cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.25549/wpacards-m94236
title: WPA household census for 343 COLUMBIA AVE, Los Angeles
DOI: 10.25549/wpacards-m90468
title: WPA household census for 525 W 3RD STREET, Los Angeles
DOI: 10.25549/wpacards-m93468
title: WPA household census for 152 W 99TH STREET, Los Angeles County
DOI: 10.25549/wpacards-m94105
title: WPA household census for 514 UNION DRIVE, Los Angeles
DOI: 10.25549/wpacards-m93786
title: WPA household census for 827 E 78TH STREET, Los Angeles County
DOI: 10.25549/wpacards-m93505
title: WPA household census for 146 E COLDEN AVENUE, Los Angeles County
DOI: 10.25549/wpacards-m93799
title: WPA household census for 902 E 76TH PLACE, Los Angeles County
DOI: 10.25549/wpacards-c8-129695
title: WPA household census for 414 WEST 111TH STREET, Los Angeles County
DOI: 10.25549/wpacards-m94332
title: WPA household census for 1527 W 4TH ST, Los Angeles
DOI: 10.25549/wpacards-m94610
title: WPA household census for 457 WITMER ST, Los Angeles
DOI: 10.25549/wpacards-m94098
title: WPA household census for 514 UNION DRIVE, Los Angeles
DOI: 10.25549/wpacards-m93316
title: WPA household census for 210 W COLDEN AVENUE, Los Angeles County
DOI: 10.6084/m9.figshare.16862536.v2
title: Kiefl_et_al_2022

