cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.25582/data.2020-02.1955200/2361956
title: Data for EMSL Project 48666 from February 2020
DOI: 10.25582/data.2020-02.1955201/2361957
title: Data for EMSL Project 48666 from February 2020
DOI: 10.25582/data.2020-02.1955876/2361958
title: Data for EMSL Project 48666 from February 2020
DOI: 10.25582/data.2020-02.1940163/2361959
title: Data for EMSL Project 48666 from February 2020
DOI: 10.25582/data.2020-02.1947864/2361960
title: Data for EMSL Project 48666 from February 2020
DOI: 10.15468/dl.r6v98z
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alpheus rudolphi Almeida & Anker, 2011"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048920-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25582/data.2020-03.1965539/2361961
title: Data for EMSL Project 48666 from March 2020
DOI: 10.15468/dl.v8s7u3
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Naja senegalensis Trape, Chirio & Wüster, 2009"
 ]
}

 The dataset includes 16 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0089090-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.46hg65
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Acacia willingii Lewington & Maslin"
 ]
}

 The dataset includes 12 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007488-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q6cqbu
title: Occurrence Download

description: A dataset containing 11484 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mammalia",
 "HasGeospatialIssue is false",
 "Geometry POLYGON((94.21875 5.878332,98.4375 -2.372368,104.326171 -9.102096,114.609374 -10.228437,122.431640 -11.953349,126.650390 -11.005904,128.583984 -7.536764,126.210937 -6.751896,118.037109 -6.751896,116.542968 -5.878332,118.476562 -0.878871,120.498046 2.635788,121.376953 5.790896,117.333984 8.320212,108.28125 2.811371,104.765625 -0.351560,102.216796 2.021065,99.052734 5.790896,94.21875 5.878332))",
 "HasCoordinate is true",
 {
 "or" : [
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2002"
 ]
 }
 ]
}

 The dataset includes 11484 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013855-160118175350007/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qppm3g
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Paracontias rothschildi Mocquard, 1905"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0089145-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25582/data.2020-03.1965540/2361962
title: Data for EMSL Project 48666 from March 2020
DOI: 10.15468/dl.shurya
title: Occurrence Download

description: A dataset containing 2066752 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cirsium palustre (L.) Scop., Deschampsia caespitosa P.Beauv., Juncus effusus L., Lysimachia vulgaris L.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2066752 records from 2673 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007489-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ttytxe
title: Occurrence Download

description: A dataset containing 4498 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Swietenia candollei Pittier, Swietenia krukovii Gleason, Swietenia macrophylla G.King, Swietenia tessmannii Harms)"
 ]
}

 The dataset includes 4498 records from 261 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003076-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2e5vgs
title: Occurrence Download

description: A dataset containing 14895 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Crocanthemum Spach"
 ]
}

 The dataset includes 14895 records from 251 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0214270-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.56p8v2
title: Occurrence Download

description: A dataset listing the 4717 species recorded in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hymenoptera",
 "Country is Netherlands",
 "OccurrenceStatus is Present"
 ]
}

 The dataset's 4717 records were derived from 108 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000249-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bxv5sy
title: Occurrence Download

description: A dataset containing 35686 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pharomachrus mocinno La Llave, 1832"
 ]
}

 The dataset includes 35686 records from 88 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003068-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yq8e2y
title: Occurrence Download

description: A dataset containing 25250 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Natural History Museum (London) Collection Specimens",
 "TaxonKey is Amphibia"
 ]
}

 The dataset includes 25250 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013075-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bnwh2b
title: Occurrence Download

description: A dataset containing 1715 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Amazona brasiliensis (Linnaeus, 1758)"
 ]
}

 The dataset includes 1715 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016903-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vu2yk2
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cheiragonidae",
 "Continent is one of (North America, South America)"
 ]
}

 The dataset includes 5 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023744-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x43nam
title: Occurrence Download

description: A dataset containing 5826 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Heliotropium amplexicaule Vahl"
 ]
}

 The dataset includes 5826 records from 192 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000247-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.awu3eq
title: Occurrence Download

description: A dataset containing 10718 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rubus rosifolius Sm."
 ]
}

 The dataset includes 10718 records from 306 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000234-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2rrc88
title: Occurrence Download

description: A dataset containing 9014 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Leopardus pardalis (Linnaeus, 1758)"
 ]
}

 The dataset includes 9014 records from 318 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000228-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.baj65z
title: Occurrence Download

description: A dataset containing 203 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ctenochelidae",
 "Continent is one of (North America, South America)"
 ]
}

