cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.11635523
title: ClimateIQA-QA-Pairs

description: ClimateIQA comprises 8,760 high-resolution wind gust heatmap images and 254,040 question-answer pair samples. The dataset was created to address the crucial need for effective Extreme Weather Events Detection (EWED), an increasingly urgent task due to the rising frequency of such events driven by global warming. Traditional methods for EWED rely on numerical threshold setting and the analysis of weather anomaly heatmaps, visualizing data such as temperature, wind speed, and precipitation. However, these methods often involve manual work and can be time-consuming and error-prone. While advances in AI have led to the development of machine learning models like Convolutional Neural Networks (CNNs) for weather prediction and EWED, these models predominantly use numeric data and often yield low accuracy. Moreover, despite the proficiency of Large Language Models (LLMs) in generating textual weather reports, they struggle with interpreting visual data—crucial for EWED. General Vision-Language Models (VLMs) also face challenges in accurately interpreting meteorological heatmaps, commonly misidentifying colors, providing irrelevant responses, and giving incomplete answers. This dataset aims to fill these gaps by providing specialized meteorological data to fine-tune VLMs for more accurate and efficient EWED.
DOI: 10.6084/m9.figshare.21714266
title: Traditional medicines, salt intake and the long-term behavior of the cardiovascular system: understanding arterial hypertension, fibromyalgia, chronic fatigue and many autoimmune and long COVID cases - Supplementary material (excel files)

description: These three spreadsheet (Excel) files provide all mathematical formulas and calculations concerning the model and the two simulations included in the article. Thus, the first one describes the characteristics of the model and shows how it can be solved and the other two explain in detail the simulations whose results are presented in Table 1 - Major functional hemodynamic systemic disorders simulation and Table 2 - Damp preHTA and HTA simulation.
DOI: 10.5281/zenodo.11577567
title: AnoVox_Static_Legacy

description: This is the legacy version of AnoVox; a preliminary release prior to the full release of the remaining dataset within this Zenodo Community. We advise against using it.

---------------

The presented AnoVox dataset is a dataset of abnormal scenarios with unknown objects. The benchmark relies on the CARLA 0.9.14 simulator. This dataset includes a collection of road scenarios that feature abnormal objects. These scenarios were developed using the CARLA Simulator. 

The "Anovox" directory comprises ten distinct scenario folders, each assigned a unique identifier. These folders encapsulate a comprehensive array of data components crucial for characterizing and comprehending abnormal traffic situations. Each scenario presents a specific traffic context and covers a time span of 18.5 seconds, equivalent to 185 ticks.

Within each individual scenario folder, the following subfolders and files are present:

1. "ACTION": This folder contains the action state values attributed to the ego vehicle for every tick throughout the scenario.

2. "ANOMALY": This repository houses anomalous objects or occurrences that take place within the scenario. Additionally, this folder has the potential to incorporate irregular driver and pedestrian actions in future iterations.

3. "DEPTH_IMG": This section comprises depth images that encode the spatial depth of each pixel through the utilization of RGB channels (for more information, refer to the CARLA docs: https://carla.readthedocs.io/en/latest/ref_sensors/#depth-camera).

4. "PCD": This section encompasses point cloud data derived from lidar scans, effectively representing the semantic segmentation of the simulated environment.

5. "RGB_IMG": This section hosts RGB images corresponding to each frame of the scenario.

6. "SEMANTIC_IMG": Here, you will find images that offer ground truth information via semantic segmentation.

7. "SEMANTIC_PCD": This section contains point cloud representations with embedded semantic segmentation details, further enriching the ground truth information.

8. "VOXEL_GRID": This section provides ground truth via a voxel representation of the surroundings.

Additionally, the dataset is augmented by a separate directory titled "Scenario_Configuration_Files." This directory comprises eight JSON files tailored for different urban environments, distinguished by their names ("Town01," "Town02," "Town03," "Town04," "Town05," "Town06," "Town07," "Town10HD"). These JSON files play a crucial role in ensuring the reproducibility of scenarios. They encompass critical details, such as the spawn points of anomalies and the ego vehicle, alongside weather presets.

