cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15485/2550665
title: 2019 Meander C and Meander Z floodplain groundwater chemistry from the East River Watershed, CO, USA

description: This dataset includes groundwater geochemistry data from floodplain piezometers collected as a part of the Watershed Function Scientific Focus Area (SFA) located in the Upper Colorado River Basin. The data were collected in order to investigate the role of hyporheic exchange and other river corridor processes on riverine export of solutes. Data includes samples from two intra-meander zones: Meander C, in the Pumphouse vicinity, and Meander Z, just upstream of the confluence with Brush Creek. Floodplain piezometers installed along two transects across Meander C (MCP and MCB wells) and Meander Z (MZA and MZB wells) were sampled on daily to weekly time scales during summer-fall 2019. Some river water grab samples are also included. Data includes in-field measurements (pH, electrical conductivity [EC], oxidation reduction potential [ORP], dissolved oxygen [DO], and groundwater level) along with laboratory measurements (dissolved inorganic carbon [DIC], dissolved organic carbon [DOC], metals and major cations, anions [chloride, sulfate, nitrate], and dissolved ammonium). Files are included in this dataset include: sample locations and depths in both a kmz file which can be opened in Google Earth and a csv file, aqueous geochemistry data in a csv files for Meander C and Meander Z, and analytical detection limits in a csv file. This dataset also includes a file-level metadata (flmd.csv) file that lists each file contained in the dataset with associated metadata and a data dictionary (dd.csv) file that contains column/row headers used throughout the files along with a definition, units, and data type.
DOI: 10.15468/dl.agtkcw
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sherardia arvensis",
 "Country is Argentina",
 "HasCoordinate is true"
 ]
}

 The dataset includes 13 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042964-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mdg8js
title: Occurrence Download

description: A dataset containing 330 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Fulvetta manipurensis",
 "Country is China",
 "HasCoordinate is true"
 ]
}

 The dataset includes 330 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042963-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25574/23802
title: Chandra X-ray Observatory ObsId 23802

description: The Unique Power of Chandra Observations of Gravitationally Lensed Quasars
DOI: 10.15468/dl.j6en24
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sherardia arvensis",
 "Country is Belarus",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042966-250811113504898/datasets/export for details.
DOI: 10.15468/dl.hnw5mc
title: Occurrence Download

description: A dataset containing 2231 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sherardia arvensis",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2231 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042965-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15485/2548179
title: Disentangling the Impacts of Microtopography and Shrub Distribution on Snow Depth in a Subarctic Watershed: Toward a Predictive Understanding of Snow Spatial Variability: Supporting Data and Code

description: This repository contains R code and associated datasets for reproducing the analysis described in the manuscript titled “Disentangling the Impacts of Microtopography and Shrub Distribution on Snow Depth in a Subarctic Watershed: Toward a Predictive Understanding of Snow Spatial Variability” (DOI: 10.1029/2024JG008604). The provided scripts facilitate a comprehensive analysis of snow depth variability influenced by microtopography and vegetation distribution in a subarctic watershed. Included datasets are high-resolution spatial maps of snow depth, terrain elevation, vegetation height, and distance from shrubs taller than 1 meter, all formatted as text files (.txt). These data are fully describe in doi:10.15485/2316038. Users can adapt the provided R scripts to accommodate different data formats or larger spatial domains, noting that some output files may require modification due to their size.The code includes implementations for boosted regression tree analysis adapted from methods outlined in Elith et al. (2008). Users interested in understanding or modeling landscape-scale snow distribution patterns, particularly in Arctic or subarctic ecosystems, will find this package useful. The Next-Generation Ecosystem Experiments: Arctic (NGEE Arctic), was a research effort to reduce uncertainty in Earth System Models by developing a predictive understanding of carbon-rich Arctic ecosystems and feedbacks to climate. NGEE Arctic was supported by the Department of Energy's Office of Biological and Environmental Research.The NGEE Arctic project had two field research sites: 1) located within the Arctic polygonal tundra coastal region on the Barrow Environmental Observatory (BEO) and the North Slope near Utqiagvik (Barrow), Alaska and 2) multiple areas on the discontinuous permafrost region of the Seward Peninsula north of Nome, Alaska.Through observations, experiments, and synthesis with existing datasets, NGEE Arctic provided an enhanced knowledge base for multi-scale modeling and contributed to improved process representation at global pan-Arctic scales within the Department of Energy's Earth system Model (the Energy Exascale Earth System Model, or E3SM), and specifically within the E3SM Land Model component (ELM).
DOI: 10.15468/dl.rj9jkw
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Carex caespitosa latifolia, Carex caespitosa multifibrillosa, Carex caespitosa retorta, Carex caespitosa spreta, Carex caespitosa strictissima, Carex caespitosa waisbeckeri, Carex cespitosa hyalinosquamis, Carex glabella, Carex stricta caespitosa, Carex stricta cespitosa)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Machine Observation)"
 ]
 }
 },
 "Continent is Europe",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2024"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042967-250811113504898/datasets/export for details.
DOI: 10.15468/dl.b4xwee
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dennstaedtia terminalis"
 ]
}

