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

description: A dataset containing 4224 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Silene dioica subsp. dioica, Silene gallica var. giraldii (Guss.) Walters, Silene littorea subsp. littorea, Silene vallesia subsp. graminea (Rchb.) Nyman, Solanum melongena subsp. melongena)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 4224 records from 179 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005780-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mu3kpg
title: Occurrence Download

description: A dataset containing 548 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cyrtopodium macrobulbon (Lex.) G.A.Romero & Carnevali"
 ]
}

 The dataset includes 548 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005778-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qyb3y8
title: Occurrence Download

description: A dataset containing 15701 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Material sample, Specimen)",
 "Country is one of (United States of America, Canada, Mexico)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Abies Mill."
 ]
}

 The dataset includes 15701 records from 267 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005779-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17909/v42r-2678
title: Creating test DOI in Basket
DOI: 10.5281/zenodo.13937522
title: Vibrant Clean Energy Resource Adequacy Renewable Energy (RARE) Power Dataset

description: This dataset was produced by Vibrant Clean Energy and is licensed to the public under the Creative Commons Attribution 4.0 International license (CC-BY-4.0). The data consists of hourly, county-level renewable generation profiles in the continental United States and was compiled based on outputs from the NOAA HRRR weather model. Profiles are stated as a capacity factor (a percentage of nameplate capacity) and exist for onshore wind, offshore wind, and fixed-tilt solar generation types.

Archived by Catalyst Cooperative from data provided directly from the dataset's creator. For more information, see https://vibrantcleanenergy.com/products/datasets/

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: 10.5281/zenodo.13937523
title: Vibrant Clean Energy Resource Adequacy Renewable Energy (RARE) Power Dataset

description: This dataset was produced by Vibrant Clean Energy and is licensed to the public under the Creative Commons Attribution 4.0 International license (CC-BY-4.0). The data consists of hourly, county-level renewable generation profiles in the continental United States and was compiled based on outputs from the NOAA HRRR weather model. Profiles are stated as a capacity factor (a percentage of nameplate capacity) and exist for onshore wind, offshore wind, and fixed-tilt solar generation types.

Archived by Catalyst Cooperative from data provided directly from the dataset's creator. For more information, see https://vibrantcleanenergy.com/products/datasets/

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: 10.5281/zenodo.15166129
title: Vibrant Clean Energy Resource Adequacy Renewable Energy (RARE) Power Dataset

description: This dataset was produced by Vibrant Clean Energy and is licensed to the public under the Creative Commons Attribution 4.0 International license (CC-BY-4.0). The data consists of hourly, county-level renewable generation profiles in the continental United States and was compiled based on outputs from the NOAA HRRR weather model. Profiles are stated as a capacity factor (a percentage of nameplate capacity) and exist for onshore wind, offshore wind, and fixed-tilt solar generation types.

Archived by Catalyst Cooperative from data provided directly from the dataset's creator. For more information, see https://vibrantcleanenergy.com/products/datasets/

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: 10.26300/cxg5-wh67
title: Salton Sea Environmental Data
DOI: 10.15468/dl.s2ar56
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mangifera pentandra Hook.fil.",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Human Observation, Living Specimen, Occurrence evidence)"
 ]
}

 The dataset includes 7 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005781-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sptrmc
title: Occurrence Download

description: A dataset containing 6185 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Desmognathus conanti Rossman, 1958)"
 ]
}

 The dataset includes 6185 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005782-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uw2t2r
title: Occurrence Download

description: A dataset containing 62289 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 Eranthis hyemalis (L.) Salisb."
 ]
}

 The dataset includes 62289 records from 209 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005762-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8azdn9
title: Occurrence Download

description: A dataset containing 1598 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Phidippus regius C.L.Koch, 1846"
 ]
}

 The dataset includes 1598 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005784-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.49a6zu
title: Occurrence Download

description: A dataset containing 41406 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Batrachoseps attenuatus (Eschscholtz, 1833))"
 ]
}

 The dataset includes 41406 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005785-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.by3hwm
title: Occurrence Download

description: A dataset containing 165090 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Epidendrum L."
 ]
}

 The dataset includes 165090 records from 760 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005771-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tx585f
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Reptilia",
 "Year is 2007"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005788-250426092105405/datasets/export for details.
DOI: 10.15468/dl.nquv5r
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mangifera lagenifera Griff.",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Human Observation, Living Specimen, Occurrence evidence)"
 ]
}