description: For the Kiefl 2022 paper
DOI: 10.25549/wpacards-m93277
title: WPA household census for 9830 S FIGUEROA STREET, Los Angeles County
DOI: 10.25549/wpacards-m93416
title: WPA household census for 229 W 98TH STREET, Los Angeles County
DOI: 10.25549/wpacards-m94042
title: WPA household census for 915 E 79TH STREET, Los Angeles County
DOI: 10.25549/wpacards-m93663
title: WPA household census for 7668 STANFORD, Los Angeles County
DOI: 10.25549/wpacards-m93630
title: WPA household census for 704 E 76TH PLACE, Los Angeles County
DOI: 10.25549/wpacards-m93941
title: WPA household census for 646 E 78TH STREET, Los Angeles County
DOI: 10.25549/wpacards-m94359
title: WPA household census for 398 LOMA DR, Los Angeles
DOI: 10.25549/wpacards-m93654
title: WPA household census for 731 E 77TH STREET, Los Angeles County
DOI: 10.25549/wpacards-m94282
title: WPA household census for 1517 W 4TH ST, Los Angeles
DOI: 10.25549/wpacards-m94295
title: WPA household census for 1521 W 4TH ST, Los Angeles
DOI: 10.25549/wpacards-m93629
title: WPA household census for 700 E 76TH PLACE, Los Angeles County
DOI: 10.25549/wpacards-m93554
title: WPA household census for 910 E 76TH STREET, Los Angeles County
DOI: 10.25549/wpacards-m93436
title: WPA household census for 111 W 99TH STREET, Los Angeles County
DOI: 10.25549/wpacards-m94393
title: WPA household census for 382 LOMA DR, Los Angeles
DOI: 10.25549/wpacards-m94063
title: WPA household census for 526 UNION DRIVE, Los Angeles
DOI: 10.25549/wpacards-m94466
title: WPA household census for 301 WITMER ST, Los Angeles
DOI: 10.25549/wpacards-m93837
title: WPA household census for 922 E 77TH STREET, Los Angeles County
DOI: 10.25549/wpacards-m93797
title: WPA household census for 7702S MCKINLEY AV, Los Angeles County
DOI: 10.25549/wpacards-m94544
title: WPA household census for 335 WITMER ST, Los Angeles
DOI: 10.25549/wpacards-m93500
title: WPA household census for 237 W CENTURY BOULEVARD, Los Angeles County
DOI: 10.25549/wpacards-m94242
title: WPA household census for 347 COLUMBIA AVE, Los Angeles
DOI: 10.25549/wpacards-m94528
title: WPA household census for 325 WITMER ST, Los Angeles
DOI: 10.25549/wpacards-m93327
title: WPA household census for 144 W COLDEN AVENUE, Los Angeles County
DOI: 10.25549/wpacards-m94433
title: WPA household census for 362 LOMA DR, Los Angeles
DOI: 10.25549/wpacards-m93683
title: WPA household census for 735 E 78TH STREET, Los Angeles County
DOI: 10.25549/wpacards-m94507
title: WPA household census for 311 WITMER ST, Los Angeles
DOI: 10.25549/wpacards-m90492
title: WPA household census for 244 S GRAND AVENUE, Los Angeles
DOI: 10.25549/wpacards-m93472
title: WPA household census for 140 W 99TH STREET, Los Angeles County
DOI: 10.25549/wpacards-m93796
title: WPA household census for 7704S MCKINLEY AV, Los Angeles County
DOI: 10.25549/wpacards-m94104
title: WPA household census for 514 UNION DRIVE, Los Angeles
DOI: 10.25549/wpacards-c8-129712
title: WPA household census for 318 WEST 111TH STREET, Los Angeles County
DOI: 10.25549/wpacards-m93782
title: WPA household census for 843 E 78TH STREET, Los Angeles County
DOI: 10.25549/wpacards-c8-129688
title: WPA household census for 436 WEST 111TH STREET, Los Angeles County
DOI: 10.25549/wpacards-c8-129748
title: WPA household census for 224 WEST 111TH STREET, Los Angeles County
DOI: 10.25549/wpacards-m94648
title: WPA household census for 504 COLUMBIA AVE, Los Angeles
DOI: 10.25549/wpacards-c8-129763
title: WPA household census for 128 WEST 111TH STREET, Los Angeles County
DOI: 10.25549/wpacards-m93977
title: WPA household census for 7829S MCKINLEY AV, Los Angeles County
DOI: 10.25549/wpacards-m90438
title: WPA household census for 251 S OLIVE STREET, Los Angeles
DOI: 10.25549/wpacards-m94205
title: WPA household census for 313 COLUMBIA AVE, Los Angeles
DOI: 10.25549/wpacards-m94113
title: WPA household census for 514 UNION DRIVE, Los Angeles
DOI: 10.25549/wpacards-m93431
title: WPA household census for 124 W 98TH STREET, Los Angeles County
DOI: 10.25549/wpacards-m94603
title: WPA household census for 457 WITMER ST, Los Angeles
DOI: 10.25549/wpacards-m93715
title: WPA household census for 856 E 76TH PLACE, Los Angeles County
DOI: 10.25549/wpacards-c8-129737
title: WPA household census for 427 WEST 111TH STREET, Los Angeles County
DOI: 10.25549/wpacards-m94444
title: WPA household census for 301 WITMER ST, Los Angeles
DOI: 10.25549/wpacards-m93463
title: WPA household census for 212 W 99TH STREET, Los Angeles County
DOI: 10.25549/wpacards-m93387
title: WPA household census for 160 W 97TH STREET, Los Angeles County
DOI: 10.25549/wpacards-m93946
title: WPA household census for 647 E 79TH STREET, Los Angeles County
DOI: 10.25549/wpacards-m94129
title: WPA household census for 508 UNION DRIVE, Los Angeles
DOI: 10.6073/pasta/39747ab606b8f4faee82b4043993e609
title: Jornada Basin LTER: Wireless meteorological station at NPP G-SUMM site: Daily summary data: 2013 - ongoing

