cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.ysk94j
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mendicula ferruginosa (Forbes, 1844)",
 "Geometry Polygon ((-0.81872320224334705 81.71335986952006181, 15.11673521981012946 82.94093416616939862, 55.03837845422534514 82.93072605576169565, 68.89890739424060939 82.76538423844311865, 68.23492995998834942 76.91672887805012238, 66.65798355363932615 76.41899886398434205, 58.35826562548645313 75.2830057792397298, 53.62742640643935488 72.27604926014167575, 56.51370019053020144 70.7184319212233703, 61.20731985535795161 69.33373585697623298, 61.03848461561595684 68.59378701793275468, 59.48520040998950265 68.17044220597425408, 56.31109790283980487 68.39555084581948563, 54.55521140952295411 67.98114593841629016, 51.6512452859604565 68.17044220597425408, 48.65267784747624091 67.02924254972219842, 40.94483653932162071 65.40948750740305684, 40.32919426231246263 64.38453675707305024, 38.06363068291878449 63.85719999959601267, 35.45330742839996674 63.59523518951031207, 32.17809051471124349 66.47463978769231119, 31.61169961986282928 67.35413577830914278, 38.21138482940098413 66.43524838936303922, 40.30456857123208891 66.65113196644773552, 40.03368596934806334 67.62779915964847532, 34.17277149222090316 68.8963607305246768, 27.46509718561969038 69.94367113526196533, 23.20588516082897712 69.84830520059951198, 19.77835359058319753 69.06055172175248913, 14.73786598728060149 67.08356056086624619, 12.041205119513684 67.75195906073822982, 8.34509648852492347 77.01326974603688313, -0.81872320224334705 \n 81.71335986952006181))",
 {
 "and" : [
 "Year is greater than 1900",
 "Year is less than or equal to 1950"
 ]
 }
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0159101-220831081235567/datasets/export for details.
DOI: 10.15468/dl.vstzqn
title: Occurrence Download

description: A dataset containing 700256 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Lycopodiaceae)"
 ]
}

 The dataset includes 700256 records from 1538 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0159043-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ujz4u2
title: Occurrence Download

description: A dataset containing 53036 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eriobotrya japonica (Thunb.) Lindl."
 ]
}

 The dataset includes 53036 records from 564 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005094-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3hv2px
title: Occurrence Download

description: A dataset containing 40670 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is Argentina",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Month is one of (February, March, January, April, May, June, July, August, September, October, November, December)",
 "TaxonKey is Furnarius rufus (Gmelin, 1788)",
 "Year 2022-2022"
 ]
}

 The dataset includes 40670 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005118-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dcnfv7
title: Occurrence Download

description: A dataset containing 996916 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "DatasetKey is Observation.org, Nature data from around the World",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 996916 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005109-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vyc39n
title: Occurrence Download

description: A dataset containing 539 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Stipa grandis P.A.Smirn., Poa mongolica (Rendle) Keng, Cleistogenes ramiflora Keng f. & C.P.Wang)"
 ]
}

 The dataset includes 539 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005124-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w4xy24
title: Occurrence Download

description: A dataset containing 8201 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Machine Observation, Specimen)",
 "Continent is South America",
 "Country is Peru",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Glaucidium peruanum C.König, 1991"
 ]
}

 The dataset includes 8201 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005123-250426092105405/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.28891898.v1
title: 24 hrs heat duration

description: Flow cytometry data for the 24 hrs heat duration treatment completed on 19 August 2024. Data from the inoculation is annotated as "Day 0". This treatment had 4 days in total (see Figure 1 of main text).<br>The top folder contains the analysis and summary data for each day: ".fey" files contain the flow cytometry analysis completed in FCS Express and ".xlsx" files contain the cell counts estimated from FCS Express. The top folder also contains a copy of the plate layout (platelayout.png) and the calculations for diluting the four overnight cultures to equal densities (dilution_calculations.xlsx).<br>Subfolders (Day0, Day1, Day2, etc) contain the flow cytometry raw data for each day: ".acs" files contain the data for each individual well (including compensation, thresholds, and voltages) and ".csv" files contain the data summary for all wells as produced by Attune Cytometry Software (only well volume was analyzed from these files).
DOI: 10.6084/m9.figshare.28891898
title: 24 hrs heat duration

