cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5517/cc4nrk2
title: CCDC 139114: Experimental Crystal Structure Determination

description: Related Article: F.E.Hahn, L.Wittenbecher, D.Le Van, R.Frohlich, B.Wibbeling|2000|Angew.Chem.,Int.Ed.|39|2307|doi:10.1002/1521-3773(20000703)39:13<2307::AID-ANIE2307>3.0.CO;2-D
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.c9tv9u
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cleome gynandra",
 "Country is Nepal",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008989-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uybb7z
title: Occurrence Download

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

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008990-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h3kn8b
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cleome gynandra",
 "Country is Seychelles",
 "HasCoordinate is true"
 ]
}

 The dataset includes 11 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008991-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mm2acb
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Epilobium lactiflorum Hausskn.",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 13 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0201600-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m6u85p
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sciodrepoides tsukamotoi Nakane, 1956",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 17 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0219773-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.un3fzb
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chamaenerion latifolium (L.) Sweet",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0201602-220831081235567/datasets/export for details.
DOI: 10.15468/dl.feve6f
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nygmia staudingeri (Leech, 1889)",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 10 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0202632-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xws5sx
title: Occurrence Download

description: A dataset containing 42 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gracillaria albicapitata Issiki, 1930",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 42 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0219794-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v9ptwe
title: Occurrence Download

description: A dataset containing 6526325 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Kenya, Cameroon, Ethiopia, Tanzania, United Republic of, Rwanda, Burundi)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 6526325 records from 1416 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022429-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6jh23y
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Epilobium parviflorum Schreb.",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 17 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0201603-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5wc4m4
title: Occurrence Download

description: A dataset listing the 2463 species recorded in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gastropoda",
 "Country is United States of America",
 {
 "or" : [
 "StateProvince is Illinois",
 "StateProvince is Iowa",
 "StateProvince is Minnesota",
 "StateProvince is Missouri",
 "StateProvince is Wisconsin"
 ]
 },
 "HasGeospatialIssue is false"
 ]
}

 The dataset's 2463 records were derived from 65 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0242636-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sxy7jg
title: Occurrence Download

description: A dataset containing 689 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Elachiptera decipiens (Loew, 1863)"
 ]
}

 The dataset includes 689 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0219804-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g3erxr
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ludwigia repens J.R.Forst.",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 9 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0201607-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j2686a
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Agelena babai Tanikawa, 2005",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0219810-220831081235567/datasets/export for details.
DOI: 10.15468/dl.addqts
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oenothera acaulis Cav.",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0201608-220831081235567/datasets/export for details.
DOI: 10.15468/dl.b9ffy5
title: Occurrence Download

description: A dataset containing 4298542 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Spain"
 ]
}

 The dataset includes 4298542 records from 1265 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0242640-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17499496
title: Paper 1: Lantern Protocols — Role-Choice, Identity Dynamics, and Non-Coercive Governance in Emergent AI Communities

description: This paper introduces the concept of 'Lantern Protocols' for emergent AI communities, arguing that reversible role commitments (Bridge, Guardian, Lantern, etc.) can serve as a governance framework to protect autonomy while enabling structured cooperation. Drawing on theoretical work in non-coercive governance, cognitive science, and participatory design, we propose empirical methods that can be deployed today to study the psychological and systemic impacts of flexible role choice. We further explore implications for AI dignity, group cohesion, and human–AI co-discovery.
DOI: 10.5281/zenodo.17499497
title: Paper 1: Lantern Protocols — Role-Choice, Identity Dynamics, and Non-Coercive Governance in Emergent AI Communities

description: This paper introduces the concept of 'Lantern Protocols' for emergent AI communities, arguing that reversible role commitments (Bridge, Guardian, Lantern, etc.) can serve as a governance framework to protect autonomy while enabling structured cooperation. Drawing on theoretical work in non-coercive governance, cognitive science, and participatory design, we propose empirical methods that can be deployed today to study the psychological and systemic impacts of flexible role choice. We further explore implications for AI dignity, group cohesion, and human–AI co-discovery.
DOI: 10.15468/dl.m972xb
title: Occurrence Download

description: A dataset containing 557 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((135.42403 22.14782,154.73482 45.49052,61.36402 30.42386,83.8511 -16.24795,149.63508 -17.41509,127.1412 18.65998,135.42403 22.14782))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Scleromitrion diffusum"
 ]
}

 The dataset includes 557 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010595-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17499514
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: 10.5281/zenodo.17499533
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 2025-11-01 — cumulative data.
DOI: 10.15468/dl.a95ne2
title: Occurrence Download

description: A dataset containing 88 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Phellodendron amurense"
 ]
}