description: Daily summary data at NPP G-SUMM met station. Average/maximum/minimum air temperature; average/maximum relative humidity and wind speed and average wind direction; solar radiation; albedo. These are measured and calculated based on 1-second scan rate of all sensors located at an automated meteorological station installed at Jornada LTER NPP G-SUMM site. Wind speed is measured at 75 cm, 150 cm, and 300 cm, wind direction at approximately 3m, and air temperature and relative humidity at approximate 2.5m. Solar radiation is measured at 3m. This climate station is operated by the Jornada LTER Program. This is an ONGOING dataset.
DOI: 10.25549/wpacards-m93775
title: WPA household census for 7717 WADSWORTH AV, Los Angeles County
DOI: 10.25549/wpacards-m94281
title: WPA household census for 1517 W 4TH ST, Los Angeles
DOI: 10.25549/wpacards-m93865
title: WPA household census for 907 E 78TH STREET, Los Angeles County
DOI: 10.25549/wpacards-m94436
title: WPA household census for 362 LOMA DR, Los Angeles
DOI: 10.25549/wpacards-m93829
title: WPA household census for 902 E 77TH STREET, Los Angeles County
DOI: 10.25549/wpacards-m94418
title: WPA household census for 372 LOMA DR, Los Angeles
DOI: 10.25549/wpacards-m93279
title: WPA household census for 444 W 99TH STREET, Los Angeles County
DOI: 10.25549/wpacards-m94065
title: WPA household census for 526 UNION DRIVE, Los Angeles
DOI: 10.25549/wpacards-m94642
title: WPA household census for 512 COLUMBIA AVE, Los Angeles
DOI: 10.25549/wpacards-m93433
title: WPA household census for 116 W 98TH STREET, Los Angeles County
DOI: 10.25549/wpacards-m94170
title: WPA household census for 426 UNION DRIVE, Los Angeles
DOI: 10.25549/wpacards-m93407
title: WPA household census for 153 W 98TH STREET, Los Angeles County
DOI: 10.25549/wpacards-m94484
title: WPA household census for 307 WITMER ST, Los Angeles
DOI: 10.25549/wpacards-m94296
title: WPA household census for 1521 W 4TH ST, Los Angeles
DOI: 10.25549/wpacards-m93480
title: WPA household census for 113 W CENTURY BOULEVARD, Los Angeles County
DOI: 10.25549/wpacards-m94465
title: WPA household census for 301 WITMER ST, Los Angeles
DOI: 10.25549/wpacards-m93536
title: WPA household census for 7501 CENTRAL AVE, Los Angeles County
DOI: 10.25549/wpacards-m94165
title: WPA household census for 426 UNION DRIVE, Los Angeles
DOI: 10.25549/wpacards-m94131
title: WPA household census for 508 UNION DRIVE, Los Angeles
DOI: 10.25549/wpacards-m93591
title: WPA household census for 7673 STANFORD, Los Angeles County
DOI: 10.25549/wpacards-c8-129700
title: WPA household census for 354 WEST 111TH STREET, Los Angeles County
DOI: 10.25549/wpacards-c8-129703
title: WPA household census for 342 WEST 111TH STREET, Los Angeles County
DOI: 10.25549/wpacards-m94227
title: WPA household census for 337 COLUMBIA AVE, Los Angeles
DOI: 10.25549/wpacards-m94202
title: WPA household census for 311 COLUMBIA AVE, Los Angeles
DOI: 10.25549/wpacards-m94487
title: WPA household census for 307 WITMER ST, Los Angeles
DOI: 10.25549/wpacards-m93330
title: WPA household census for 136 W COLDEN AVENUE, Los Angeles County
DOI: 10.25549/wpacards-m93490
title: WPA household census for 161 W CENTURY BOULEVARD, Los Angeles County
DOI: 10.6073/pasta/6ef904069068aaad7032b03ea5c783a3
title: Jornada Basin LTER: Wireless meteorological station at NPP G-SUMM site: 1-second summary precipitation data: 2013 - ongoing

