cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.13831362
title: Data and code for "Contrasting drought sensitivity of Eurasian and North American grasslands"

description: Extreme droughts generally decrease productivity in grassland ecosystems with negative consequences for nature’s contribution to people. The extent towhich this negative effect varies among grassland types and over time in response to multi-year extreme drought remains unknown. Using a coordinated distributed experiment that simulated four-years of growing-season drought (~66% rainfall reduction), we compared drought sensitivity within and among six grasslands spanning broad precipitation gradients in each of Eurasia and North America - two of the Northern Hemisphere’s largest grass-dominated regions. Aboveground plant production declined substantially with drought in the Eurasian grasslands and effects accumulated over time, while the declines were less severe and more muted over time in the North American grasslands. Drought effects on species richness shifted from positive to negative in Eurasia, but from negative to positive in North America over time. The differing responses of plant production in these grasslands were accompanied by less common (subordinate) plant species declining in Eurasian grasslands but increasing in North American grasslands. Our findings demonstrate the high production sensitivity of Eurasian compared to North American grasslands to extreme drought (43.6% vs. 25.2% reduction), and the key role of subordinate species in determining impacts of extreme drought on grassland productivity.
DOI: 10.5281/zenodo.14004857
title: Data and code for "Contrasting drought sensitivity of Eurasian and North American grasslands"

description: Extreme droughts generally decrease productivity in grassland ecosystems with negative consequences for nature’s contribution to people. The extent towhich this negative effect varies among grassland types and over time in response to multi-year extreme drought remains unknown. Using a coordinated distributed experiment that simulated four-years of growing-season drought (~66% rainfall reduction), we compared drought sensitivity within and among six grasslands spanning broad precipitation gradients in each of Eurasia and North America - two of the Northern Hemisphere’s largest grass-dominated regions. Aboveground plant production declined substantially with drought in the Eurasian grasslands and effects accumulated over time, while the declines were less severe and more muted over time in the North American grasslands. Drought effects on species richness shifted from positive to negative in Eurasia, but from negative to positive in North America over time. The differing responses of plant production in these grasslands were accompanied by less common (subordinate) plant species declining in Eurasian grasslands but increasing in North American grasslands. Our findings demonstrate the high production sensitivity of Eurasian compared to North American grasslands to extreme drought (43.6% vs. 25.2% reduction), and the key role of subordinate species in determining impacts of extreme drought on grassland productivity.
DOI: 10.15468/dl.kdmfnz
title: Occurrence Download

description: A dataset containing 125 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cuscuta exaltata Engelm., Cuscuta exaltata Engelm., Cuscuta exaltata, Cuscuta exaltata, Cuscuta exaltata Engelm., Cuscuta exaltata Engelm., Cuscuta exaltata Engelm., Cuscuta exaltata Engelm., Cuscuta exaltata Engelmann, Cuscuta exaltata Engelm., Cuscuta exaltata Engelm., 1859, Cuscuta gamostyla Engelm., Monogynella exaltata (Engelm.) Hadac & Chrtek, Cuscuta gamostyla Engelm., Cuscuta gamostyla Engelm., Cuscuta gamostyla Engelm., Monogynella exaltata (Engelm.) Hadac & Chrtek, Monogynella exaltata (Engelm.) Hadac & Chrtek, Monogynella exaltata (Engelm.) Hadac & Chrtek)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 125 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005919-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n66v7v
title: Occurrence Download

description: A dataset containing 435 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Saussurea medusa Maxim."
 ]
}

 The dataset includes 435 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005920-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eqb8wf
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Orobanche cilicica Beck, Orobanche cilicica Beck, Orobanche cilicica Beck, Orobanche cilicica Beck, Orobanche cilicica Beck, Orobanche cilicica Beck, Phelipanche cilicica Soják, Phelipanche cilicica (Beck) Soják, Phelipanche cilicica (Beck) Soják)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005921-241107131044228/datasets/export for details.
DOI: 10.15468/dl.vgcws6
title: Occurrence Download

description: A dataset containing 325 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ethiopia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Swertia abyssinica Hochst."
 ]
}

