cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.dyg83e
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Taraxacum officinale",
 "Country is Tunisia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035638-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ajx9tk
title: Occurrence Download

description: A dataset containing 66 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Desmoncus leptoclonos)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 66 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035636-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rkmv4v
title: Occurrence Download

description: A dataset containing 741 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Taraxacum officinale",
 "Country is South Africa",
 "HasCoordinate is true"
 ]
}

 The dataset includes 741 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035637-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5065/d60000cv
title: STORM-WAVE 20 Minute Surface Composite. Version 1.0

description: The STORM-WAVE 20 Minute Surface Composite contains data from several networks (i.e., Artais Automated Weather Observation System, Handar Awos, and Qualimetrics AWOS) for the STORM-WAVE domain. Data from these sources (155 stations) were merged and quality controlled to form this Surface Composite. These data files are available as ASCII text files and netCDF data files.
DOI: 10.5281/zenodo.17240247
title: AWS Spot Price History

description: AWS Spot Price History

This dataset tracks historical prices for AWS spot prices across all regions. It is updated automatically on the 1st of each month to contain data from the previous month.

Data format

Each month of data is stored as a ZStandard-compressed .tsv.zst file.

The data format matches that returned by AWS's describe-spot-instance-prices, with the exception that availability zones have been replaced by their global ID. For instance, here are some example lines from one capture:

euc1-az2        i4i.8xlarge     Linux/UNIX      1.231800        2023-02-28T23:59:57+00:00euc1-az3        r5b.8xlarge     Red Hat Enterprise Linux        0.749600        2023-02-28T23:59:58+00:00euc1-az3        r5b.8xlarge     SUSE Linux      0.744600        2023-02-28T23:59:58+00:00euc1-az3        r5b.8xlarge     Linux/UNIX      0.619600        2023-02-28T23:59:58+00:00euc1-az3        m5n.4xlarge     Red Hat Enterprise Linux        0.476000        2023-02-28T23:59:59+00:00euc1-az2        m5n.4xlarge     Red Hat Enterprise Linux        0.492000        2023-02-28T23:59:59+00:00euc1-az3        m5n.4xlarge     SUSE Linux      0.471000        2023-02-28T23:59:59+00:00euc1-az2        m5n.4xlarge     SUSE Linux      0.487000        2023-02-28T23:59:59+00:00euc1-az3        m5n.4xlarge     Linux/UNIX      0.346000        2023-02-28T23:59:59+00:00euc1-az2        m5n.4xlarge     Linux/UNIX      0.362000        2023-02-28T23:59:59+00:00

When fetching spot instance pricing from AWS, results contain some prices from the previous month so that the price is known at the start of the month. These prices are adjusted in this dataset to be at the exact start of the month UTC:

euw3-az2        g4dn.4xlarge    Linux/UNIX      0.558600        2023-01-01T00:00:00+00:00

For data from 2023-01 and before, this data was fetched more than one month at a time. This should have no negative impact unless, for example, an instance type was retired before the month began (and there should therefore be no price). These older files also only contain default regions. Data from 2023-02 and later contains all regions, including opt-in regions.

Using data

You can process each month individually. If you need the entire data stream at once, you can cat all files to zst together:

cat prices/*/*.tsv.zst | zstd -d
DOI: 10.5065/d6v69gv5
title: STORM-WAVE Hourly Surface Composite. Version 1.0

description: The STORM-WAVE Hourly Surface Composite contains data from several networks (i.e., Artais Automated Weather Observation System, Handar AWOS, and Qualimetrics AWOS, Oklahoma Mesonet, Department Of Energy Atmospheric Radiation Measurement Surface, High Plains Climate Network, Automated Surface Observing System, Wind Profiler Network, national Climatic Data Center Surface Airways Observations, Iowa AWOS, Illinois Climate Network, and Colorado Agricultural Meteorological Network) for the STORM-WAVE Domain. Data from these sources (964 stations) were merged and quality controlled to form this Surface Composite. These data files are available as ASCII text files and netCDF data files.
DOI: 10.5281/zenodo.17240251
title: Ipseity Daily Data

description: At what rate do individuals say they are X?

Begining on 2025-07-08, I surveyed a small random sample of American adults on a daily cadence.  They responded to many items of the form: Does <signifier> describe you today?