The color palette used to represent the semantic segmentation is based on the Cityscapes color palette. A detailed description of this color palette can be found in the document "color_palette.txt".
DOI: 10.5281/zenodo.11577566
title: AnoVox_Static_Legacy

description: This is the legacy version of AnoVox; a preliminary release prior to the full release of the remaining dataset within this Zenodo Community. We advise against using it.

---------------

The presented AnoVox dataset is a dataset of abnormal scenarios with unknown objects. The benchmark relies on the CARLA 0.9.14 simulator. This dataset includes a collection of road scenarios that feature abnormal objects. These scenarios were developed using the CARLA Simulator. 

The "Anovox" directory comprises ten distinct scenario folders, each assigned a unique identifier. These folders encapsulate a comprehensive array of data components crucial for characterizing and comprehending abnormal traffic situations. Each scenario presents a specific traffic context and covers a time span of 18.5 seconds, equivalent to 185 ticks.

Within each individual scenario folder, the following subfolders and files are present:

1. "ACTION": This folder contains the action state values attributed to the ego vehicle for every tick throughout the scenario.

2. "ANOMALY": This repository houses anomalous objects or occurrences that take place within the scenario. Additionally, this folder has the potential to incorporate irregular driver and pedestrian actions in future iterations.

3. "DEPTH_IMG": This section comprises depth images that encode the spatial depth of each pixel through the utilization of RGB channels (for more information, refer to the CARLA docs: https://carla.readthedocs.io/en/latest/ref_sensors/#depth-camera).

4. "PCD": This section encompasses point cloud data derived from lidar scans, effectively representing the semantic segmentation of the simulated environment.

5. "RGB_IMG": This section hosts RGB images corresponding to each frame of the scenario.

6. "SEMANTIC_IMG": Here, you will find images that offer ground truth information via semantic segmentation.

7. "SEMANTIC_PCD": This section contains point cloud representations with embedded semantic segmentation details, further enriching the ground truth information.

8. "VOXEL_GRID": This section provides ground truth via a voxel representation of the surroundings.

Additionally, the dataset is augmented by a separate directory titled "Scenario_Configuration_Files." This directory comprises eight JSON files tailored for different urban environments, distinguished by their names ("Town01," "Town02," "Town03," "Town04," "Town05," "Town06," "Town07," "Town10HD"). These JSON files play a crucial role in ensuring the reproducibility of scenarios. They encompass critical details, such as the spawn points of anomalies and the ego vehicle, alongside weather presets.

The color palette used to represent the semantic segmentation is based on the Cityscapes color palette. A detailed description of this color palette can be found in the document "color_palette.txt".
DOI: 10.7488/ds/7717
title: Clean PDI-1 SQ: suppression of HSQC artifacts in 2D proton-detected INADEQUATE spectra by pulse sequence redesign
title: Spectra of model compounds published in JMR

description: Proton-detected INADEQUATE NMR experiments are widely used for structure elucidation of small molecules, in particular the implementations that display 13C single-quantum rather than double-quantum frequencies in the indirect dimension of 2D spectra. But unfortunately, such spectra in addition to the desired 1H-13C two-bond correlations also contain HSQC artifacts of comparable magnitude. The redesigned versatile experiment presented in this paper requires no compromise based on different 13C multiplicities and suppresses the HSQC artifacts that are a source of possible spectral misinterpretation. Demonstration of the new method is shown by applications to typical small molecules of different complexity.
description: List of spectra.docx Spectra of 1.zip Spectra of 2.zip Spectra of 3.zip
DOI: 10.6084/m9.figshare.26029393
title: Supplementary Material for: Non-cirrhotic Portal Hypertension in Turner’s Syndrome: A Case Report