description: Flow cytometry data for the 24 hrs heat duration treatment completed on 19 August 2024. Data from the inoculation is annotated as "Day 0". This treatment had 4 days in total (see Figure 1 of main text).<br>The top folder contains the analysis and summary data for each day: ".fey" files contain the flow cytometry analysis completed in FCS Express and ".xlsx" files contain the cell counts estimated from FCS Express. The top folder also contains a copy of the plate layout (platelayout.png) and the calculations for diluting the four overnight cultures to equal densities (dilution_calculations.xlsx).<br>Subfolders (Day0, Day1, Day2, etc) contain the flow cytometry raw data for each day: ".acs" files contain the data for each individual well (including compensation, thresholds, and voltages) and ".csv" files contain the data summary for all wells as produced by Attune Cytometry Software (only well volume was analyzed from these files).
DOI: 10.15468/dl.gya7h3
title: Occurrence Download

description: A dataset containing 31403 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Ambystoma maculatum (Shaw, 1802))"
 ]
}

 The dataset includes 31403 records from 73 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005122-250426092105405/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.28891418
title: no heat control

description: Flow cytometry data for the no heat control treatment completed on 8 July 2024. Data from the inoculation (Day0) is NOT included here; see the 48 hrs heat treatment (these two treatments were inoculated at the same time). This treatment had 5 days in total (see Figure 1 of main text).The top folder contains the analysis and summary data for each day: ".fey" files contain the flow cytometry analysis completed in FCS Express and ".xlsx" files contain the cell counts estimated from FCS Express. The top folder also contains a copy of the plate layout (platelayout.png) and the calculations for diluting the four overnight cultures to equal densities (dilution_calculations.xlsx).Subfolders (Day1, Day2, Day3, etc) contain the flow cytometry raw data for each day: ".acs" files contain the data for each individual well (including compensation, thresholds, and voltages) and ".csv" files contain the data summary for all wells as produced by Attune Cytometry Software (only well volume was analyzed from these files).
DOI: 10.6084/m9.figshare.28891418.v1
title: no heat control

description: Flow cytometry data for the no heat control treatment completed on 8 July 2024. Data from the inoculation (Day0) is NOT included here; see the 48 hrs heat treatment (these two treatments were inoculated at the same time). This treatment had 5 days in total (see Figure 1 of main text).The top folder contains the analysis and summary data for each day: ".fey" files contain the flow cytometry analysis completed in FCS Express and ".xlsx" files contain the cell counts estimated from FCS Express. The top folder also contains a copy of the plate layout (platelayout.png) and the calculations for diluting the four overnight cultures to equal densities (dilution_calculations.xlsx).Subfolders (Day1, Day2, Day3, etc) contain the flow cytometry raw data for each day: ".acs" files contain the data for each individual well (including compensation, thresholds, and voltages) and ".csv" files contain the data summary for all wells as produced by Attune Cytometry Software (only well volume was analyzed from these files).
DOI: 10.15468/dl.sgc2kv
title: Occurrence Download

description: A dataset listing the 305 species recorded in GBIF matching the query:
{
 "DatasetKey" : [
 "is Biodiversidad asociada al Estudio de Impacto Ambiental (EIA) de la Plataforma Flamencos en Puerto Wilches-Santander"
 ]
}

 The dataset's 305 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005121-250426092105405/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.28891328
title: 12 hrs heat duration

description: Flow cytometry data for the 12 hrs heat duration treatment completed on 5 August 2024. Data from the inoculation is annotated as "Day 0". This treatment had 4 days in total (see Figure 1 of main text). The top folder contains the analysis and summary data for each day: ".fey" files contain the flow cytometry analysis completed in FCS Express and ".xlsx" files contain the cell counts estimated from FCS Express. The top folder also contains the calculations for diluting the four overnight cultures to equal densities (dilution_calculations.xlsx).Subfolders (Day0, Day1, Day2, etc) contain the flow cytometry raw data for each day: ".acs" files contain the data for each individual well (including compensation, thresholds, and voltages) and ".csv" files contain the data summary for all wells as produced by Attune Cytometry Software (only well volume was analyzed from these files).
DOI: 10.6084/m9.figshare.28891328.v1
title: 12 hrs heat duration