The file ipseity-daily-aggregated.csv in this repository contains the aggregated results through 2025-07-28.  The columns are as follows:



signifier - a word, phrase or emoji

yes_count - the number of respondents who answered yes (aggregated all-time).

no_count - the number of respondents who answered no (aggregated all-time).

prevalence_per_10k - an estimate of the prevalence per 10,000.  If we were to survey 10,000 American adults, how many would we expect to respond yes to this signifier?  The number is calculated as yes_count / (yes_count + no_count) * 10,000.

earliest_obs_date - this date represents the first time this particular signifier was ever displayed to a respondent.  Signifiers are chosen with stochasticity from a long list; new signifiers are sometimes added, old signifiers are sometimes deleted, and a signifier may be moved higher or lower in priority for sampling.

latest_obs_date - the date closest to the present date on which signifier was most recently presented to a respondent.


Version created on 2025-10-01 — cumulative data.
DOI: 10.5065/d6qf8r4v
title: VORTEX-95: CLASS Soundings. Version 1.0

description: This data set from Verification of the Origins of Rotation in Tornadoes Experiment 95 (VORTEX-95) of Cross Chain LORAN Atmospheric Sounding System (CLASS) is of data in separate files in both ascii and binary sounding tar files. There are sounding data from 3 Oklahoma sites, Lubbock, Texas and one mobile CLASS.
DOI: 10.5065/d6kp80fz
title: Low Rate Navigation, State Parameter, and Microphysics Flight-Level Data. Version 1.0

description: This data set includes airborne measurements obtained from the NCAR Research Aviation Facility (RAF) Electra aircraft (Tail Number: N308D) during the Verification of the Origins of Rotation in Tornadoes EXperiment (VORTEX). This dataset contains low rate navigation, state parameter, and microphysics flight-level data in NetCDF format.
DOI: 10.5065/d6g15z4w
title: SCMS95: Mobile CLASS Soundings. Version 1.0

description: These two data files contain soundings from the Small Cumulus Microphysics Study (SCMS95) near Cape Canaveral (Cape Kennedy) from a Mobile Cross-Chain LORAN Atmospheric Sounding System (CLASS) station. Data are in an ascii tar file and in a binary tar file.
DOI: 10.15468/dl.xdgmqz
title: Occurrence Download

description: A dataset containing 2812 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Desmoncus mitis)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2812 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035639-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ksshpy
title: Occurrence Download

description: A dataset containing 18191 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "HasCoordinate is true",
 "Year is 1925"
 ]
}

 The dataset includes 18191 records from 216 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035622-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17239797
title: Bench-Scale Observation of Sloshing Amplitude Reduction in the Presence of Static Magnets

description: Overview.Load-cell-based CG_y measurements for a rectangular acrylic tank (600 mm x 60 mm x 300 mm; water depth h=40 mm) under near-resonant horizontal excitation. Two conditions were tested in a paired design: NO (no magnets) vs YES (static magnets). The first 5 s are discarded; the subsequent 20 s steady window is analyzed. Sampling ~191 Hz. A ferromagnetic plate was kept identical across runs (mounted outside the tank bottom).

Contents- raw/ — provided here as two ZIP archives containing 20 CSV files in total (10 NO, 10 YES; ~191 Hz). Typical columns: Time (s), CG_y (mm) (SI units).- figures/ — paper figures (paired P2P/RMS, mean FFT, zoom overlay) plus setup photos/illustrations.- code/ — magnet_paired_analysis.ipynb (reproduces all analyses and plots).

Reproducibility.Unzip the raw CSVs, open the notebook, and run all cells. It (i) computes peak-to-peak (P2P) and RMS per run, (ii) performs paired statistics (NO->YES), and (iii) generates mean FFT spectra (Hann window) over [0.2, 2.0] Hz. The notebook auto-detects common time/CG_y column names.

License.Data: CC BY 4.0. Code: MIT (notebook included under code/).

Version history (changelog)- v2 (this): h=40 mm; 10 paired runs (YES vs NO); standardized column names; updated figures & notebook; neutralized title; 20 s steady window.- v1 (2025-09-09): initial release.

Citation.Cite the concept DOI (always resolves to the latest version): 10.5281/zenodo.17088106.For exact replication, also cite this version's DOI (shown on the right after publishing).