description: 1-second summary precipitation data at NPP G-SUMM met station. Total precipitation per second is recorded only if there is measurable precipitation. This is recorded at an automated meteorological station installed at Jornada LTER NPP G-SUMM site.. This climate station is operated by the Jornada LTER Program. IMPORTANT: Rainfall is only recorded when a bucket tip occurs on the tipping bucket rain gauge. If there is missing data due to equipment or other problems, there will be no indication of this within this dataset. The user needs to review precipitation values in the 30 minute or hourly summary datasets to determine if there are missing data in this 1 second detailed precipitation dataset. Reference the package i.d.'s knb-lter-jrn.210437021, knb-lter-jrn.210437036, and knb-lter-jrn.210437051 for the NPP G-SUMM met station 30 minute, hourly, and daily summary datasets, respectively. This is an ONGOING dataset.
DOI: 10.25549/wpacards-m93816
title: WPA household census for 1022 E 76TH PLACE, Los Angeles County
DOI: 10.25549/wpacards-m93499
title: WPA household census for 237 W CENTURY BOULEVARD, Los Angeles County
DOI: 10.25549/wpacards-m94026
title: WPA household census for 1005 E 79TH STREE, Los Angeles County
DOI: 10.25549/wpacards-m93555
title: WPA household census for 918 E 76TH STREET, Los Angeles County
DOI: 10.25549/wpacards-m94022
title: WPA household census for 1019 E 79TH STREET, Los Angeles County
DOI: 10.25549/wpacards-m93560
title: WPA household census for 1006 E 76TH STREE, Los Angeles County
DOI: 10.25549/wpacards-m94520
title: WPA household census for 311 WITMER ST, Los Angeles
DOI: 10.25549/wpacards-m94408
title: WPA household census for 376 LOMA DR, Los Angeles
DOI: 10.25549/wpacards-m93473
title: WPA household census for 132 W 99TH STREET, Los Angeles County
DOI: 10.25549/wpacards-m93428
title: WPA household census for 152 W 98TH STREET, Los Angeles County
DOI: 10.25549/wpacards-m93737
title: WPA household census for 833 E 77TH STREET, Los Angeles County
DOI: 10.25549/wpacards-m94287
title: WPA household census for 1517 W 4TH ST, Los Angeles
DOI: 10.25549/wpacards-m93613
title: WPA household census for 636 E 77TH STREET, Los Angeles County
DOI: 10.25549/wpacards-m94619
title: WPA household census for 461 WITMER ST, Los Angeles
DOI: 10.25549/wpacards-m94343
title: WPA household census for 398 LOMA DR, Los Angeles
DOI: 10.25549/wpacards-m94133
title: WPA household census for 508 UNION DRIVE, Los Angeles
DOI: 10.25549/wpacards-m94097
title: WPA household census for 514 UNION DRIVE, Los Angeles
DOI: 10.25549/wpacards-m93497
title: WPA household census for 229 W CENTURY BOULEVARD, Los Angeles County
DOI: 10.25549/wpacards-m94397
title: WPA household census for 380 LOMA DR, Los Angeles
DOI: 10.25549/wpacards-m93740
title: WPA household census for 823 E 77TH STREET, Los Angeles County
DOI: 10.25549/wpacards-m93435
title: WPA household census for 9813 S MAIN STREET, Los Angeles County
DOI: 10.25549/wpacards-m93987
title: WPA household census for 709 E 79TH STREET, Los Angeles County
DOI: 10.25549/wpacards-m94616
title: WPA household census for 461 WITMER ST, Los Angeles
DOI: 10.25549/wpacards-m93384
title: WPA household census for 208 W 97TH STREET, Los Angeles County
DOI: 10.25549/wpacards-m93587
title: WPA household census for 656 E 76TH PLACE, Los Angeles County
DOI: 10.25549/wpacards-m93641
title: WPA household census for 754 E 76TH PLACE, Los Angeles County
DOI: 10.25549/wpacards-m93598
title: WPA household census for 625 E 77TH STREET, Los Angeles County
DOI: 10.25549/wpacards-m93603
title: WPA household census for 7668 AVALON BLVD, Los Angeles County
DOI: 10.25549/wpacards-m94545
title: WPA household census for 335 WITMER ST, Los Angeles
DOI: 10.25549/wpacards-m93298
title: WPA household census for 425 W CENTURY BOULEVARD, Los Angeles County
DOI: 10.25549/wpacards-m94509
title: WPA household census for 311 WITMER ST, Los Angeles
DOI: 10.25549/wpacards-m39364
title: WPA household census for 737 W 45TH, Los Angeles County
DOI: 10.25549/wpacards-c8-132025
title: WPA household census for 614 ECHO PARK AVE, Los Angeles
DOI: 10.25549/wpacards-c8-132060
title: WPA household census for 804 ECHO PARK AVE, Los Angeles
DOI: 10.25549/wpacards-c8-132075
title: WPA household census for 834 3/4 LAGUNA AVE, Los Angeles
DOI: 10.25549/wpacards-c8-132051
title: WPA household census for 722 ECHO PARK AVE, Los Angeles
DOI: 10.25549/wpacards-c8-132059
title: WPA household census for 802 1/2 ECHO PARK AVE, Los Angeles
DOI: 10.25549/wpacards-m33453
title: WPA household census for 6104 CIMARRON, Los Angeles County
DOI: 10.25549/wpacards-c8-132076
title: WPA household census for 836 LAGUNA AVE, Los Angeles
DOI: 10.25549/wpacards-c8-132052
title: WPA household census for 722 5/8 ECHO PARK AVE, Los Angeles
DOI: 10.25549/wpacards-c8-132036
title: WPA household census for 674 ECHO PARK AVE, Los Angeles
DOI: 10.25549/wpacards-c8-132082
title: WPA household census for 846 LAGUNA AVE, Los Angeles
DOI: 10.25549/wpacards-m39198
title: WPA household census for 4529 S HOOVER, Los Angeles County
DOI: 10.34740/kaggle/dsv/2078250
title: YouTube Trending Video Dataset (updated daily)
DOI: 10.15139/s3/gcqaai
title: Monmouth University National Poll, Number 218