description: Flow cytometry data for the 12 hrs heat duration treatment completed on 5 August 2024. Data from the inoculation is annotated as "Day 0". This treatment had 4 days in total (see Figure 1 of main text). The top folder contains the analysis and summary data for each day: ".fey" files contain the flow cytometry analysis completed in FCS Express and ".xlsx" files contain the cell counts estimated from FCS Express. The top folder also contains the calculations for diluting the four overnight cultures to equal densities (dilution_calculations.xlsx).Subfolders (Day0, Day1, Day2, etc) contain the flow cytometry raw data for each day: ".acs" files contain the data for each individual well (including compensation, thresholds, and voltages) and ".csv" files contain the data summary for all wells as produced by Attune Cytometry Software (only well volume was analyzed from these files).
DOI: 10.6084/m9.figshare.28891280
title: 6 hrs heat duration

description: Flow cytometry data for the 6 hrs heat duration treatment completed on 2 July 2024. Data from the inoculation is annotated as "Day 0". This treatment had 3 days in total (see Figure 1 of main text). The top folder contains the analysis and summary data for each day: ".fey" files contain the flow cytometry analysis completed in FCS Express and ".xlsx" files contain the cell counts estimated from FCS Express. The top folder also contains a copy of the plate layout (platelayout.png) and the calculations for diluting the four overnight cultures to equal densities (dilution_calculations.xlsx).Subfolders (Day0, Day1, Day2, etc) contain the flow cytometry raw data for each day: ".acs" files contain the data for each individual well (including compensation, thresholds, and voltages) and ".csv" files contain the data summary for all wells as produced by Attune Cytometry Software (only well volume was analyzed from these files).<br>
DOI: 10.6084/m9.figshare.28891280.v1
title: 6 hrs heat duration

description: Flow cytometry data for the 6 hrs heat duration treatment completed on 2 July 2024. Data from the inoculation is annotated as "Day 0". This treatment had 3 days in total (see Figure 1 of main text). The top folder contains the analysis and summary data for each day: ".fey" files contain the flow cytometry analysis completed in FCS Express and ".xlsx" files contain the cell counts estimated from FCS Express. The top folder also contains a copy of the plate layout (platelayout.png) and the calculations for diluting the four overnight cultures to equal densities (dilution_calculations.xlsx).Subfolders (Day0, Day1, Day2, etc) contain the flow cytometry raw data for each day: ".acs" files contain the data for each individual well (including compensation, thresholds, and voltages) and ".csv" files contain the data summary for all wells as produced by Attune Cytometry Software (only well volume was analyzed from these files).<br>
DOI: 10.15468/dl.76um6u
title: Occurrence Download

description: A dataset containing 37828 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Mosquito Alert Dataset"
 ]
}

 The dataset includes 37828 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005125-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4u6frq
title: Occurrence Download

description: A dataset listing the 1 species recorded in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is Argentina",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Tyto alba (Scopoli, 1769)"
 ]
}

 The dataset's 1 records were derived from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005120-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6euhkg
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Pseudobranchus axanthus belli Schwartz, 1952)"
 ]
}

 The dataset includes 9 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005126-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ratvgm
title: Occurrence Download

description: A dataset containing 862 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Oxalis latifolia subsp. vespertilionis (Zucc.) Lourteig, Oxytropis myriophylla (Pall.) DC., Papaver atlanticum subsp. atlanticum, Paramollugo spathulata (Sw.) Sukhor., Paronychia arabica subsp. cossoniana (J.Gay ex Coss.) Batt.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 862 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005127-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mvtf9j
title: Occurrence Download

description: A dataset containing 33 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Necturus mounti Guyer, Murray, Bart, Crother, Chabarria, Bailey & Dunn, 2020)"
 ]
}

 The dataset includes 33 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005128-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yhzzhq
title: Occurrence Download

description: A dataset containing 938 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "Geometry POLYGON((-10.0965 36.85659,-6.11115 36.85659,-6.11115 42.26301,-10.0965 42.26301,-10.0965 36.85659))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Rumex crispus L."
 ]
}