 The dataset includes 7 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005787-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kyhsmt
title: Occurrence Download

description: A dataset containing 1114 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Solidago ×calcicola (Fernald) Fernald, Sonchus arvensis subsp. humilis (N.I.Orlova) Tzvelev, Sonchus maritimus var. maritimus, Sonchus mauritanicus Boiss. & Reut., Sophora tomentosa subsp. occidentalis (L.) Brummitt)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1114 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005786-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17909/6rev-w477
title: Creating test DOI in Basket
DOI: 10.15468/dl.vf92zn
title: Occurrence Download

description: A dataset containing 6766 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is True",
 "HasGeospatialIssue is False",
 "OccurrenceStatus is Present",
 "TaxonKey is Erinaceus roumanicus Barrett-Hamilton, 1900"
 ]
}

 The dataset includes 6766 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005789-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/lxw-v40-cv3
title: Convolvulus cantabrica L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/xz1-y1z-9yd
title: Convolvulus cantabrica L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/246-6j0-mbv
title: Cynoglossum creticum Mill.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/7pe-ss7-kvg
title: Convolvulus arvensis L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/ey6-abp-1y2
title: Convolvulus cantabrica L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/0zp-2yx-nep
title: Chenopodium vulvaria L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/9jv-89c-mvj
title: Convolvulus elegantissimus Mill.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/59n-c9e-lsw
title: Convolvulus arvensis L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/paq-xty-cwl
title: Convolvulus arvensis L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/xdw-qhn-45g
title: Convolvulus elegantissimus Mill.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/raf-01h-n5a
title: Chenopodium vulvaria L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/y8r-ae9-2xh
title: Convolvulus elegantissimus Mill.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/9wp-56c-qz1
title: Convolvulus arvensis L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/d60-pmz-eh9
title: Convolvulus elegantissimus Mill.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/dec-7rx-2xt
title: Convolvulus arvensis L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/zt6-zm7-14z
title: Convolvulus arvensis L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/40p-kec-gxz
title: Convolvulus arvensis L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/nhn-era-d3m
title: Crepis neglecta subsp. graeca (F. Vierh.) Rech. fil.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/0nn-4nj-7x5
title: Convolvulus arvensis L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/786-1ct-2ht
title: Crepis neglecta subsp. graeca (F. Vierh.) Rech. fil.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/zah-rh4-fsw
title: Convolvulus elegantissimus Mill.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/1rs-wfs-bde
title: Convolvulus arvensis L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/xk1-w24-xjc
title: Convolvulus elegantissimus Mill.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/tha-2c2-zcn
title: Chenopodium vulvaria L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/ncw-125-xga
title: Convolvulus arvensis L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/x56-mnr-16e
title: Convolvulus elegantissimus Mill.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/f46-gp2-6jf
title: Convolvulus elegantissimus Mill.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/tkl-bg0-yjn
title: Chenopodium vulvaria L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/20p-zht-00n
title: Convolvulus elegantissimus Mill.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/ceg-xrn-hbd
title: Chenopodium vulvaria L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/rze-fk5-0ww
title: Convolvulus elegantissimus Mill.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/ph5-4zy-x23
title: Convolvulus arvensis L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/5qx-hwx-1ey
title: Convolvulus arvensis L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/jk2-80g-jvy
title: Crepis neglecta subsp. graeca (F. Vierh.) Rech. fil.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/j7b-gsx-slj
title: Convolvulus arvensis L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/qsr-w27-0kt
title: Crepis neglecta subsp. graeca (F. Vierh.) Rech. fil.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/sd0-7q8-gpg
title: Convolvulus arvensis L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/vrr-d27-mbq
title: Crepis neglecta subsp. graeca (F. Vierh.) Rech. fil.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/2w7-caf-ep2
title: Crepis neglecta subsp. graeca (F. Vierh.) Rech. fil.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/xwz-7vd-j8h
title: Convolvulus arvensis L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/xzd-6m4-5wm
title: Convolvulus arvensis L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/1cs-5wm-vkh
title: Crepis neglecta subsp. neglecta

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/97l-0q3-h5n
title: Convolvulus arvensis L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/dxx-xc2-b3w
title: Crepis neglecta subsp. graeca (F. Vierh.) Rech. fil.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.7303/syn44288592.2
title: AMP SLE CEL-Seq2 - version 2 update
DOI: 10.7303/syn47090942.1
title: AMP RA Immune Repertoire Profiling
DOI: 10.15468/dl.kqd7t4
title: Occurrence Download

description: A dataset containing 44260 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mirabilis jalapa"
 ]
}