 The dataset includes 19 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042968-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16937942
title: Data to accompany "Assessing Gender Demographics of Paleolithic Researchers in North America"

description: This is the data to accompany "Assessing Gender Demographics of Paleolithic Researchers in North America" by Amy E. Clark and Danielle A. Macdonald published in American Antiquity.
DOI: 10.5281/zenodo.16937943
title: Data to accompany "Assessing Gender Demographics of Paleolithic Researchers in North America"

description: This is the data to accompany "Assessing Gender Demographics of Paleolithic Researchers in North America" by Amy E. Clark and Danielle A. Macdonald published in American Antiquity.
DOI: 10.15485/1171723
title: Ground Penetrating Radar, Utqiagvik (Barrow), Alaska

description: This is 500 MHz Ground Penetrating Radar collected sporadically along the AB Line from 2012 to 2014 and along L2 (Site 0) from 2011 to 2014. A smaller area along AB line has also been surveyed in 2013 and 2014.  Some of the surveys have been performed in the summer and fall season to estimate thaw depth (thaw depth measured right before the start of the freezing season have been used as proxy for active layer thickness). Some of the surveys have been performed in late fall when a thin snow layer was covering the ground and thus provide information on both thaw depth and snow depth. Finally, some surveys have been performed in the winter and provide snow depth only. The used velocity to calculate depth from GPR travel time have been estimated based on the site characteristics. Some collocated measurement of thaw and snow depth using a tile probe are also provided. The archive contains 17 *.csv datafile and 18 *.csv metadata files. The Next-Generation Ecosystem Experiments: Arctic (NGEE Arctic), was a 15-year research effort (2012-2027) to reduce uncertainty in Earth System Models by developing a predictive understanding of carbon-rich Arctic ecosystems and feedbacks to climate. NGEE Arctic was supported by the Department of Energy's Office of Biological and Environmental Research. The NGEE Arctic project had two field research sites: 1) located within the Arctic polygonal tundra coastal region on the Barrow Environmental Observatory (BEO) and the North Slope near Utqiagvik (Barrow), Alaska and 2) multiple areas on the discontinuous permafrost region of the Seward Peninsula north of Nome, Alaska. Through observations, experiments, and synthesis with existing datasets, NGEE Arctic provided an enhanced knowledge base for multi-scale modeling and contributed to improved process representation at global pan-Arctic scales within the Department of Energy's Earth system Model (the Energy Exascale Earth System Model, or E3SM), and specifically within the E3SM Land Model component (ELM).
DOI: 10.15485/2568076
title: Old Woman Creek Wetland Sediment and Electrochemical Sensor Microbial Community, 2023