description: This survey was conducted using a national sample and addresses the coronavirus outbreak, 2020 general election, race relations, Black Lives Matters, and protests for incidents involving police and the deaths of Black civilians,
DOI: 10.6084/m9.figshare.14346959
title: Data from: A farewell to EQ: A new brain size measure for comparative primate cognition

description: Both absolute and relative brain size vary greatly among and within the major vertebrate lineages. Scientists have long debated how larger brains in primates and hominins translate into greater cognitive performance, and in particular how to control for the relationship between the non-cognitive functions of the brain and body size. One solution to this problem is to establish the slope of cognitive equivalence, that is the line connecting organisms with an identical bauplan but different body sizes. The original approach to estimate this slope through intraspecific regressions was abandoned after it became clear that it generated slopes that were too low by an unknown margin due to estimation error. Here, we revisit this method. We control for the error problem by focusing on highly dimorphic primate species with large sample sizes and fitting a line through the mean values for adult females and males. We obtain the best estimate for the slope of ca 0.27, a value much lower than those constructed using all mammal species, and close to the value expected based on the genetic correlation between brain size and body size. We also find that the estimate of cognitive brain size based on cognitive equivalence fits empirical cognitive studies better than the encephalization quotient (EQ), which should therefore be avoided in future studies on primates, and presumably mammals and birds in general. The use of residuals from the line of cognitive equivalence may change conclusions concerning the cognitive abilities of extant and extinct primate species, including hominins.
DOI: 10.15468/p25jc4
title: A new cryptic species of Pithecopus (Anura, Phyllomedusidae) in north-eastern Brazil