description: Introduction: Involvement of the gastrointestinal system is less common in Turner’s syndrome. Hepatic derangements have been reported in individuals with Turner’s syndrome due to non-alcoholic steatosis, steatohepatitis, and less commonly due to viral hepatitis and alcoholic hepatitis. Portal hypertension is typically associated with cirrhosis, however, in a minor fraction of individuals, it occurs in the absence of cirrhosis. Portal hypertension is rare in Turner’s syndrome and is even more rarely observed in the absence of cirrhosis in individuals with Turner’s syndrome. Case presentation: Herein, we report a case of liver biopsy-proven non-cirrhotic portal hypertension due to portosinusoidal vascular disease. Conclusion: High index of clinical suspicion can lead to early diagnosis and treatment of portal hypertension in individuals with Turner’s syndrome, reducing the burden of complications of portal hypertension.
DOI: 10.6084/m9.figshare.26029393.v1
title: Supplementary Material for: Non-cirrhotic Portal Hypertension in Turner’s Syndrome: A Case Report

description: Introduction: Involvement of the gastrointestinal system is less common in Turner’s syndrome. Hepatic derangements have been reported in individuals with Turner’s syndrome due to non-alcoholic steatosis, steatohepatitis, and less commonly due to viral hepatitis and alcoholic hepatitis. Portal hypertension is typically associated with cirrhosis, however, in a minor fraction of individuals, it occurs in the absence of cirrhosis. Portal hypertension is rare in Turner’s syndrome and is even more rarely observed in the absence of cirrhosis in individuals with Turner’s syndrome. Case presentation: Herein, we report a case of liver biopsy-proven non-cirrhotic portal hypertension due to portosinusoidal vascular disease. Conclusion: High index of clinical suspicion can lead to early diagnosis and treatment of portal hypertension in individuals with Turner’s syndrome, reducing the burden of complications of portal hypertension.
DOI: 10.15468/dl.wnec4s
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pareuchiloglanis gracilicaudata (Wu & Chen, 1979)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031329-240321170329656/datasets/export for details.
DOI: 10.15468/dl.d3t5mg
title: Occurrence Download

description: A dataset containing 1373803318 species occurrences available in GBIF matching the query:
{
 "BasisOfRecord" : [
 "is Human Observation"
 ]
}

 The dataset includes 1373803318 records from 10841 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0191417-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4txtby
title: Occurrence Download

description: A dataset containing 1681050 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Milvus milvus)",
 "Country is one of (Åland Islands, Albania, Andorra, Austria, Belarus, Belgium, Bosnia and Herzegovina, Bulgaria, Croatia, Czechia, Denmark, Estonia, Faroe Islands, Finland, France, Germany, Gibraltar, Greece, Guernsey, Holy See, Hungary, Iceland, Ireland, Isle of Man, Italy, Jersey, Latvia, Liechtenstein, Lithuania, Luxembourg, Malta, Moldova, Republic of, Monaco, Montenegro, Netherlands, North Macedonia, Norway, Poland, Portugal, Romania, Russian Federation, San Marino, Serbia, Slovakia, Slovenia, Spain, Svalbard and Jan Mayen, Sweden, Switzerland, Ukraine, United Kingdom of Great Britain and Northern Ireland)"
 ]
}

 The dataset includes 1681050 records from 2302 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011355-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48322/1tn3-1q22
title: Voyager 1 Low-Energy Charged Particle (LECP) H Fluxbox Rates in ASCII Format 5-day
title: V1-LECP-FLUXBOX-H-RATE-P5D

description: Weighted Count Rates, Derived from PHA Data plus Rate Data by sectors and averaged, Voyager1, LECP,  
                Uncalibrated, Cadence P5D
DOI: 10.15468/dl.m4zfpr
title: Occurrence Download

description: A dataset containing 8052107 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Apidae"
 ]
}

 The dataset includes 8052107 records from 3585 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007270-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.av3bfd
title: Occurrence Download

description: A dataset containing 69712 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Pseudonocardiaceae"
 ]
}

