cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.pqhabu
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Yagerocaris cozumel Kensley, 1988"
 ]
}

 The dataset includes 12 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004860-230918134249559/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2j7jdv
title: Occurrence Download

description: A dataset containing 74 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Ecuador",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Acacia macracantha Humb. & Bonpl. ex Willd."
 ]
}

 The dataset includes 74 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0129282-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yx3z7v
title: Occurrence Download

description: A dataset containing 13488 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Gymnopus confluens (Pers.) Antonín, Halling & Noordel., Gymnopus foetidus (Sowerby) P.M.Kirk)",
 "Geometry POLYGON((-9.36035 44.71551,-10.59082 42.81152,-11.82129 36.80928,-7.69043 36.17336,-3.38379 35.88905,3.12012 38.13456,9.18457 38.20366,11.7334 37.16032,12.78809 34.74161,17.09473 33.79741, 23.15918 34.23451,30.10254 32.62087,33.2666 32.99024,35.72754 35.03,33.00293 35.53223,28.69629 35.17381,28.34473 36.31513,25.7959 37.50973,24.91699 39.90974,28.78418 40.6473,30.71777 41.17865,36.87012 45.213,38.18848 46.98025,38.71582 47.7541,39.94629 47.93107,40.20996 49.61071,37.0459 50.34546,35.72754 50.40152,33.79395 52.26816,31.68457 51.94426,31.4209 53.27835,32.56348 53.43572,30.98145 54.77535,30.89355 55.52863,28.43262 56.02295,27.20215 57.65716,27.37793 58.30949,27.90527 59.17593,29.66309 59.88894,27.6416 60.58697,31.50879 62.75473,28.78418 69.83962,30.89355 70.28912,29.22363 71.55274,21.75293 71.30079,14.28223 70.14036,11.38184 67.47492,4.87793 63.66576,-5.53711 71.52491,-10.63477 71.69129,-21.5332 67.74276,-28.56445 65.36684,-24.3457 61.35461,-9.36035 44.71551))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2021"
 ]
}

 The dataset includes 13488 records from 154 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0164802-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9jt5qz
title: Occurrence Download

description: A dataset containing 263192 species occurrences available in GBIF matching the query:
{
 "PublishingCountry" : [
 "is Cyprus"
 ]
}

 The dataset includes 263192 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014326-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.phcwma
title: Occurrence Download

description: A dataset containing 381 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Opiliones",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 381 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0273466-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8abm37
title: Occurrence Download

description: A dataset containing 27372 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Erythranthe guttata (DC.) G.L.Nesom"
 ]
}

 The dataset includes 27372 records from 353 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0164792-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15629904
title: PUDL Raw EIA Form 860 -- Annual Electric Generator Report

description: US Energy Information Administration (EIA) Form 860 data for electric power plants with 1 megawatt or greater combined nameplate capacity. Archived from 
https://www.eia.gov/electricity/data/eia860

This archive contains raw input data for the Public Utility Data Liberation (PUDL)
software developed by Catalyst Cooperative. It is
organized into Frictionless
Data Packages. For additional information about this data and PUDL, see the
following resources:


  
The PUDL Repository on GitHub
  
PUDL Documentation
  
Other Catalyst Cooperative data archives
DOI: 10.15468/dl.ghfzbj
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 {
 "or" : [
 "DatasetKey is one of (NABU|naturgucker, Flora von Deutschland (Phanerogamen), VegetWeb - Repositorium von Vegetationsaufnahmen, Insekten Sachsen, iNaturalist Research-grade Observations, Harmonised freshwater fish occurrence and abundance data for 12 federal states in Germany, Observation.org, Nature data from around the World, EOD – eBird Observation Dataset, The Spider Collection at the Staatliches Museum für Naturkunde Karlsruhe, Neuropteren Deutschlands (Neuropterida of Germany), ArtenFinder, Occurrence Data of Vascular Plants collected or compiled for the Flora of Bavaria, Floristic records from survey studies of the Bayerisches Landesamt für Umwelt, Historical Vertebrate Distributions in Bavaria 1845, Biodiversity data of gravel pit lakes in Northern Germany, Found Animal Survey Germany, Tierfund-Kataster Deutschland (TFK-D))",
 "PublishingOrg is one of (57254bd0-8256-11d8-b7ed-b8a03c50a862, 0674aea0-a7e1-11d8-9534-b8a03c50a862, 10980920-6dad-11da-ad13-b8a03c50a862, 99ea0c90-61e5-11dc-a64c-b8a03c50a862, 463555b0-d081-11da-ae8f-b8a03c50a862, 6e1cad80-bdf5-11d8-84ea-b8a03c50a862, c76cf030-2a95-11da-9cc1-b8a03c50a862, 48490260-8fc0-11dd-be72-b8a03c50a862, 98dbab03-09e5-4ceb-988e-04f3e803decb)",
 "NetworkKey is one of (d1627240-04ab-4162-aee9-b16df6bc8308, 3aee7756-565e-4dc5-b22c-f997fbd7105c)"
 ]
 },
 "Country is Germany",
 {
 "not" : {
 "HasGeospatialIssue" : [
 "is true"
 ]
 }
 }
 ]
 },
 {
 "and" : [
 "TaxonKey is one of (Plantae, Tracheophyta, Animalia, Magnoliopsida, Chordata, Aves, Passeriformes, Arthropoda, Insecta, Liliopsida)",
 "Locality is one of (paul-gerhardt-allee/bärmannstraße, paul-gerhardt-allee/kaspar-kerl-straße, paul-gerhardt-allee/schmaedelstraße)"
 ]
 }
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038499-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57761/my71-tj60
title: Item Response Warehouse

description: itemresponsewarehouse@stanford.edu
description: The Item Response Warehouse (IRW) is a collection of open, harmonized item response datasets.

- Open: The data are licensed for reformatting and public reuse. Their provenance is documented and code used to transform original data to meet the IRW data standard is available.
  
- Harmonized: The data are formatted to a common standard. The goal of the IRW is to make large quantities of data available for standardized analysis given the common formatting. 
  
 - Item Response: The IRW is comprised of cross-classified item responses. The key element required of data for inclusion in the IRW is that the data need to report individual responses that are cross-classified by the focus of measurement (typically a person) and the measurement tool (typically an item).
  
These datasets in IRW span a wide range of measures; examples include measures of ability in education settings, measures of partisanship based on voting records, and personality measures based on survey questions.  Responses can be scored in a variety of ways (dichotomous, polytomous, continuous) and may contain additional data (e.g., response time).
description: Tables have been harmonized as per details given [here](<https://datapages.github.io/irw/standard.html>).


description: Please find information about data licenses and citation info [here](<https://datapages.github.io/irw/docs.html>).
DOI: 10.15468/dl.g94xe9
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Agathosma affinis Sond.",
 "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 ((32.064 -28.9416,32.4847 -28.5786,30.5701 -28.5786,30.5701 -30.7329,30.6252 -30.6659,31.4179 -29.4257,31.8178 -29.0299,32.064 -28.9416))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038501-250525065834625/datasets/export for details.
DOI: 10.15468/dl.67vqtt
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Achnanthidium catenatum (Bily & Marvan) Lange-Bertalot, 1999",
 "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/0038503-250525065834625/datasets/export for details.
DOI: 10.15468/dl.gz456p
title: Occurrence Download

description: A dataset containing 408 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Andrena nanula Nylander, 1848"
 ]
}

 The dataset includes 408 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038505-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9bjjpa
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Andrena nanaeformis Noskiewicz, 1925"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038504-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2n986j
title: Occurrence Download

description: A dataset containing 162 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Andrena nasuta Giraud, 1863"
 ]
}

 The dataset includes 162 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038507-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/y3m8hx
title: Biodiversity surveys conducted for Sisian-Kajaran road construction project (EIA)

description: This data was collected by Biogeotech for the baseline assessment of the Environmental and Social Impact Assessment Report (ESIA) for the proposed greenfield Armenian Sisian-Kajaran section of the North-South Road Corridor (NSRC) (the Project). It covers species occurrence for birds, mammals, reptiles, amphibians and plants.
DOI: 10.15468/dl.ncuupt
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Achnanthidium catenatum (Bily & Marvan) Lange-Bertalot, 1999",
 "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/0038508-250525065834625/datasets/export for details.
DOI: 10.18154/rwth-2024-08349
title: Dataset to: „Using an audiovisual feedback device improves cardiopulmonary resuscitation performance during day and night – a randomized controlled simulation study"