 The dataset includes 203 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023773-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z3dagc
title: Occurrence Download

description: A dataset containing 2592 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Andinobates Twomey, Brown, Amézquita & Mejía-Vargas, 2011"
 ]
}

 The dataset includes 2592 records from 86 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013079-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57931/2568764
title: Baltimore Social-Environmental Collaborative (BSEC) Doppler Lidar & Derived Products

description: This repository contains all processed Doppler‐lidar outputs from the PSU lidar deployed for the Baltimore Social‐Environmental Collaborative (BSEC) project.
Vertical Stare Scans (fixed‐beam, vertical profiling): 1 Hz backscatter intensity (m⁻¹ sr⁻¹), signal‐to‐noise ratio (unitless), and Doppler vertical‐velocity (m s⁻¹) on ~30 m range gates, stored as CF-compliant NetCDF.
Wind Profiles (horizontal‐wind retrieval): daily NetCDF outputs of retrieved horizontal wind speed (m s⁻¹) and direction (degrees), computed from the angled‐scan returns.
Profile Statistics (summary statistics on the vertical velocity): 15 min windows (default) of mean, variance, skewness, kurtosis, high-frequency variance, etc., as a function of height; saved as CF-compliant NetCDF files.
Boundary Layer Height (BLH) (fuzzy-logic output): 15 min BLH estimates (m), with lower/upper fuzzy bounds (m) and a quality flag (0–4) indicating data status (e.g., no data, good, below range, ran out of signal, cloud-topped).
Cloud Base Height (Haar-gradient detection): 15 min estimates of cloud-base height (m) with a cloud-detection quality flag (0–3: none, low, moderate, high).
All five product streams are organized by year and date under their own top-level folders (01_Vertical_Stare_Scans/ through 05_Cloud_Height/). Each folder contains a data_<type>/YYYY/ subdirectory with daily CF-compliant NetCDF outputs (96 windows per day at 15 min intervals). Global attributes in each file include creation history, version (2.0.0), institution, and source.
Instrument & MeasurementsThe PSU Doppler Lidar samples aerosol backscatter (m⁻¹ sr⁻¹), signal-to-noise ratio, and radial velocity at ~1 Hz. Vertical stare scans point the beam straight up; after collecting angled scans through multiple elevation angles, the "Wind Profiles" product contains the fully retrieved horizontal wind speed and direction. Data were collected continuously at ~30 m range resolution, with a typical height ceiling of ~12 km.
How to Use
Open any NetCDF with Python's xarray, MATLAB, or similar CF-compliant tools.
Stare scans and angled-scan retrievals (Wind Profiles) are CF-compliant daily NetCDF files.
Profile-Statistics, BLH, and Cloud Height files are daily 15 min summaries (96 time steps per file).
Inspect the included variables (e.g., vertical_velocity_variance, wind_speed, BLH, cloud_base_height) for your analyses.
Use the quality flags (BLH_flag, cloud_flag) to filter out poor-quality retrievals.
For more information or questions about processing methods, please contact:Nicholas E. Prince ⟨nec5299@psu.edu⟩Penn State Department of Meteorology & Atmospheric Science
DOI: 10.15468/dl.7bx2cd
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Askidiosperma insigne (Pillans) H.Linder",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((25.5395 -28.5786,20.509 -28.5786,20.509 -32.9007,25.5395 -32.9007,25.5395 -28.5786))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044571-250525065834625/datasets/export for details.
DOI: 10.15468/dl.nwk3th
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gomphonema truncatum Ehrenberg, 1832",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((20.2855 -34.7533,20.509 -34.5676,20.509 -32.9007,17.7723 -32.9007,17.8156 -33.0786,18.3471 -33.7176,18.3748 -33.8287,18.2181 -34.0492,18.3197 -34.3408,18.4452 -34.429,18.5435 -34.4213,18.5872 -34.3667,18.5363 -34.167,18.7345 -34.1508,18.7216 -34.3637,18.7808 -34.4521,19.0289 -34.4206,19.0831 -34.4835,19.2655 -34.5017,19.2032 -34.6157,19.2394 -34.6926,19.375 -34.6963,19.6091 -34.8524,19.8251 -34.8396,19.9798 -34.9064,20.1081 -34.8731,20.1517 -34.7847,20.2855 -34.7533))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044573-250525065834625/datasets/export for details.
DOI: 10.15468/dl.wgj8xz
title: Occurrence Download

description: A dataset containing 241 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Continent is North America",
 "CoordinateUncertaintyInMeters 0.0-1000.0",
 "TaxonKey is Vitex rotundifolia L.f."
 ]
}