 The dataset includes 69712 records from 433 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003662-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zdqucp
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Hamptophryne boliviana)",
 "Country is one of (Bermuda, Canada, Greenland, Saint Pierre and Miquelon, United States of America)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077642-250717081556266/datasets/export for details.
DOI: 10.15468/dl.ucxvkr
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Corispermum pallasii",
 "Country is Lithuania",
 "HasCoordinate is true"
 ]
}

 The dataset includes 10 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077638-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25921/y7z4-n132
title: NOAA/WDS Paleoclimatology - Swiss 517 Year Grain Harvest Date Spring/Summer Temperature Reconstruction

description: This paper presents a unique 517-yr long documentary data-based reconstruction of spring-summer (MAMJJ) temperatures for northern Switzerland and south-western Germany from 1454 to 1970. It is composed of 25 partial series of winter grain (secale cereale) harvest starting dates (WGHD) that are partly based on harvest related bookkeeping of institutions (hospitals, municipalities), partly on (early) phenological observations. The resulting main Basel WGHD series was homogenised with regard to dating style, data type and altitude. The calibration and verification approach was applied using the homogenous HISTALP temperature series from 1774-1824 for calibration (r = 0.78) and from 1920-1970 for verification (r = 0.75). The latter result even suffers from the weak data base available for 1870-1950. Temperature reconstructions based on WGHD are more influenced by spring temperatures than those based on grape harvest dates (GHD), because rye in contrast to vines already begins to grow as soon as sunlight brings the plant to above freezing. The earliest and latest harvest dates were checked for consistency with narrative documentary weather reports. Comparisons with other European documentary-based GHD and WGHD temperature reconstructions generally reveal significant correlations decreasing with the distance from Switzerland. The new Basel WGHD series shows better skills in representing highly climate change sensitive variations of Swiss Alpine glaciers than available GHD series.
description: 517-yr long reconstruction of spring-summer (MAMJJ) temperatures from documentary-based winter rye (secale cereale) harvest starting dates covering the period from 1454 to 1970.
DOI: 10.25921/yjwg-qc25
title: NOAA/WDS Paleoclimatology - A global planktic foraminifer census data set for the Pliocene ocean

description: The Pliocene Research, Interpretation and Synoptic Mapping (PRISM) paleoenvironmental reconstruction is an internally consistent and comprehensive global synthesis of a past interval of relatively warm and stable climate. It is regularly used in model studies that aim to better understand Pliocene climate, to improve model performance in future climate scenarios, and to distinguish model-dependent climate effects. The PRISM reconstruction is constantly evolving in order to incorporate additional geographic sites and environmental parameters, and is continuously refined by independent research findings. The new PRISM three dimensional (3D) reconstruction differs from previous PRISM reconstructions in that it includes a subsurface ocean temperature reconstruction, integrates geochemical sea surface temperature proxies to supplement the faunal-based temperature estimates, and uses numerical models for the first time to augment fossil data. Here we describe the components of PRISM3D and describe new findings specific to the new reconstruction. Highlights of the new PRISM3D reconstruction include removal of Hudson Bay and the Great Lakes and creation of open waterways in locations where the current bedrock elevation is less than 25m above modern sea level, due to the removal of the West Antarctic Ice Sheet and the reduction of the East Antarctic Ice Sheet. The mid-Piacenzian oceans were characterized by a reduced east-west temperature gradient in the equatorial Pacific, but PRISM3D data do not imply permanent El Niño conditions. The reduced equator-to-pole temperature gradient that characterized previous PRISM reconstructions is supported by significant displacement of vegetation belts toward the poles, is extended into the Arctic Ocean, and is confirmed by multiple proxies in PRISM3D. Arctic warmth coupled with increased dryness suggests the formation of warm and salty paleo North Atlantic Deep Water (NADW) and a more vigorous thermohaline circulation system that may have provided the enhanced ocean heat transport necessary to move warm surface water to the Arctic. New deep ocean temperature data also suggests greater warmth and further southward penetration of paleo NADW. 
description: Data Compilers: Foley, Kevin; Robinson, Marci; Dowsett, Harry.
Provided Keywords: Paleoclimatology, Paleoceanography, Paleobiology, Pliocene, Piacenzian, Sea Surface Temperature, plankton, planktonic foraminifer, global warming.
DOI: 10.25921/ye8y-3g15
title: NOAA/WDS Paleoclimatology - Mapungubwe, South Africa 1000 Year Baobab Tree Carbon Isotope Data