description: doi:10.18154/ RWTH-2024-08349
description: The study was approved by the local Ethics Committee and registered in the German Clinical Trials Register on 22nd of February 2022 (DRKS00027309) prior to inclusion of the first participant. 158 medical professionals were randomized into one of two groups: “no feedback” and “feedback”- group. In both groups, participants carried out three two-minute intervals of cardiopulmonary resuscitation on a manikin at day and at night. Members of the “feedback”-group received guidance by a feedback device. Primary endpoint was the mean compression depth at two time-intervals at the beginning (t1 = 30 – 60s) and the end (t2 = 480-540s) of the experience at night. Secondary endpoints are adequate compression depth (%), compression frequency, correct chest recoil (%), correct hand positon (%), effective compressions (%), mean compression depth, no-flow time, non-sufficient compression depth (%), too deep compression depth and regression analysis of the participants questionaire. A three-factorial ANOVA with two repeated measurement factors (time points day, night; compression cycles, 1 - 3) and the grouping factor feedback and median BMI was performed to analyze secondary endpoints. Post-hoc analysis was carried out with Bonferroni-correction. A p-value &lt;0.05 was considered to indicate a significant deviation from the respective null hypothesis. The secondary endpoint was selected for the linear regression analysis, as not all subject characteristics were applicable where the primary endpoint was concerned. First, a simple linear regression was performed for each parameter, followed by a multiple linear regression analysis. All data were gathered in anonymous form and SPSS (version 29) was used for statistical analyses.
DOI: 10.15468/dl.3qp6t4
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Agathosma affinis Sond.",
 "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 ((35.5808 -24.13,35.5909 -24.0715,30.5701 -24.0715,30.5701 -28.5786,32.4847 -28.5786,32.55 -28.5222,33.0346 -26.8668,32.9741 -26.7838,33.0415 -26.059,32.9304 -26.0011,32.7994 -26.1281,32.6834 -26.0015,32.813 -25.8728,32.8513 -25.7166,33.3048 -25.3731,35.1489 -24.6699,35.5808 -24.13))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038509-250525065834625/datasets/export for details.
DOI: 10.15454/jubess/bmgk25
title: Sylvaccess_351_install.exe

description: Exécutable pour installer Sylvaccess 3.5.1 sur un PC Windows 64 bits
DOI: 10.57745/ix4see
title: Sylvaccess_36_sep24.zip

description: Version 3.6 de Sylvaccess directement utilisable sous Windows 64 bits. Pour lancer Sylvaccess, il suffit de double cliquer sur le fichier /Sylvaccess/Sylvaccess_36.exe | 

Version 3.6 of Sylvaccess to be use directly on Win64 machines. To run Sylvaccess, double hit on the file /Sylvaccess/Sylvaccess_36.exe
DOI: 10.57745/bh7ysi
title: Notice_détaillée_Sylvaccess36.pdf

description: Notice d'utilisation en Français
DOI: 10.57745/gomzdk
title: Sylvaccess_36_fev25.zip

description: Version 3.6 de Sylvaccess directement utilisable sous Windows 64 bits. Pour lancer Sylvaccess, il suffit de double cliquer sur le fichier /Sylvaccess/Sylvaccess_36.exe | Version 3.6 of Sylvaccess to be use directly on Win64 machines. To run Sylvaccess, double hit on the file /Sylvaccess/Sylvaccess_36.exe
DOI: 10.57745/jpghzb
title: Sylvaccess_36_mar25.zip

description: Version 3.6 de Sylvaccess directement utilisable sous Windows 64 bits. Pour lancer Sylvaccess, il suffit de double cliquer sur le fichier /Sylvaccess/Sylvaccess_36.exe | Version 3.6 of Sylvaccess to be use directly on Win64 machines. To run Sylvaccess, double hit on the file /Sylvaccess/Sylvaccess_36.exe
DOI: 10.15454/jubess
title: Sylvaccess