 The dataset includes 325 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005922-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.14647095
title: test

description: test
DOI: 10.6084/m9.figshare.14647095.v2
title: test

description: test
DOI: 10.6084/m9.figshare.14647095.v1
title: original_data.zip

description: data_from_USPTO_utf8Positive reactions from USPTO (USPTO)This public chemical reaction dataset was extracted from the US patents grants and applications dating from 1976 to September 2016 US patents grants and applications dating from 1976 to September 2016 by Daniel M. Lowe. data_from_CJHIF_utf8Positive reactions from CJHIF(CJHIF)3,219,165 reactions mined from high impact factor journals3 with reagent, solvent and catalyst information, in addition with yield. After data cleaning and selection, we used the remaining 1,763,731 items at last. data_from_ChemicalAI_Rule_utf8Rule-generated negative reactions from Chemical.AI (Chemical.AI-Rule)For every product in the positive reaction sets, we adopt a set of chemical rules to generate all possible reactions which may output the respective products. <br>data_from_ChemicalAI_Real_1_utf8Real negative reactions from Chemical.AI (Chemical.AI-Real-1)12,225 real failed reactions from chemical experiment record of Chemical.AI partner laboratories. After data deduplication and canonicalization, it remained 8,797 reactions. data_from_ChemicalAI_Real_2_utf8 (for final test)Real reactions from Chemical.AI (Chemical.AI-Real-2)24,514 real reactions from chemical experiment record of Chemical.AI partner laboratories, in which there are 16,137 positive reactions and 8,377 negative reactions, where the productivity of negative reactions is 0%. This data set is equally split into two parts: training set and test set. <br><br>
DOI: 10.15468/dl.frp2tj
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Orobanche compacta Viv., Orobanche compacta Viv., Orobanche compacta Viv., Orobanche compacta Viv., Orobanche compacta Viv., 1824, Orobanche compacta Viv., Cistanche phelypaea (L.) Cout.)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005923-241107131044228/datasets/export for details.
DOI: 10.15468/dl.8x3udc
title: Occurrence Download

description: A dataset containing 23177 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is one of (Europe, Asia)",
 "TaxonKey is Dreissena polymorpha (Pallas, 1771)"
 ]
}

 The dataset includes 23177 records from 324 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005924-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9dq9t5
title: Occurrence Download

description: A dataset containing 49 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cuscuta sandwichiana, Cuscuta sandwichiana, Cuscuta sandwichiana Choisy, Cuscuta sandwichiana Choisy, Cuscuta sandwichiana Choisy, Cuscuta sandwichiana Choisy, Cuscuta sandwichiana Choisy, Cuscuta sandwichiana Choisy, Cuscuta sandwichiana Choisy, Cuscuta sandwichiana Choisy, Cuscuta sandwichiana Choisy, Cuscuta sandwichiana Choisy, Grammica sandwichiana (Choisy) O. Deg., I. Deg., Hadac & Chrtek, Grammica sandwichiana (Choisy) O.Deg., I.Deg., Hadac & Chrtek, Grammica sandwichiana (Choisy) O.Deg. et al., Grammica sandwichiana (Choisy) O.Deg., I.Deg., Hadac & Chrtek)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 49 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005925-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.udupep
title: Occurrence Download

description: A dataset containing 225 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Ambrosia pumila, Ambrosia pumila A.Gray (Nutt.), Ambrosia pumila (Nutt.) A.Gray, Ambrosia pumila (Nutt.) A.Gray, Ambrosia pumila A.Gray, Ambrosia pumila, Ambrosia pumila (Nutt.) A.Gray, Ambrosia pumila (Nutt.) A.Gray, Ambrosia pumila (Nutt.) A. Gray, Ambrosia pumila (Nutt.) A.Gray, Ambrosia pumila (Nutt.) A.Gray, Ambrosia pumila (Nuttall) A. Gray, Ambrosia pumila (Nutt.) A.Gray, 1882, Ambrosia pumila (Nutt.) Gray, Ambrosia pumila (Nutt.) A.Gray, Hemiambrosia heterocephala Delpino, Franseria pumila Nutt., Franseria pumila Nutt., Franseria pumila Nutt., Franseria pumila Nutt., Hemiambrosia heterocephala Delpino, Franseria pumila Nutt., Hemiambrosia heterocephala Delpino, Franseria pumila Nutt., 1841, Franseria pumila Nutt., Franseria pumila Nutt.)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 225 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005926-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cgt4en
title: Occurrence Download