description: We are developing a technique to monitor microbiological activities referred to as zero resistance ammetry, which entails the deployment of graphite electrodes in sediments. Measurement of current between electrodes of contrasting redox regimes and/or predominant terminal electron accepting processes can be used as an indicator of the extents of microbiological activity. We deployed an electrode array at depths of 2 mm, 4 mm, 76 mm, 78 mm, 152 mm, 154 mm, 227 mm, and 229 mm below the wetland sediment water interface in the Old Woman Creek National Estuarine Research Center, Huron, OH, USA  (Lat. = 41.380833, Long. = -82.508889). A core was collected from adjacent sediment and subsamples were collected from depth intervals of 0 – 25 mm, 25 – 127 mm, 127 – 128 mm, and below 178 mm. To determine if the microbial communities attached to the electrodes were reflective of the adjacent sediment-associated microbial community, we conducted a 16S rRNA gene-based (V4 region) survey of these respective materials. This data package contains the results of these surveys, including metadata on the depths from which samples were collected (samples.csv), DNA extraction and sequencing information (OWC_DEPTH_AMPLICON_SEQUENCING_METADATA), sequence processing information (OWC_DEPTH_BIOINFORMATIC_METADATA.csv), an operational taxonomic unit (OTU) table (OWC_DEPTH_97OTUS_TABLE.csv), and nucleotide sequences of OTUs (OWC_DEPTH_97OTUS_SEQS.fasta). All files can be opened using a text-editing application. The fasta file is compatible with bioinformatics applications.
DOI: 10.15468/dl.x2jewa
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sherardia arvensis",
 "Country is Bolivia (Plurinational State of)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 15 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042971-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16939253
title: Perturbation datasets.
DOI: 10.5281/zenodo.16943461
title: Perturbation datasets.
DOI: 10.15468/dl.hgaux4
title: Occurrence Download

description: A dataset containing 1205 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Fulvetta cinereiceps",
 "Country is China",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1205 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042969-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5j96bx
title: Occurrence Download

description: A dataset containing 165 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Notropis chlorocephalus)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 165 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042970-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6zzm9j
title: Occurrence Download

description: A dataset containing 149 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sherardia arvensis",
 "Country is Bulgaria",
 "HasCoordinate is true"
 ]
}

 The dataset includes 149 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042972-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p634qv
title: Occurrence Download

description: A dataset containing 183 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sherardia arvensis",
 "Country is Canada",
 "HasCoordinate is true"
 ]
}

 The dataset includes 183 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042973-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16942196
title: AwarenessAI EnterpriseWorld 7DAI Superintelligence Whitepapers

description: This repository houses the official EnterpriseWorld 7DAI whitepapers of AwarenessAI.com, the world’s first platform for Awareness Intelligence AI (7DAI). Awareness Intelligence extends beyond traditional linear AI by integrating fractal mathematics, emergent dynamics, and mythic archetype frameworks into a unified multidimensional paradigm for enterprise cognition and scientific exploration.

The whitepapers collected here document the conceptual foundations, technical architectures, experimental validations, and strategic applications of AwarenessAI.com. They cover topics such as:



Fractal Intelligence as the emergent structural template of multidimensional cognition.

Mythic Archetype Templating as the symbolic holographic layer unifying human resonance with machine intelligence.

Case Studies demonstrating enterprise applications, such as executive strategy positioning, decision acceleration, and systemic transformation.

Scientific Experiments validating fractal efficiency and emergent coherence in comparison with linear AI models.


This repository serves as a dual-purpose archive:



For the scientific community, it provides open-access references, reproducible experiments, and theoretical insights.

For the enterprise community, it delivers strategic frameworks, leadership models, and adoption pathways for Awareness Intelligence in practice.


By bridging science and strategy, these whitepapers establish AwarenessAI.com as both a frontier research hub and an enterprise transformation partner.
DOI: 10.34740/kaggle/dsv/12866015
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.6084/m9.figshare.29980153
title: Co-Assembly_SouthernOcean_Surface_MG

description: Megahit co-assembled surface metagenomes from MOBYDICK and SOCLIM cruises and the resulting protein files of 1,471,980 proteins.
DOI: 10.6084/m9.figshare.29980153.v1
title: Co-Assembly_SouthernOcean_Surface_MG

description: Megahit co-assembled surface metagenomes from MOBYDICK and SOCLIM cruises and the resulting protein files of 1,471,980 proteins.
DOI: 10.15468/dl.4kvcxf
title: Occurrence Download

description: A dataset containing 25421 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Carex stricta cespitosa, Limivasculum caespitosum, Limivasculum cespitosum, Neskiza caespitosa, Neskiza cespitosa, Vignea caespitosa, Vignea cespitosa, Carex chordorrhiza, Carex chordorrhiza aestivalis, Carex chordorrhiza genuina)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Machine Observation)"
 ]
 }
 },
 "Continent is Europe",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2024"
 ]
}