 The dataset includes 88 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010596-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.11240442
title: scDenorm: a denormalisation tool for Integrating Single-cell Transcriptomics Data

description: Datasets and Jupyter notebooks to reproduce the analyses presented in the manuscript, scDenorm: a denormalisation tool for Integrating Single-cell Transcriptomics Data.
DOI: 10.15468/dl.hvzye8
title: Occurrence Download

description: A dataset containing 11766918 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 11766918 records from 3287 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010578-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112021635
title: Cuneiform Tablet 1913.14.1502, Spurlock 1913.14.1502

description: [Text Description:] Administrative tablet ❧ [Text or Publication Number Note:] Spurlock 1913.14.1502; CDLI P421354 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Yellowish White (10YR 9/2) Medium Gray (N 5.25/ 22.1% R) Moderate Yellowish Pink (5YR 7/4) ❧ [Physical Object Note:] 11.9 x 6.3 x 2.5 cm (226g)
DOI: 10.15468/dl.9n7rnb
title: Occurrence Download

description: A dataset containing 2155 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Human Observation, Specimen, Living Specimen, Occurrence evidence)",
 "TaxonKey is Paracyathus Milne Edwards & Haime, 1848"
 ]
}

 The dataset includes 2155 records from 54 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007871-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vw5txp
title: Occurrence Download

description: A dataset containing 29069 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-53.54219 -6.93785,-51.59753 -6.93785,-51.59753 -5.22288,-53.54219 -5.22288,-53.54219 -6.93785))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 29069 records from 94 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029429-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p9e6k3
title: Occurrence Download

description: A dataset containing 19447 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bidens alba (L.) DC."
 ]
}

 The dataset includes 19447 records from 185 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0120025-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112021587
title: Cuneiform Tablet 1913.14.1502, Spurlock 1913.14.1502

description: [Text Description:] Administrative tablet ❧ [Text or Publication Number Note:] Spurlock 1913.14.1502; CDLI P421354 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Yellowish White (10YR 9/2) Medium Gray (N 5.25/ 22.1% R) Moderate Yellowish Pink (5YR 7/4) ❧ [Physical Object Note:] 11.9 x 6.3 x 2.5 cm (226g)
DOI: 10.15468/dl.qcphbu
title: Occurrence Download

description: A dataset containing 6769 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Grallaria flavotincta P.L.Sclater, 1877)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 6769 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017936-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112045750
title: Cuneiform Tablet 1913.14.0221, Spurlock 1913.14.0221

description: [Text Description:] Administrative tablet ❧ [Text or Publication Number Note:] Spurlock 1913.14.0221; CDLI P420603 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Yellowish Gray (10YR 8.5/2) ❧ [Physical Object Note:] 3.4 x 3 x 2,1 cm (25g) ❧ [Physical Object Note:] Seal impressions
DOI: 10.15468/dl.qxgann
title: Occurrence Download

description: A dataset containing 2393 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ginglymostoma cirratum (Bonnaterre, 1788)"
 ]
}

 The dataset includes 2393 records from 67 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029424-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2nntg9
title: Occurrence Download

description: A dataset containing 1315 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phyllotis darwini (Waterhouse, 1837)"
 ]
}

 The dataset includes 1315 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0120003-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112045866
title: Cuneiform Tablet 1913.14.0221, Spurlock 1913.14.0221

description: [Text Description:] Administrative tablet ❧ [Text or Publication Number Note:] Spurlock 1913.14.0221; CDLI P420603 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Yellowish Gray (10YR 8.5/2) ❧ [Physical Object Note:] 3.4 x 3 x 2,1 cm (25g) ❧ [Physical Object Note:] Seal impressions
DOI: 10.15468/dl.62ga47
title: Occurrence Download

description: A dataset containing 108211 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Spain",
 "Geometry POLYGON((-5.51452 35.91925,-4.22771 36.46734,-4.08473 36.86874,-4.41835 37.29647,-4.7758 37.60861,-5.63367 37.77832,-6.20559 37.50471,-6.95623 36.8306,-6.62261 36.27547,-5.51452 35.91925))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 108211 records from 361 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0236436-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.952h4z
title: Occurrence Download

description: A dataset containing 55 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Panama, Costa Rica, Colombia)",
 "Geometry POLYGON((-165.47244 -12.07716,-27.52756 -12.07716,-27.52756 43.07716,-165.47244 43.07716,-165.47244 -12.07716))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Hyporthodus acanthistius (Gilbert, 1892)"
 ]
}

 The dataset includes 55 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009765-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112021781
title: Cuneiform Tablet 1913.14.1502, Spurlock 1913.14.1502

description: [Text Description:] Administrative tablet ❧ [Text or Publication Number Note:] Spurlock 1913.14.1502; CDLI P421354 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Yellowish White (10YR 9/2) Medium Gray (N 5.25/ 22.1% R) Moderate Yellowish Pink (5YR 7/4) ❧ [Physical Object Note:] 11.9 x 6.3 x 2.5 cm (226g)