Keywords.sloshing; center of gravity; CGy; static magnets; damping; FFT; bench-scale; dataset
DOI: 10.5065/d6b856f0
title: High Rate Navigation, State Parameter, and Microphysics Flight-Level Data. Version 1.0

description: This data set includes airborne measurements obtained from the NCAR Research Aviation Facility (RAF) C-130 aircraft (Tail Number: N130AR) during the Small Cumulus Microphysics Study (SMCS). This dataset contains high rate navigation, state parameter, and microphysics flight-level data in NetCDF format.
DOI: 10.5065/d66h4fq8
title: SCMS95: PMS-2D Two-dimensional Cloud Probe data. Version 1.0

description: This dataset contains raw (binary 'filmstrip' imagery) files of PMS-2D data collected by the C-130 (Tail Number: N130AR) during the Small Cumulus Microphysics Study (SCMS).
DOI: 10.5065/d62r3pz3
title: Low Rate Navigation, State Parameter, and Microphysics Flight-Level Data. Version 1.1

description: This data set includes airborne measurements obtained from the NCAR Research Aviation Facility (RAF) C-130 aircraft (Tail Number: N130AR) during the Small Cumulus Microphysics Study (SCMS). This dataset contains low rate navigation, state parameter, and microphysics flight-level data in NetCDF format.
DOI: 10.15468/dl.658pzk
title: Occurrence Download

description: A dataset containing 44437 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Taraxacum officinale",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 44437 records from 214 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035640-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5065/d6z036f2
title: SCMS Aircraft: C-130 Photography Video Camera, fwd. Version 1.0

description: This dataset contains mpg movies from a forward camera mounted on the NCAR Research Aviation Facility (RAF) C-130 aircraft during the Small Cumulus Microphysics Study (SCMS).
DOI: 10.5065/d6t72fqb
title: SABL: Scanning Aerosol Backscatter Lidar - Field Dorade Format. Version 1.0

description: This data set includes SABL lidar field dorade data while operated on the NCAR Research Aviation Facility (RAF) C-130 aircraft (Tail Number: N130AR) during the First Aerosol Characterization Experiment (ACE-1) project.
DOI: 10.5065/d6pg1q1g
title: Aircraft C-130 Ozone Concentration. Version 1.0

description: This dataset contains ozone measurements taken aboard the C-130 aircraft during ACE-1 by Greg Kok (NCAR/RAF). The data consist of time (UTC), location, "fast" ozone (chemiluminescense), and "standard" ozone (UV absorption). These data were processed and quality controlled by NCAR/RAF following the field phase of ACE-1.
DOI: 10.15468/dl.d6aj76
title: Occurrence Download

description: A dataset containing 1549 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Desmoncus orthacanthos)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1549 records from 112 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035641-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5065/d6js9nqh
title: Aircraft C-130 Hydrogen Peroxide Concentration. Version 1.0

description: This dataset contains hydrogen peroxides measurements taken aboard the NCAR C-130 aircraft during ACE-1 by Greg Kok (NCAR/RAF). The data consists of time (UTC), location, total soluble peroxide concentration measured as hydrogen, concentration of gas-phase hydrogen peroxide (ppbv), concentration of soluble organic hydroperoxides measured as hydrogen, and equivalent concentration of methylhydroperoxide. These data were processed and quality controlled by NCAR/RAF following the field phase of ACE-1.
DOI: 10.5065/d6f18x1z
title: Low Rate Navigation, State Parameter, and Microphysics Flight-Level Data. Version 1.1

description: This data set includes airborne measurements obtained from the NCAR Research Aviation Facility (RAF) C-130 aircraft (Tail Number: N130AR) during the First Aerosol Characterization Experiment (ACE-1). This dataset contains low rate navigation, state parameter, and microphysics flight-level data in NetCDF format. These files are the unabridged data from the C130 datasystem, and include numerous raw or uncalibrated chemistry, CN, and CCN variables. Please look for the standalone final datasets for those variables.
DOI: 10.5281/zenodo.15648364
title: Chinese web archive: Organ donor compensation practices

description: This contains the original materials used as the basis of our research. This is for individually cited files that we archive and reference individually.
DOI: 10.5281/zenodo.15648365
title: Chinese web archive: Organ donor compensation practices

description: This contains the original materials used as the basis of our research. This is for individually cited files that we archive and reference individually.
DOI: 10.5065/d698859m
title: High Rate Navigation, State Parameter, and Microphysics Flight-Level Data. Version 1.0

