cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5517/ccdc.csd.cc2jn5ds
title: CCDC 2343085: Experimental Crystal Structure Determination

description: Related Article: Xiujing Peng, Ling Li, Haiyin Yu, Riming Hu, Jianhui Su, Miaomiao Zhang, Yu Cui, Xuchuan Jiang, Guoxin Sun|2024|Chin. J.Chem. Eng.|77|1|doi:10.1016/j.cjche.2024.09.015
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.15468/dl.mxakcb
title: Occurrence Download

description: A dataset containing 96122 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is one of (Canada, Mexico, United States of America)",
 "EventDate is greater than or equal to 2024-11-17",
 "EventDate is less than or equal to 2024-12-17",
 {
 "not" : {
 "Issue" : [
 "is one of (Basis of record invalid, Coordinate reprojection failed, Coordinate reprojection suspicious, Coordinate precision invalid, Coordinate uncertainty meters invalid, Country mismatch, Country invalid, Geodetic datum invalid, Presumed swapped coordinate, Presumed negated longitude, Presumed negated latitude, Country coordinate mismatch)"
 ]
 }
 }
 ]
}

 The dataset includes 96122 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032790-241126133413365/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.28022099
title: <b>Telomere-to-Telomere Genome Assembly and 3D Chromatin Architecture of </b><b><i>Centella asiatica</i></b><b> Insight into Evolution and </b><b>Genetic Basis of Triterpenoid Saponin</b><b> Biosynthesis</b>

description: <i>Centella asiatica</i> is renowned for its medicinal properties, particularly due to its triterpenoid saponins, such as asiaticoside and madecassoside which are in excess demand for the cosmetic industry. However, comprehensive genomic resources for this species are lacking, which impedes the understanding of its biosynthetic pathways. Here, we report a T2T <i>C. asiatica</i> genome. The genome size is 438.12 Mb with a contig N50 length of 54.12 Mb. The genome comprises 258.87 Mb repetitive sequences and 25,200 protein-coding genes. Comparative genomic analyses revealed <i>C. asiatica</i> is a basal lineage in the Apiaceae family with a unique single whole-genome duplication (WGD) event (Ks = 0.735) after the ancient γ-triplication, contrasting with other Apiaceae species that exhibit two WGD events (Apiaceae-α and Apiaceae-ω, Ks = 0.32-0.468 and 0.835-0.956). We further constructed 3D chromatin structures (A/B compartments and TADs) in <i>C. asiatica</i> leaves, elucidating the influence of chromatin organization on WGD gene expression. Additionally,<b> </b>gene family and functional characterization analysis highlight the key role of <i>CasiOSC03</i> in α-amyrin production, while also revealing significant expansion and high expression of CYP716, CYP714, and UGT73 families involved in asiaticoside biosynthesis compared to other Apiaceae species. Notably, a unique and large UGT73 gene cluster, located within the same TAD, is potentially pivotal for enhancing triterpenoid saponin. Weighted gene co-expression network analysis (WGCNA) further highlighted the pathways modulated in response to MeJA, offering insights into the regulatory networks governing saponin synthesis. This work not only provides a valuable genomic resource for <i>C. asiatica</i> but also shed light on the molecular mechanisms driving the biosynthesis of pharmacologically important metabolites
DOI: 10.6084/m9.figshare.26649610
title: <b>Data of Assessing Educational Instrument Validity-Reliability and Student Performance: Rasch Model Insights</b>

description: This data is raw research data which is then processed using the help of WINSTEP software which is known as Rasch analysis.
DOI: 10.6084/m9.figshare.26265050.v4
title: Late-Copernican smooth deposits sampled by Chang’E-6

description: Data generated in this work, including the high-resolution digital elevation model, entrope map, phase ratio map, and shape files for boundaries of smooth deposits, regions used to extract reflectance spectra, phase ratio, radar and thermophysical properties, and crater statistics areas and collected craters.
DOI: 10.15468/dl.cdyy66
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dinarmus basalis (Rondani, 1877)"
 ]
}

 The dataset includes 31 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032792-241126133413365/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.28009427
title: MRF Systematic review

description: MRF for adults
DOI: 10.6084/m9.figshare.28009427.v1
title: MRF Systematic review

description: MRF for adults
DOI: 10.34740/kaggle/dsv/10186506
title: Layline Shareholder activism dataset
DOI: 10.57967/hf/3776
title: Diffuse_Map_Surfaces
DOI: 10.15468/dl.wtv9px
title: Occurrence Download

description: A dataset containing 425 species occurrences available in GBIF matching the query:
{
 "GadmGid" : [
 "is IDN.1.6_1"
 ]
}

 The dataset includes 425 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032793-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z5985h
title: Occurrence Download

description: A dataset containing 340 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is IDN.1.6_1",
 "TaxonKey is Animalia"
 ]
}

 The dataset includes 340 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032795-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mx33xt
title: Occurrence Download

description: A dataset containing 40 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Occurrence evidence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Berberis aristata DC."
 ]
}

 The dataset includes 40 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032796-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rn3h77
title: Occurrence Download

description: A dataset containing 86 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ardeotis nigriceps (Vigors, 1831)"
 ]
}