description: Carbon isotope analysis of four baobab (Adansonia digitata L.) trees from the Pafuri region of South Africa yielded a 1000-year proxy rainfall record. The Pafuri record age model was based on 17 radiocarbon dates, cross correlation of the climate record, and ring structures that were presumed to be annual for two of the trees. Here we present the analysis of five additional baobabs from the Mapungubwe region, approximately 200km west of Pafuri. The Mapungubwe chronology demonstrates that ring structures are not necessarily annually formed, and accordingly the Pafuri chronology is revised. Changes in intrinsic water-use efficiency indicate an active response by the trees to elevated atmospheric CO2, but this has little effect on the environmental signal. The revised Pafuri record, and the new Mapungubwe record correlate significantly with local rainfall. Both records confirm that the Medieval Warm Period was substantially wetter than present, and the Little Ice Age was the driest period in the last 1000 years. Although Mapungubwe is generally drier than Pafuri, both regions experience elevated rainfall peaking between AD 1570 and AD 1620 after which dry conditions persist in the Mapungubwe area until about AD 1840. Differences between the two records correlate with Agulhas Current sea-surface temperature variations suggesting east/west displacement of the temperate tropical trough system as an underlying mechanism. The Pafuri and Mapungubwe records are combined to provide a regional climate proxy record for the northern summer rainfall area of southern Africa.
description: Carbon isotopic data of tree rings from South African baobab trees (Adansonia digitata L.) as a rainfall proxy. The Mapungubwe composite record is derived from 5 boabab trees. A combined data set composed of the 5 Mapungubwe baobabs plus 4 baobabs from Pafuri (Woodbourne et al. 2015) is also provided. Keywords: ITCZ, DMI, Agulhas Current SST, southern Africa  IITRDB20
DOI: 10.25921/y9by-r724
title: NOAA/WDS Paleoclimatology - Central Andes composite 16 Tree ring width, PAGES LOTRED-SA Version

description: This study presents a comprehensive assessment of high-resolution Southern Hemisphere (SH) paleoarchives covering the last 2000 years. We identified 174 monthly to annually resolved climate proxy (tree ring, coral, ice core, documentary, speleothem and sedimentary) records from the Hemisphere. We assess the interannual and decadal sensitivity of each proxy record to large-scale circulation indices from the Pacific, Indian and Southern Ocean regions over the twentieth century. We then analyse the potential of this newly expanded palaeoclimate network to collectively represent predictands (sea surface temperature, sea level pressure, surface air temperature and precipitation) commonly used in climate reconstructions. The key dynamical centres-of-action of the equatorial Indo-Pacific are well captured by the palaeoclimate network, indicating that there is considerable reconstruction potential in this region, particularly in the post AD 1600 period when a number of long coral records are available. Current spatiotemporal gaps in data coverage and regions where significant potential for future proxy collection exists are discussed. We then highlight the need for new and extended records from key dynamical regions of the Southern Hemisphere. Although large-scale climate field reconstructions for the SH are in their infancy, we report that excellent progress in the development of regional proxies now makes plausible estimates of continental- to hemispheric-scale climate variations possible.
description: Uploaded by R. Neukom, data obtained from original authors.
	These are not raw data but processed and truncated chronologies, representing a composite of two or more individual sites. Details see (Neukom & Gergis 2011, The Holocene, DOI: 10.1177/0959683611427335). For the raws contact the authors or/and check ITRDB.