description: Sylvaccess est un logiciel permettant de cartographier automatiquement l’accessibilité des forêts en fonction de différents modes d’exploitation : tracteur forestier, porteur forestier et débardage par câble. Le modèle s’appuie sur des sources d’information spatiale (a minima : modèle numérique de terrain (MNT), couche de desserte forestière, contours des forêts) et des paramètres techniques propres à chaque système de débardage. Il offre aussi la possibilité d’intégrer des obstacles physiques ou environnementaux dans l’analyse ainsi que des données sur les volumes de bois sur pied. Les résultats du modèle sont utilisables pour de nombreuses applications forestières allant de l’aménagement et de la planification des opérations d’exploitation jusqu’à la comparaison et la sélection de projets de desserte.
DOI: 10.57745/1j6wjf
title: Sylvaccess_36_june25.zip

description: Version 3.6 de Sylvaccess directement utilisable sous Windows 64 bits. Pour lancer Sylvaccess, il suffit de double cliquer sur le fichier /Sylvaccess/Sylvaccess_36.exe | Version 3.6 of Sylvaccess to be use directly on Win64 machines. To run Sylvaccess, double hit on the file /Sylvaccess/Sylvaccess_36.exe
DOI: 10.15468/dl.vaqwnj
title: Occurrence Download

description: A dataset containing 1698 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Andrena nigriceps (Kirby, 1802)"
 ]
}

 The dataset includes 1698 records from 77 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038510-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.29302688.v1
title: <b>Data from:[</b><b>Minor temporal responses of grassland soil carbon fluxes to decade-long nitrogen enrichment</b><b>]</b>

description: Understanding long-term effects of nitrogen (N) enrichment on soil respiration (Rs) is essential for prediction of impacts of ongoing anthropogenic global change on belowground carbon dynamics. However, temporal impacts on grassland Rs metrics of long-term N addition are unclear. We quantified responses of Rs and its autotrophic and heterotrophic components to decadal inputs of contrasting levels of N in a Tibetan alpine grassland and found minor temporal variations among the responses, which contrast with direction and magnitude of those reported for forest ecosystems. The responses in Rs metrics reported here may be explained by combined effects of biogeochemical processes, i.e., decreased temperature, increased moisture and ammonium content in soils, and minor variations in root and microbial biomass. Our results did not support predictions that long-term, high-level N-addition exacerbates temporal reductions in Rs and highlight the challenge of effective prediction of long-term belowground responses to global environmental change in grassland ecosystems.
DOI: 10.15468/dl.8svjgm
title: Occurrence Download

description: A dataset containing 20974 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Andrena nitida (Müller, 1776)"
 ]
}

 The dataset includes 20974 records from 195 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038512-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rtexpk
title: Occurrence Download

description: A dataset containing 18781 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Andrena nigroaenea (Kirby, 1802)"
 ]
}

 The dataset includes 18781 records from 233 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038511-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m6cqzx
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Achnanthidium catenatum (Bily & Marvan) Lange-Bertalot, 1999",
 "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 -23.2724,25.1306 -24.0715,25.5395 -24.0715,25.5395 -23.2724))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038514-250525065834625/datasets/export for details.
DOI: 10.15468/dl.9yqajn
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Agathosma affinis Sond.",
 "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 ((31.8862 -21.3285,30.5701 -20.3186,30.5701 -24.0715,35.5909 -24.0715,35.6007 -24.0157,35.6007 -23.8125,35.4969 -23.7035,35.6007 -23.165,35.6007 -22.9702,35.227 -22.2482,34.6862 -21.6944,34.013 -21.3095,33.5 -21.1593,32.9675 -21.1092,32.4352 -21.1612,31.8862 -21.3285))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038515-250525065834625/datasets/export for details.
DOI: 10.15468/dl.6p8bks
title: Occurrence Download

description: A dataset containing 187 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Andrena nitidula Pérez, 1903"
 ]
}

 The dataset includes 187 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038518-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15645067
title: Regulatory Structure-Based Cell State Identification and Spatial Coherence Analysis: A Cross-Scale Framework for Immune System Functional Heterogeneity

description: This is some of the data used in our article, briefly introduced as follows:

Table S5.1 The data is from the Institute of Thoracic Oncology and quality control has been completed.

Table S5.2 The data is from the Institute of Thoracic Oncology and quality control has been completed.

Table S19 Raw spatial transcriptome data from the stereo-seq platform

Table S20 Processed spatial transcriptome data from the stereo-seq platform