description: A dataset containing 2566 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Myocastor coypus (Molina, 1782)",
 "Country is Italy",
 "Year is greater than or equal to 1500"
 ]
}

 The dataset includes 2566 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005927-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.14647167
title: testttt

description: test
DOI: 10.6084/m9.figshare.14647167.v2
title: testttt

description: test
DOI: 10.6084/m9.figshare.14647167.v1
title: data_for_practicality_judgment

description: https://github.com/jshmjs45/data_for_chem#data_for_practicality_judgment
DOI: 10.15468/dl.azb4vh
title: Occurrence Download

description: A dataset containing 130 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Ambrosia divaricata, Ambrosia divaricata (Brandegee) Payne, Ambrosia divaricata (Brandegee) W.W.Payne, Ambrosia divaricata (Brandegee) W.W.Payne, 1964, Ambrosia divaricata, Ambrosia divaricata (Brandegee) W. W. Payne, Ambrosia divaricata (Brandegee) Payne, Ambrosia divaricata (Brandegee) W.W.Payne, Ambrosia divaricata (Brandegee) W.W.Payne, Franseria divaricata Brandegee, 1889, Franseria divaricata Brandegee, Franseria divaricata Brandegee, Franseria divaricata Brandegee, Franseria divaricata Brandegee, Franseria divaricata Brandegee)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 130 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005928-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v3pws6
title: Occurrence Download

description: A dataset containing 32995 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dreissena polymorpha (Pallas, 1771)"
 ]
}

 The dataset includes 32995 records from 357 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005930-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bg8b3p
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Orobanche aconiti-lycoctoni, Orobanche aconiti-lycoctoni, Orobanche aconiti-lycoctoni MorenoMor. et al., Orobanche aconiti-lycoctoni Moreno Mor., G.Gómez, Ó.Sánchez, Carlón & M.Laínz, Orobanche aconiti-lycoctoni G. Moreno, G. Gómez, Ó. Sánchez, Carlón & M. Laínz, Orobanche aconiti-lycoctoni Moreno Mor., G.Gómez, Ó.Sánchez, Carlón & M.Laínz, Orobanche aconiti-lycoctoni Moreno Mor., G.Gómez, Ó.Sánchez, Carlón & M.Laínz, 2002, Orobanche aconiti-lycoctoni G.Moreno, G.Gómez, Ó.Sánchez, Carlón & M.Laínz)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 13 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005932-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y6agqr
title: Occurrence Download

description: A dataset containing 28410 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Vombatus ursinus (Shaw, 1800)",
 "Year is greater than or equal to 2018"
 ]
}

 The dataset includes 28410 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005931-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pc6myc
title: Occurrence Download

description: A dataset containing 319 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aconitum flavum Hand.-Mazz."
 ]
}

 The dataset includes 319 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005933-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9pyqqr
title: Occurrence Download

description: A dataset containing 62954 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ukraine",
 "Geometry POLYGON((13.35277 40.74421,49.64723 40.74421,49.64723 55.25579,13.35277 55.25579,13.35277 40.74421))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Month is November",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 62954 records from 190 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005929-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hqztds
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Lithops eberlanzii N.E.Br., Lithops eberlanzii N.E.Br., Lithops eberlanzii (Dinter & Schwantes) N.E.Br., Lithops eberlanzii (Dinter & Schwantes) N.E.Br., Lithops eberlanzii (Dinter & Schwantes) N.E.Br., Lithops eberlanzii (Dinter & Schwantes) N. E. Br., Lithops opalina Dinter, Mesembryanthemum eberlanzii Dinter & Schwantes, Lithops opalina Dinter, Mesembryanthemum eberlanzii Dinter & Schwantes, Mesembryanthemum eberlanzii Dinter & Schwantes)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005934-241107131044228/datasets/export for details.
DOI: 10.5281/zenodo.14040688
title: Host-Analysis-Bioname
DOI: 10.5281/zenodo.14040689
title: Host-Analysis-Bioname
DOI: 10.15468/dl.yqnn39
title: Occurrence Download

description: A dataset containing 84254 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Myocastor coypus (Molina, 1782)",
 "Country is France",
 "Year is greater than or equal to 1500"
 ]
}