 The dataset includes 86 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032798-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14427489
title: Data for "End-to-end workflow for machine learning-based qubit readout with QICK and hls4ml"
DOI: 10.5281/zenodo.14427490
title: Data for "End-to-end workflow for machine learning-based qubit readout with QICK and hls4ml"
DOI: 10.5281/zenodo.10688437
title: The online ornamental marine fish trade in the United States
DOI: 10.5281/zenodo.10694677
title: The online ornamental marine fish trade in the United States
DOI: 10.5281/zenodo.10782459
title: The online ornamental marine fish trade in the United States
DOI: 10.5281/zenodo.14434797
title: The online marine aquarium finfish trade in the United States
DOI: 10.15468/dl.72u8jn
title: Occurrence Download

description: A dataset containing 157360204 species occurrences available in GBIF matching the query:
{
 "Continent" : [
 "is Oceania"
 ]
}

 The dataset includes 157360204 records from 4115 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032797-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bhi0ay
title: Occurrence Download

description: A dataset containing 912 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Arborophila torqueola (Valenciennes, 1825)"
 ]
}

 The dataset includes 912 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000501-171113114016250/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.42fcxx
title: Occurrence Download

description: A dataset containing 8904 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-103.13945 28.11465,-56.75191 28.11465,-56.75191 50.50397,-103.13945 50.50397,-103.13945 28.11465))",
 "HasCoordinate is true",
 "TaxonKey is Campaea perlata (Guenée)"
 ]
}

 The dataset includes 8904 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0191559-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.222e3m
title: Occurrence Download

description: A dataset containing 13546 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Bryophyte Collection - University of Washington Herbarium (WTU)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 13546 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000501-171219132708484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sknte2
title: Occurrence Download

description: A dataset containing 46 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Elymus festucoides (Maire) Ibn Tattou"
 ]
}

 The dataset includes 46 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0191579-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.l60dl9
title: Occurrence Download

description: A dataset containing 1129 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Arnoglossum plantagineum Raf."
 ]
}

 The dataset includes 1129 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000501-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5c4vgr
title: Occurrence Download

description: A dataset containing 21516 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Thinopyrum junceum (L.) Á.Löve"
 ]
}

 The dataset includes 21516 records from 315 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0191568-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qp5x5v
title: Occurrence Download

description: A dataset containing 222 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pycnanthemum albescens Torr. & A.Gray",
 "BasisOfRecord is one of (Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is one of (United States of America, Canada)"
 ]
}

 The dataset includes 222 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0270638-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10465436
title: SDO 2H Machine Learning Dataset
title: SDO-2H-ML

description: This dataset provides a compact Machine Learning ready dataset of SDO EUV and HMI medium-resolution  (1024x1024 pixels) images, for a total of 56,664 samples from May 14, 2010, to April 18, 2023, with a temporal cadence of 2 hours.

EUV images are provided at the following wavelength : 1600A, 304A, 211A, 193A, 171A and 94A.They are processed from the level 1.5 AIA-synoptic dataset (http://jsoc.stanford.edu/data/aia/synoptic/) and are successively:



corrected for instrument degradation

normalised by exposure time

log-transformed (x->log(1+x)), symetrically on positive and negative values

saturated to the 99.9 percentile maximum pixel value of the dataset, up to 2020*, for each channel

linearly scaled between 0 and 255, converted to 8bit integers and compressed as jpegs


The HMI's line-of-sight magnetograms (blos.zip) are retrieved from JSOC from the level 1.5 45-second line-of-sight serie and are successively :



downscaled to 1024x1024 pixels

standardized to a 2.4 arcec-to-pixel resolution (equal to the EUV images)

aligned with the EUV images

log-transformed (x->log(1+x))

saturated to the 99.9 percentile maximum pixel value of the dataset, up to 2020* 

linearly scaled between 0 and 255, with 127 representig original null values, 0 and 255 respecivelly the negative and positive saturation value (approximately 4644G before log-transformation)

converted to 8bit integers and compressed as jpegs


Downscaled and cropped images (224x448 pixels) used in Francisco et al., 2023 are aso provided in pcnn_images.zip

An outlier study is also provided in anomalies.zip, from which '{wavelength}_anomalies_grades.csv' files can be used to exclude the dates where abnormal samples of a given type ('anomalies_grade_scale.txt') are identified.

*The percentile values are computed on the pixels joint distribution using all sample from 2010 to 2019-12 included, so that the period starting from 2020-01 can be used as a completely independant test set.Original exposure and instrument degradation corrected values can be retrieved using the saturation values provided belows. Althought the JPEG encoding results in the loss of small scale information, the dataset processing preserve the physical intensity of the original inputs so that the provided compressed images can efficiently be used to estimate large and medium-scale Active Regions physical features.




HMI / BLOS
±4644 G


1600
9,360 DN


304
44,488 DN


171
29,599 DN


193
81,139 DN


211
8,179 DN


94
6,099 DN
DOI: 10.5281/zenodo.11058938
title: SDO 2H Machine Learning Dataset
title: SDO-2H-ML

description: This dataset provides a compact Machine Learning ready dataset of SDO EUV and HMI medium-resolution  (1024x1024 pixels) images, for a total of 56,664 samples from May 14, 2010, to April 18, 2023, with a temporal cadence of 2 hours.