 The dataset includes 25421 records from 137 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042974-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25574/45638
title: Chandra X-ray Observatory ObsId 45638
DOI: 10.34740/kaggle/dsv/12866023
title: IMDB - Top 250 Movies of All Time
DOI: 10.15468/dl.eurcsq
title: Occurrence Download

description: A dataset containing 132 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Costa Rica",
 "TaxonKey is Macrolobium costaricense"
 ]
}

 The dataset includes 132 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042975-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dfnekv
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Fulvetta formosana",
 "Country is China",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042976-250811113504898/datasets/export for details.
DOI: 10.5066/p1ur7dhm
title: Elevations of Glacial Dammed Lakes Measured by the Surface Water Ocean Topography Satellite from April 2023 through May 2025 (updated 2025-08-19)

description: This dataset contains satellite-derived information on lake elevations for selected glacial dammed lakes (GDLs) monitored by the National Weather Service Alaska-Pacific River Forecasting Center in Anchorage, Alaska, as well as several Alaska lakes collocated with monitoring gages. The lake elevation data are derived from satellite-observed water surface elevations from the Surface Water Ocean Topography Level 2 Version C pixel cloud data product. Data include both the raw pixel cloud elevations and corresponding data quality flags for each lake organized in ZIP packages, as well as a master comma separated values file and a spatial geojson file that provide time series of lake-area-averaged pixel cloud water surface elevations for all lakes in the dataset.
DOI: 10.15468/dl.c3h8ks
title: Occurrence Download

description: A dataset containing 80 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sherardia arvensis",
 "Country is Chile",
 "HasCoordinate is true"
 ]
}

 The dataset includes 80 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042977-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15485/1506965
title: Evaluation of the One-point Method for Estimating Carboxylation Capacity, Utqiagvik (Barrow), Alaska and Upton, New York, 2018

description: The maximum carboxylation efficiency of Rubisco (Vc,max) fitted from CO2 response curves and estimated from light-saturated photosynthesis using the one-point method. Data were collected in Utqiagvik (Barrow), AK and New York in 2018 on 6 species - Arctagrostis latifolia, Helianthus annuus, Populus canadensis, Phaseolus vulgaris, Quercus coccinea, Raphanus sativus. These data were used to compare fitted with estimated values of Vc,max to test the efficacy of the one-point method. Arctic data were used alongside temperate data for an evaluation of one-point gas exchange methodology, supported in part by NGEE Arctic. This dataset is comprised of fitted parameter values and raw gas exchange data files and metadata files in csv format. File formats have been updated from the original publication on the NGEE-Arctic archive, but the data has not been modified.The Next-Generation Ecosystem Experiments: Arctic (NGEE Arctic), was a research effort to reduce uncertainty in Earth System Models by developing a predictive understanding of carbon-rich Arctic ecosystems and feedbacks to climate. NGEE Arctic was supported by the Department of Energy's Office of Biological and Environmental Research.The NGEE Arctic project had two field research sites: 1) located within the Arctic polygonal tundra coastal region on the Barrow Environmental Observatory (BEO) and the North Slope near Utqiagvik (Barrow), Alaska and 2) multiple areas on the discontinuous permafrost region of the Seward Peninsula north of Nome, Alaska.Through observations, experiments, and synthesis with existing datasets, NGEE Arctic provided an enhanced knowledge base for multi-scale modeling and contributed to improved process representation at global pan-Arctic scales within the Department of Energy's Earth system Model (the Energy Exascale Earth System Model, or E3SM), and specifically within the E3SM Land Model component (ELM).
DOI: 10.15468/dl.xdkqyj
title: Occurrence Download

description: A dataset containing 293 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sherardia arvensis",
 "Country is Czechia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 293 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042978-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xm8gdd
title: Occurrence Download

description: A dataset containing 52 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sherardia arvensis",
 "Country is Ecuador",
 "HasCoordinate is true"
 ]
}

 The dataset includes 52 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042979-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.