 The dataset includes 84254 records from 1707 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005936-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/qhldxa
title: Data for The Eclectic Reader

description: This dataset contains two files related to our article about reader eclecticism. 

One file contains metadata about books, derived from their landing pages on Goodreads.com. It's formatted as JSON and structured like a Python dictionary, where the keys are urls for each book's works page on Goodreads. The values include the book's title (as a string), the author (string), the average rating (float), the number of ratings (integer), and some shelves (dictionary). The last of these refers to the shelf data available on each book's landing page; at the time of the scrape (fall 2021), Goodreads showed up to 10 of these, and included information about how many people had tagged the book with each shelf. They no longer do this, and reconstructing the weights is non-trivial (you can find detailed information about all of a book's shelves, but Goodreads sometimes groups shelves into an overarching category for the landing page). The information collected here does reflect user interaction with the book, but these are caveats worth considering. In any case, the sub-dictionary uses the shelves as keys and has their weights as values. The file contains information about 884,722 books.


The second file shows how we've sorted all of the shelves in our dataset into just a few clusters. This file is very simple—just a two-column csv with the name of the shelf and its cluster—but producing it was complicated. First, we made a network out of our shelves. Each shelf is a node, and we draw an edge between two shelves if they appear in the same book. As we see additional books that combine those shelves, we add to the edge weight. In the end we got a network that shows how all 1,194 shelves in our network are used relative to each other. 


When we had the network, we used community detection to see how the shelves cluster together. There are many ways to do this, but we used the Louvain method. This approach is non-deterministic and sensitive to various decisions, like the granularity of the community detection. To shore up our sense of the community structure (sometimes called "modularity") of this network, we spent a lot of time on this process. We ran community detection 10,000 times each at a few different granularities. We examined the resulting communities to see which ones tended to show up often and which emerged rarely, and we also observed how shelves tended to show up together. In the end we settled on the eight communities you see in this spreadsheet. We picked the names of each community ourselves. If you want to repeat this process, you will probably wind up with a somewhat different picture.


We request that any outputs resulting from use of this dataset acknowledge the Price Lab / J.D. Porter.


We have chosen not to share data about specific Goodreads users, in order to protect their privacy. We are, however, open to corresponding with researchers about sharing and collaboration.
DOI: 10.15468/dl.8zpruz
title: Occurrence Download

description: A dataset containing 123 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Laportea aestuans",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 123 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015387-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/lhgu1o
title: LLMs grooming or data voids? LLM-powered chatbot references to Kremlin disinformation reflect information gaps, not manipulation

description: Dataset and code for Alyukov, M., Makhortykh, M., Voronovici, A., & Sydorova, M. (2025). LLMs grooming or data voids? Chatbot references to Kremlin disinformation reflect information gaps, not manipulation. Harvard Kennedy School (HKS) Misinformation Review, 5(5).
DOI: 10.15468/dl.yd5we2
title: Occurrence Download

description: A dataset containing 22745 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Geometry POLYGON((-6.24555 36.88439,-6.45817 36.75449,-6.46377 36.50302,-6.23995 36.34544,-5.94899 36.09717,-5.73636 36.00669,-5.42861 35.97953,-5.26635 36.16496,-5.16003 36.33192,-5.13765 36.41302,-5.29432 36.60191,-5.45659 36.68272,-5.41183 36.8217,-5.62445 36.90676,-6.0928 36.99362,-6.24555 36.88439))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 22745 records from 123 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015386-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.