 The dataset includes 44260 records from 775 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037017-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7303/syn52297840.5
title: Deconstruction of rheumatoid arthritis synovium defines inflammatory subtypes - version 5 update
DOI: 10.26188/28844174.v2
title: Supplemental video S1: Major intramural arteries of the mouse urinary bladder

description: Cleared lower urinary tract from an adult C57Bl/6 female mouse, perfused intracardially with a DY649 conjugate of Tomato lectin, immunostained for vascular markers PECAM and PODXL and viewed with light sheet microscopy (Ultramicroscope II, Miltenyi Biotec, Germany). Segmentations (Imaris) of the intramural arteries in the bladder [superficial ventrolateral artery (SVLA), deep ventral arteries (DVA) and deep dorsal arteries (DDA)]. This demonstrates the stereotypical branching and location of these major arteries.
DOI: 10.7303/syn61515624.1
title: AMP SLE Urine Kiloplex Proteomics
DOI: 10.7303/syn44288592.3
title: AMP SLE CEL-Seq2 - version 3 update
DOI: 10.7303/syn62411680.2
title: AMP RA Phase I Synovium CyTOF - version 2 update
DOI: 10.15468/dl.9kk9r5
title: Occurrence Download

description: A dataset containing 239648 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "GadmGid is USA.1_1",
 "Month is December",
 "TaxonKey is Aves",
 "Year 2020-2024"
 ]
}

 The dataset includes 239648 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036993-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7303/syn54407831.7
title: AMP SLE snRNASeq - version 7 update
DOI: 10.7303/syn47217489.2
title: Clonal associations between lymphocyte subsets and functional states in rheumatoid arthritis synovium - version 2 update
DOI: 10.7303/syn54406421.7
title: AMP SLE scRNASeq - version 7 update
DOI: 10.15468/dl.df9m7j
title: Occurrence Download

description: A dataset containing 544 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phlox amplifolia"
 ]
}

 The dataset includes 544 records from 64 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037024-250717081556266/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.28616207.v5
title: IDWE_CHM (NRT)

description: A near-real-time (NRT) extension of the IDWE_CHM dataset with ongoing daily updates beyond 2023. This NRT product continues to apply the IDWE framework on incoming data, thereby extending the record in near real-time. Users can obtain timely precipitation estimates with the same ~0.1° resolution and methodology consistency as the historical dataset.For a comprehensive description of the project, please refer to:<br><b>An Incremental Dynamic Weighting Ensemble Framework for Long-Term and NRT Precipitation Prediction</b><br>https://figshare.com/projects/An_Incremental_Dynamic_Weighting_Ensemble_Framework_for_Long-Term_and_NRT_Precipitation_Prediction/241619<br>The IDWE_CHM dataset provides <b>four precipitation variables</b>, all derived from the ensemble framework but with slightly different modeling approaches:<b>ENS_Reg</b> – A purely regression-based merged precipitation estimate. This product is generated by optimally weighting and combining the input datasets (ERA5-Land, IMERG, GSMaP, etc.) using regression, without additional classification. It serves as a baseline for the IDWE approach.<b>ENS_RegCla1</b>, <b>ENS_RegCla2</b>, <b>ENS_RegCla3</b> – Three variants of a hybrid <i>regression-plus-classification</i> approach (collectively called <b>ENS_RegCla</b>). These are produced by first applying the regression merging (as in ENS_Reg) and then using a classification step to adjust the estimates. The classification is enhanced with incremental learning, meaning the algorithm learns from errors over time. These three variants may correspond to different configurations or epochs of incremental learning, and they generally show improved skill in capturing precipitation occurrence and extremes compared to a regression-only merge.The updates of IDWE_CHM (NRT) are temporally coordinated with those of the five datasets integrated in the fusion process, with explicit synchronization maintained for the GPM_3IMERGDF dataset (available at: https://disc.gsfc.nasa.gov/datasets/GPM_3IMERGDF_07/summary?keywords="IMERG final"), which exhibits relative latency compared to other fused datasets.
DOI: 10.7303/syn38814662.1
title: AMP RA.SLE Genomic Variants v1
DOI: 10.7303/syn62408999.2
title: AMP SLE LN class II kidney scRNA-seq - version 2 update