cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17805541
title: Data and Code: Digital Platforms and Epistemic Legitimacy in Indonesia - 2023 Jokowi Diploma Controversy

description: This dataset contains the complete research materials for the study "Digital Platforms and Epistemic Legitimacy in Indonesia: A Comparative Analysis of Wikipedia and X (Twitter) during the 2023 'Jokowi Diploma' Controversy" submitted to New Media & Society.

CONTENTS:

1. RAW DATA:   - Twitter/X dataset: "ijazah_palsu_jokowi_cleaning.csv" (January-June 2023, 3,340 tweets)   - Wikipedia article: "Kasus-kasus hukum terkait ijazah Joko Widodo.txt" (complete article text)

2. ANALYSIS CODE (Jupyter Notebooks):   - RQ1 series: Network analysis and semantic examination (RQ_1_1.ipynb, RQ_1_2.ipynb, RQ_1_3.ipynb)   - RQ2 series: Polarization and sentiment analysis (RQ_2_1.ipynb, RQ_2_2.ipynb, RQ_2_3.ipynb)   - RQ3 series: Virality and epistemic quality assessment (RQ_3_1.ipynb, RQ_3_2.ipynb, RQ_3_3.ipynb)   - Additional analyses: Digital literacy (RQ_literasi_digital.ipynb) and mobile-first dynamics (RQ_Mobile_First_Dynamics.ipynb)

3. DOCUMENTATION:   - OSM.pdf: Complete Online Supplementary Materials (OSM 1-10) describing all analytical procedures

METHODOLOGY:The study employs a sequential explanatory mixed-methods approach comparing Wikipedia's collaborative verification with X/Twitter's algorithmic amplification. Analysis includes network analysis, sentiment scoring, readability metrics (Flesch-Kincaid), and CRAAP content quality assessment.

LICENSE: CC-BY 4.0 International for data, MIT License for codeLANGUAGE: Indonesian (data), English (metadata)FORMATS: CSV, TXT, IPYNB, PDF
DOI: 10.15468/dl.srmx3e
title: Occurrence Download

description: A dataset containing 207 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "NetworkKey is 99d66b6c-9087-452f-a9d4-f15f2c2d0e7e",
 "TaxonKey is Chordata"
 ]
 },
 "TaxonKey is one of (Varanus albigularis [GBIF Backbone Taxonomy])"
 ]
}

 The dataset includes 207 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025728-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e235542
title: Data and Code for: Gender-biased technological change: Milking machines and the exodus of women from farming

description: This paper studies how gender-biased technological change in agriculture affected women's work in 20th-century Norway. In the 1950s, dairy farms began widely adopting milking machines to replace milking cows by hand, a task typically performed by young women. We show that the machines pushed rural young women in dairy-intensive areas out of farming. The displaced women moved to cities where they acquired more education and found better-paying skilled employment. Our results suggest that the adoption of milking machines broke up allocative inefficiencies associated with moving costs across sectors, which improved the economic status of women relative to men.
description: Norwegian women and men aged 16–25 in 1930, 1940, 1950, 1960, or 1970. Smallest Geographic Unit: Municipality
DOI: 10.3886/e235542v1
title: Data and Code for: Gender-biased technological change: Milking machines and the exodus of women from farming

description: This paper studies how gender-biased technological change in agriculture affected women's work in 20th-century Norway. In the 1950s, dairy farms began widely adopting milking machines to replace milking cows by hand, a task typically performed by young women. We show that the machines pushed rural young women in dairy-intensive areas out of farming. The displaced women moved to cities where they acquired more education and found better-paying skilled employment. Our results suggest that the adoption of milking machines broke up allocative inefficiencies associated with moving costs across sectors, which improved the economic status of women relative to men.
description: Norwegian women and men aged 16–25 in 1930, 1940, 1950, 1960, or 1970. Smallest Geographic Unit: Municipality
DOI: 10.15468/dl.89yqeu
title: Occurrence Download

description: A dataset containing 7988 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is EOD – eBird Observation Dataset",
 "GadmGid is USA.44_1",
 "TaxonKey is Cyanocorax yncas",
 "Year 2014-2014"
 ]
}