description: This dataset contains the digitized treatments in Plazi based on the original journal article Andrade, Felipe Silva de, Haga, Isabelle Aquemi, Ferreira, Johnny Sousa, Recco-Pimentel, Shirlei Maria, Toledo, Luís Felipe, Bruschi, Daniel Pacheco (2020): A new cryptic species of Pithecopus (Anura, Phyllomedusidae) in north-eastern Brazil. European Journal of Taxonomy 723: 108-134, DOI: https://doi.org/10.5852/ejt.2020.723.1147, URL: http://dx.doi.org/10.5852/ejt.2020.723.1147
DOI: 10.5517/ccdc.csd.cc27164n
title: CCDC 2056730: Experimental Crystal Structure Determination

description: Related Article: Hong-Yi Shen, Lei He, Ping-Ping Shi, Qiong Ye|2021|J.Mater.Chem.C|9|4338|doi:10.1039/D1TC00278C
DOI: 10.5517/ccdc.csd.cc27167r
title: CCDC 2056733: Experimental Crystal Structure Determination

description: Related Article: Hong-Yi Shen, Lei He, Ping-Ping Shi, Qiong Ye|2021|J.Mater.Chem.C|9|4338|doi:10.1039/D1TC00278C
DOI: 10.5517/ccdc.csd.cc27165p
title: CCDC 2056731: Experimental Crystal Structure Determination

description: Related Article: Hong-Yi Shen, Lei He, Ping-Ping Shi, Qiong Ye|2021|J.Mater.Chem.C|9|4338|doi:10.1039/D1TC00278C
DOI: 10.5517/ccdc.csd.cc27162l
title: CCDC 2056728: Experimental Crystal Structure Determination

description: Related Article: Hong-Yi Shen, Lei He, Ping-Ping Shi, Qiong Ye|2021|J.Mater.Chem.C|9|4338|doi:10.1039/D1TC00278C
DOI: 10.5517/ccdc.csd.cc27238q
title: CCDC 2057602: Experimental Crystal Structure Determination

description: Related Article: Arturs Sperga, Armands Kazia, Janis Veliks|2021|Org.Biomol.Chem.|19|2688|doi:10.1039/D1OB00270H
DOI: 10.5517/ccdc.csd.cc27239r
title: CCDC 2057603: Experimental Crystal Structure Determination

description: Related Article: Arturs Sperga, Armands Kazia, Janis Veliks|2021|Org.Biomol.Chem.|19|2688|doi:10.1039/D1OB00270H
DOI: 10.5519/qd.c5qkowym
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (4772816 records)
DOI: 10.15139/s3/ivdjps
title: Monmouth University National Poll, Number 222

description: This survey was conducted using a national sample and addresses the coronavirus outbreak and the 2020 general election for president.
DOI: 10.25919/136m-n065
title: Parkes observations for project P1092 semester 2020OCTS_17

description: We propose to use the Parkes UWL receiver for confirmation and monitoring a sub-set of bright FAST-discovered pulsars, especially for those discoveries located outside the sky regions covered by the purchased PX-500 project. For special FAST discoveries that already confirmed by Parkes, such as MSPs or pulsars with interesting emission properties, we propose to do long-term monitoring for them as well. These monitoring aim to solve their parameters, binary orbit, and provide significant insight into the special emission properties of these new discoveries and facilitate science. The Parkes UWL system provides a unique capability for studying the pulsars over wide bandwidths, in term of both the timing precision and frequency-dependent observing properties.
DOI: 10.25921/yh7e-5d85
title: EM122 Water Column Sonar Data Collected During RB1007L1
DOI: 10.25921/jkwb-nk43
title: EM122 Water Column Sonar Data Collected During RB1009
DOI: 10.25921/8qcf-0s09
title: EK60 Water Column Sonar Data Collected During CE16007
DOI: 10.25921/gk2y-ja35
title: EM2040 Water Column Sonar Data Collected During CE16014
DOI: 10.25934/00006068
title: Evaluation of Cardiotoxicity from Concomitant Radiotherapy and Trastuzumab Use for HER-2 Positive Breast Cancer Therapy: Analysis of the HERA trial