description: This data set includes airborne measurements obtained from the NCAR Research Aviation Facility (RAF) C-130 aircraft (Tail Number: N130AR) during the First Aerosol Characterization Experiment (ACE-1). This dataset contains high rate navigation, state parameter, and microphysics flight-level data in NetCDF format.
DOI: 10.5065/d65h7djf
title: ACE-1 Aircraft: C130 Photography video Camera, fwd. Version 1.0

description: This dataset contains mpg movies from a forward camera mounted on the NCAR Research Aviation Facility (RAF) C-130 aircraft during the First Aerosol Characterization Experiment (ACE-1).
DOI: 10.15468/dl.tnyfym
title: Occurrence Download

description: A dataset containing 3455742427 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 3455742427 records from 65789 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035496-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kwjstt
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Corynandra viscosa",
 "Country is Cook Islands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035643-250920141307145/datasets/export for details.
DOI: 10.15468/dl.axere7
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035644-250920141307145/datasets/export for details.
DOI: 10.15468/dl.a59unx
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035645-250920141307145/datasets/export for details.
DOI: 10.5065/d61r6ns8
title: Scanning Aerosol Backscatter Lidar (SABL) - Final Dorade. Version 1.0

description: This data set includes SABL lidar field dorade data while operated on the NCAR Research Aviation Facility (RAF) C-130 aircraft (Tail Number: N130AR) during the First Aerosol Characterization Experiment (ACE-1) project. Data are DORADE tar format.
DOI: 10.15468/dl.prwcyy
title: Occurrence Download

description: A dataset containing 65 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Desmoncus parvulus)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 65 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035646-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17240152
title: WESTERN JOURNAL OF MEDICAL AND BIOMEDICAL SCIENCES, VOLUME 6, NUMBER 3, SEPTEMBER, 2025

description: WJMBS 2025, VOL 6, NUMBER 3, SEPTEMBER 30

ASSESSMENT OF MATERNAL SERUM BETA-HUMAN CHORIONIC GONADOTROPHIN AS PREDICTIVE MARKER FOR PRE-ECLAMPSIAAND POOR CLINICAL NEONATAL OUTCOME
DOI: 10.5281/zenodo.17240153
title: WESTERN JOURNAL OF MEDICAL AND BIOMEDICAL SCIENCES, VOLUME 6, NUMBER 3, SEPTEMBER, 2025

description: WJMBS 2025, VOL 6, NUMBER 3, SEPTEMBER 30

ASSESSMENT OF MATERNAL SERUM BETA-HUMAN CHORIONIC GONADOTROPHIN AS PREDICTIVE MARKER FOR PRE-ECLAMPSIAAND POOR CLINICAL NEONATAL OUTCOME
DOI: 10.15468/dl.nqbpq9
title: Occurrence Download

description: A dataset containing 43012457 species occurrences available in GBIF matching the query:
{
 "Elevation" : [
 "is greater than 1000m"
 ]
}

 The dataset includes 43012457 records from 11674 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034396-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.otgk6d
title: Occurrence Download

description: A dataset containing 105 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Ateles hybridus I.Geoffroy Saint-Hilaire, 1829",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 105 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010561-180824113759888/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qxntiv
title: Occurrence Download

description: A dataset containing 38209 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "TaxonKey is Campanula rapunculoides L."
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 38209 records from 242 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011797-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10615382
title: Raw data for "Unsteady secondary flow structure at a large river confluence"
DOI: 10.15468/dl.qwzwot
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is French Guiana",
 "Country is Guyana"
 ]
 },
 "TaxonKey is Guatteria blepharophylla Mart."
 ]
}

 The dataset includes 26 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002175-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gxurak
title: Occurrence Download

description: A dataset containing 16411 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Switzerland",
 "Issue is Geodetic datum assumed WGS84",
 "Year 2000-2018",
 "HasCoordinate is true",
 "TaxonKey is Tracheophyta",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 16411 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011797-180824113759888/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.iclgtf
title: Occurrence Download

description: A dataset containing 288765 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Leucanthemum vulgare Lam."
 ]
}

 The dataset includes 288765 records from 680 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010562-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c3yixf
title: Occurrence Download

description: A dataset containing 979 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Narcissus jonquilla L."
 ]
}

 The dataset includes 979 records from 113 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002168-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tdthze
title: Occurrence Download

description: A dataset containing 104 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "TaxonKey is Colanthelia McClure & E.W.Sm.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 104 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011797-181003121212138/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.