 The dataset includes 241 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044574-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ep3u36
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "OccurrenceStatus is Present",
 "TaxonKey is Diplolaemus leopardinus (Werner, 1898)"
 ]
}

 The dataset includes 9 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044575-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v5e6a9
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Askidiosperma insigne (Pillans) H.Linder",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((20.7576 -24.3688,20.529 -24.0715,20.509 -24.0715,20.509 -28.5786,25.5395 -28.5786,25.5395 -24.0715,25.1306 -24.0715,24.9333 -24.4571,23.8962 -24.2467,22.8065 -24.295,22.3719 -24.7207,22.2323 -25.547,22.0387 -25.7188,21.7833 -25.7784,21.5388 -25.7113,21.3553 -25.5415,20.7576 -24.3688))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044576-250525065834625/datasets/export for details.
DOI: 10.15468/dl.cnuvj6
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gomphonema truncatum Ehrenberg, 1832",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((35.628 -23.023,35.6007 -22.9702,35.6007 -23.165,35.628 -23.023))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044577-250525065834625/datasets/export for details.
DOI: 10.57931/2566821
title: Mitigating Impact Through Community-Engaged Flood Modeling

description: Urban pluvial flooding poses a growing threat to the city of Baltimore, driven by heavy rainfall, increased impervious area, and aging infrastructure. Adapting to the risks posed by pluvial flooding is critical for building greater climate resiliency in Baltimore's Inner Harbor Watershed. This study addresses these challenges through community-informed decision analysis, which uses hydrologic modeling and optimization tools to identify robust flooding adaptation pathways. We will collaborate with community partners to identify key concerns and objectives regarding flooding. These concerns have been purposefully built in to a combined surface-subsurface dynamic flow simulation model. Model outputs are used to identify flooding locations within the Inner Harbor, and to test adaptation methods. Machine learning will be used search for solutions which meet diverse environmental, financial, and social goals, and solution performance will be examined under a wide range of potential future climatic conditions and integrated with an adaptive planning approach. This novel set of adaptation pathways will enhance the City's capacity to respond to evolving pluvial flood risk.
DOI: 10.15468/dl.9h7yyk
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Askidiosperma insigne (Pillans) H.Linder",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((20.529 -24.0715,20.509 -24.0455,20.509 -24.0715,20.529 -24.0715))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044578-250525065834625/datasets/export for details.
DOI: 10.15468/dl.nm2r5y
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gomphonema truncatum Ehrenberg, 1832",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((35.6306 -23.844,35.6007 -23.8125,35.6007 -24.0157,35.6306 -23.844))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044579-250525065834625/datasets/export for details.
DOI: 10.15468/dl.qqe5m3
title: Occurrence Download

description: A dataset containing 13840 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Miconia albicans (Sw.) Steud., Miconia albicans (Sw.) Triana)"
 ]
}

 The dataset includes 13840 records from 317 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044580-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57931/2500249
title: Collaborative Design of Robust Adaptation Pathways for Urban Flooding Resilience in Baltimore

description: Urban pluvial flooding poses a growing threat to the city of Baltimore, driven by changes in climate and rainfall, increased impervious area, aging infrastructure, and severe social inequity. Adaptations to urban flooding should strengthen community-scale resilience while navigating the uncertainties associated with future actions. However, the highly uncertain future climate and conflicting stakeholder objectives complicate the selection of effective and socially acceptable strategies. This study addresses these challenges through a community-informed Multi Objective Robust Decision Making (MORDM) process, coupled with Dynamic Adaptation Policy Pathways (DAPP). Community stakeholders are engaged on a large scale through community partnerships, including priority identification sessions, focus groups, and metric identification workshops. The combination of community partnership, MORDM, and DAPP will create an original set of adaptation pathways which are aligned with community goals and values, and furthermore are adjustable under changing future constraints and conditions. This framework will enhance the city's capacity to respond to evolving pluvial flood conditions while accounting for diverse stakeholder interests and will provide guidance for addressing both the immediate and long-term challenges of urban flooding in Baltimore.
DOI: 10.15468/dl.ndy68q
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gomphonema clavatum Agardh",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((30.0251 -31.3959,30.5701 -30.7329,30.5701 -28.5786,25.5395 -28.5786,25.5395 -32.9007,28.2048 -32.9007,28.5753 -32.6569,29.4902 -31.7517,30.0251 -31.3959))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044584-250525065834625/datasets/export for details.
DOI: 10.15468/dl.d8rkmm
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "OccurrenceStatus is Present",
 "TaxonKey is Leiosaurus catamarcensis Koslowsky, 1898"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044581-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.