EUV images are provided at the following wavelength : 1600A, 304A, 211A, 193A, 171A and 94A.They are processed from the level 1.5 AIA-synoptic dataset (http://jsoc.stanford.edu/data/aia/synoptic/) and are successively:



corrected for instrument degradation

normalised by exposure time

log-transformed (x->log(1+x)), symetrically on positive and negative values

saturated to the 99.9 percentile maximum pixel value of the dataset, up to 2020*, for each channel

linearly scaled between 0 and 255, converted to 8bit integers and compressed as jpegs


The HMI's line-of-sight magnetograms (blos.zip) are retrieved from JSOC from the level 1.5 45-second line-of-sight serie and are successively :



downscaled to 1024x1024 pixels

standardized to a 2.4 arcec-to-pixel resolution (equal to the EUV images)

aligned with the EUV images

log-transformed (x->log(1+x))

saturated to the 99.9 percentile maximum pixel value of the dataset, up to 2020* 

linearly scaled between 0 and 255, with 127 representig original null values, 0 and 255 respecivelly the negative and positive saturation value (approximately 4644G before log-transformation)

converted to 8bit integers and compressed as jpegs


Downscaled and cropped images (224x448 pixels) used in Francisco et al., 2023 are aso provided in pcnn_images.zip

An outlier study is also provided in anomalies.zip, from which '{wavelength}_anomalies_grades.csv' files can be used to exclude the dates where abnormal samples of a given type ('anomalies_grade_scale.txt') are identified.

*The percentile values are computed on the pixels joint distribution using all sample from 2010 to 2019-12 included, so that the period starting from 2020-01 can be used as a completely independant test set.Original exposure and instrument degradation corrected values can be retrieved using the saturation values provided belows. Althought the JPEG encoding results in the loss of small scale information, the dataset processing preserve the physical intensity of the original inputs so that the provided compressed images can efficiently be used to estimate large and medium-scale Active Regions physical features.




HMI / BLOS
±4644 G


1600
9,360 DN


304
44,488 DN


171
29,599 DN


193
81,139 DN


211
8,179 DN


94
6,099 DN
DOI: 10.15468/dl.7a46ky
title: Occurrence Download

description: A dataset containing 1584 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mikania cordata (Burm.fil.) B.L.Rob."
 ]
}

 The dataset includes 1584 records from 102 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0191572-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vq5e8u
title: Occurrence Download

description: A dataset containing 15801401 species occurrences available in GBIF matching the query:
{
 "Country" : [
 "is Netherlands"
 ]
}

 The dataset includes 15801401 records from 572 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000502-150204170955391/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pytxpa
title: Occurrence Download

description: A dataset containing 57 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Anthosachne falcis (Connor) Barkworth & S.W.L.Jacobs"
 ]
}

 The dataset includes 57 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0191563-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2x5yrb
title: Occurrence Download

description: A dataset containing 3015 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Vicia americana Muhl. ex Willd.",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3015 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000502-150311145101897/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gt8f5t
title: Occurrence Download

description: A dataset containing 757 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Stenamma diecki Emery, 1895"
 ]
}

 The dataset includes 757 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0191576-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jcdwyd
title: Occurrence Download

description: A dataset containing 2211 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rhinophylla Peters, 1865"
 ]
}

 The dataset includes 2211 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000502-150316153013904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ubwq8m
title: Occurrence Download

description: A dataset containing 5501 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Emerita analoga (Stimpson, 1857)"
 ]
}

 The dataset includes 5501 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0191586-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7qayb6
title: Occurrence Download

description: A dataset containing 1440 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is The Apterygota collection (EA) of the Muséum national d'Histoire naturelle (MNHN - Paris)"
 ]
}

 The dataset includes 1440 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000502-150512124619364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ru9sn2
title: Occurrence Download

description: A dataset containing 51262 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Dendrobatidae"
 ]
}

 The dataset includes 51262 records from 277 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0191588-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.usg74f
title: Occurrence Download

description: A dataset containing 381 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lonchura oryzivora (Linnaeus, 1758)",
 "Geometry POLYGON((-159.993896 22.390713,-159.993896 21.708473,-159.082031 21.708473,-159.082031 22.390713,-159.993896 22.390713))",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 381 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000502-150528172251762/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ffcxa3
title: Occurrence Download

description: A dataset containing 9801 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-114.96059 24.68057,-60.96545 24.68057,-60.96545 52.10856,-114.96059 52.10856,-114.96059 24.68057))",
 "HasCoordinate is true",
 "TaxonKey is Scopula limboundata (Haworth, 1809)"
 ]
}

 The dataset includes 9801 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0191582-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.piawid
title: Occurrence Download

description: A dataset containing 3356 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Datura stramonium L.",
 "HasCoordinate is true",
 "BasisOfRecord is Specimen"
 ]
}

 The dataset includes 3356 records from 169 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000502-150922153815467/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.