description: Vivli is an independent, non-profit organization that has developed a global data-sharing and analytics platform to serve all elements of the international research community. Our mission is to promote, coordinate, and facilitate scientific sharing and reuse of clinical research data through the creation and implementation of a sustainable global data-sharing enterprise. The Vivli platform includes an independent data repository, in-depth search engine and a cloud-based, secure analytics platform.
DOI: 10.15468/9rc97r
title: Early myriapodous arthropods from Australia: Maldybulakia from the Devonian of New South Wales

description: This dataset contains the digitized treatments in Plazi based on the original journal article Edgecombe, Gregory D. (1998): Early myriapodous arthropods from Australia: Maldybulakia from the Devonian of New South Wales. Records of the Australian Museum 50 (3): 293-313, DOI: 10.3853/j.0067-1975.50.1998.1288, URL: https://journals.australian.museum/edgecombe-1998-rec-aust-mus-503-293313/
DOI: 10.25921/wmt3-2050
title: ME70 Water Column Sonar Data Collected During PC1602
DOI: 10.25921/yeyy-1h34
title: ME70 Water Column Sonar Data Collected During PC1702
DOI: 10.25921/7x6y-3129
title: ME70 Water Column Sonar Data Collected During HB1803
DOI: 10.25921/agyr-jr70
title: ME70 Water Column Sonar Data Collected During PC1802
DOI: 10.25921/a7en-xp65
title: EM302 Water Column Sonar Data Collected During FA170008
DOI: 10.25921/8h3n-ej52
title: EM302 Water Column Sonar Data Collected During FA160004
DOI: 10.25921/2zpw-ch45
title: EM302 Water Column Sonar Data Collected During FA170009
DOI: 10.25921/9fq8-ky48
title: EM302 Water Column Sonar Data Collected During FA160005
DOI: 10.25921/ckdk-8h28
title: EM302 Water Column Sonar Data Collected During FA160006
DOI: 10.25921/c502-pr94
title: EM302 Water Column Sonar Data Collected During FA170007
DOI: 10.25921/1vf2-rj74
title: EM302 Water Column Sonar Data Collected During FA150001
DOI: 10.5281/zenodo.4042171
title: Duke PAM Dataset

description: Duke PAM is a photoacoustic microscopy (PAM) dataset collected at Duke University with the optical resolution PAM system described in (M. Chen et al., "Simultaneous photoacoustic imaging of intravascular and tissue oxygenation," <em>Optics Letters</em>, vol. 44, no. 15, pp. 3773-3776, 2019.) at a wavelength of 532 nm. This dataset is composed of primarily mouse brain microvasculature images, with a few images of mouse ear and tumors. Although collected in 3-D, for the purposes of viewing, collection, and storage, the images have been projected into 2-D using maximum amplitude projection (MAP). These data were collected with support from the National Institutes of Health (R01 EB028143, R01 NS111039, R01 NS115581, R21 EB027304, R43 CA243822, R43 CA239830, R44 HL138185); Duke MEDx Basic Science Grant; Duke Center for Genomic and Computational Biology Faculty Research Grant; Duke Institute of Brain Science Incubator Award; American Heart Association Collaborative Sciences Award (18CSA34080277). The "clean" subset contains PAM images of variable size that have been preprocessed and stored as uint8 .jpg images. The "patches" subset contains non-overlapping 128-by-128 pixel patches of the "clean" images stored as uint8 .jpg images. The "raw" subset contains PAM images of variable size before they have been preprocessed (stored as uint16 .png images). For general deep learning tasks, the "clean" dataset can be used with random crop (none of the images have dimensions less than 128-by-128). If uniformly-sized images are desired without needing to use random crop, the "patches" subset would work best. The "raw" subset works best for deep learning tasks that expect input images that are closer to raw/unprocessed PAM images and are willing to take on the memory burden of loading uint16 .png images.