ]
}

 The dataset includes 172 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018433-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ath5ob
title: Occurrence Download

description: A dataset containing 42 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dione glycera (C.Felder & R.Felder, 1861)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 42 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006588-150922153815467/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xdafek
title: Occurrence Download

description: A dataset containing 10385920 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 10385920 records from 5167 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024941-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qbj8iw
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rubus parviflorus Nutt.",
 "Country is Mexico",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070299-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/whit-c170-59458
title: "Contax" camera tests, Southern California, 1933

description: 48 photographs of 'Contax' camera test subjects, Southern California, 1933. "Subject: 'Contax' camera tests; Client: Whittington; Job: 1-11-41; Year: 1933" -- on envelope.
DOI: 10.25549/whittington-ouc12220589
title: Traffic at 9th & Figueroa, Los Angeles, Calif., 1941

description: 5 photographs of the intersection of West 9th Street and Figueroa Street, including streetcars and automobiles, Los Angeles, CA, 1941. "Subject: Traffic at 9th & Figueroa." "Client: Downtown Business Men's Ass[ociatio]n, Subway Terminal Building, Harry Bennett; Agency: Elwood Robinson Co[mpany], Spring Arcade Building; Original Print Order: 1 ea[ch]; Size: 8x10; Finish: gl[ossy]; Year: 1941; Job: 13-4-27" -- on envelope front. "Operator's Report -- Name: D[ick] W[hittington] & Andy; 5 original photographs -- Size: 8x10; including use of Trav-L-Lab; Amount: 19.00" -- on envelope back.
DOI: 10.15468/dl.qjsono
title: Occurrence Download

description: A dataset containing 39 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dasyuridae",
 "DatasetKey is Naturalis Biodiversity Center (NL) - Mammalia"
 ]
}

 The dataset includes 39 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070301-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qh4868
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rubus odoratus L.",
 "Country is Mexico",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070304-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yzfhn8
title: Occurrence Download

description: A dataset containing 42 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Actinopterygii",
 "Country is Colombia",
 "Geometry POLYGON((-73.190917 7.427836,-73.575439 7.411495,-73.899536 7.335226,-73.800659 7.803520,-73.696289 7.961317,-73.405151 7.678329,-73.218383 7.792636,-73.146972 7.819847,-72.861328 7.874264,-72.751464 7.814405,-72.586669 7.732765,-72.531738 7.602107,-72.531738 7.498642,-72.809143 7.400600,-73.190917 7.427836))",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 42 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070305-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/whit-c170-4833
title: Art department, Broadway Department Store, Los Angeles, CA, 1925

description: 8 photographs of art department displays, Broadway Department Store, Los Angeles, CA, 1925. "Subject: Art dep[artmen]t.; Client: "Broadway Dep[artmen]t. Store; Year: 1925; Job: 10-15-19" -- on envelope