 The dataset includes 938 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005129-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7fgufx
title: Occurrence Download

description: A dataset containing 996916 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "DatasetKey is Observation.org, Nature data from around the World",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 996916 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005119-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15128565
title: Revisiting John Stuart Mill's "The Subjection of Women": A computer-assisted stylometric analysis

description: According to John Stuart Mill’s Autobiography, his mature work should be thought of as “the product not of one intellect and conscience but of three” (J. S. Mill [1873] 1981, 265). He claimed that The Subjection of Women (1869) was co-authored by himself, Harriet Taylor Mill, and Helen Taylor. Most of J. S. Mill’s readers have been largely unconvinced both by his claims of co-authorship and by his encomiums of his co-authors. Rather than strengthening the claims of a common “fund of thought,” collaboration, and co-authorship, his testimony to their abilities undermined them. Those who are most reluctant to take these claims at face value reject the idea that not only did Harriet Mill have an active, pervasive, and everlasting part in John Stuart Mill’s writings, but also that she was the originator of some of his most characteristic ideas. Others, however, readily admit her influence and her originality. Unlike her mother, Helen Taylor has never actually gotten any consideration as her stepfather’s co-author. Given the challenges of assessing authorship for this text through traditional methods, we apply computational stylometric analysis. Should we accept a key tenet of stylometric studies, that an author’s mind engrafts itself onto the text, then we might be able to test J. S. Mill’s claims of co-authorship. This paper presents the state of the question and the results of a supervised machine learning-based authorship identification analysis of the Subjection. We train three classifiers (SVM, K-NN, DT) on a dataset of essays by all three potential authors. These models are then used to attribute segments of the Subjection to individual authors. The most effective models attribute the majority of the text to John Stuart Mill, though stylistic traces suggest contributions from Harriet Mill and, to a lesser extent, Helen Taylor. This is a particularly difficult authorship identification issue to address.

This zip file includes the corpus used for the training and test sets, the application code, summary results and comprehensive results of the three sets of tests.
DOI: 10.5281/zenodo.15128566
title: Revisiting John Stuart Mill's "The Subjection of Women": A computer-assisted stylometric analysis

description: According to John Stuart Mill’s Autobiography, his mature work should be thought of as “the product not of one intellect and conscience but of three” (J. S. Mill [1873] 1981, 265). He claimed that The Subjection of Women (1869) was co-authored by himself, Harriet Taylor Mill, and Helen Taylor. Most of J. S. Mill’s readers have been largely unconvinced both by his claims of co-authorship and by his encomiums of his co-authors. Rather than strengthening the claims of a common “fund of thought,” collaboration, and co-authorship, his testimony to their abilities undermined them. Those who are most reluctant to take these claims at face value reject the idea that not only did Harriet Mill have an active, pervasive, and everlasting part in John Stuart Mill’s writings, but also that she was the originator of some of his most characteristic ideas. Others, however, readily admit her influence and her originality. Unlike her mother, Helen Taylor has never actually gotten any consideration as her stepfather’s co-author. Given the challenges of assessing authorship for this text through traditional methods, we apply computational stylometric analysis. Should we accept a key tenet of stylometric studies, that an author’s mind engrafts itself onto the text, then we might be able to test J. S. Mill’s claims of co-authorship. This paper presents the state of the question and the results of a supervised machine learning-based authorship identification analysis of the Subjection. We train three classifiers (SVM, K-NN, DT) on a dataset of essays by all three potential authors. These models are then used to attribute segments of the Subjection to individual authors. The most effective models attribute the majority of the text to John Stuart Mill, though stylistic traces suggest contributions from Harriet Mill and, to a lesser extent, Helen Taylor. This is a particularly difficult authorship identification issue to address.

This zip file includes the corpus used for the training and test sets, the application code, summary results and comprehensive results of the three sets of tests.
DOI: 10.15468/dl.xerf9v
title: Occurrence Download

description: A dataset containing 7481 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Ambystoma mavortium Baird, 1850)"
 ]
}

 The dataset includes 7481 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005131-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.