 The dataset includes 7988 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025730-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.etvxpx
title: Occurrence Download

description: A dataset containing 515 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Herpailurus yaguarondi"
 ]
}

 The dataset includes 515 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025729-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25378/janelia.30753308
title: Defining the Phasor Mixing Coefficient

description: The underlying simulated image data for Figure 3 of <b><i>Redefining colocalization analysis with a novel Phasor Mixing Coefficient.</i></b>The TIFF files A_ch1_af561_spec.tif and A_ch2_af647_spec.tif are artificial multispectral images simulated from intensity image inputs from Figure 1A of the associated manuscript (A_ch1.tiff and A_ch2.tiff, respectively). Their names indicate the real fluorescent spectra from which they are simulated (AlexaFluor(AF)-561 and AF-647, respectively). Ch1 always corresponds to AF561 and Ch2 corresponds to AF647. Spectra are given as CSV files and named accordingly. The TIFF file A_afcomb_spec.tif corresponds to the element-wise sum of the two channel images. The analysis outputs are produced through the "Figure 3" section of the Jupyter notebook in the associated GitHub repository.
DOI: 10.25378/janelia.30753308.v1
title: Defining the Phasor Mixing Coefficient

description: The underlying simulated image data for Figure 3 of <b><i>Redefining colocalization analysis with a novel Phasor Mixing Coefficient.</i></b>The TIFF files A_ch1_af561_spec.tif and A_ch2_af647_spec.tif are artificial multispectral images simulated from intensity image inputs from Figure 1A of the associated manuscript (A_ch1.tiff and A_ch2.tiff, respectively). Their names indicate the real fluorescent spectra from which they are simulated (AlexaFluor(AF)-561 and AF-647, respectively). Ch1 always corresponds to AF561 and Ch2 corresponds to AF647. Spectra are given as CSV files and named accordingly. The TIFF file A_afcomb_spec.tif corresponds to the element-wise sum of the two channel images. The analysis outputs are produced through the "Figure 3" section of the Jupyter notebook in the associated GitHub repository.
DOI: 10.15468/dl.abg8tz
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((150.286 -9.863955000000001, 150.214689 -9.869512, 150.145126 -9.886049, 150.079018 -9.91316, 150.017989 -9.950179, 149.963536 -9.996198, 149.917 -10.050087, 149.879528 -10.110523, 149.852044 -10.176021, 149.835232 -10.244972, 149.829512 -10.315678, 149.835031 -10.386399, 149.851662 -10.455394, 149.879001 -10.520962, 149.916381 -10.581487, 149.962885 -10.635474, 150.017369 -10.68159, 150.078491 -10.718697, 150.144743 -10.745878, 150.214487 -10.76246, 150.286 -10.768033, 150.357513 -10.76246, 150.427257 -10.745878, 150.493509 -10.718697, 150.554631 -10.68159, 150.609115 -10.635474, 150.655619 -10.581487, 150.692999 -10.520962, 150.720338 -10.455394, 150.736969 -10.386399, 150.742488 -10.315678, 150.736768 -10.244972, 150.719956 -10.176021, 150.692472 -10.110523, 150.655 -10.050087, 150.608464 -9.996198, 150.554011 -9.950179, 150.492982 -9.91316, 150.426874 -9.886049, 150.357311 -9.869512, 150.286 -9.863955000000001))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 11 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025732-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gbq8zr
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Machine Observation, Living Specimen)",
 "OccurrenceStatus is Present",
 "TaxonKey is Ononis varelae"
 ]
}

 The dataset includes 17 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025733-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25378/janelia.30756587
title: PMC exhibits minimal sensitivity to choice of intensity thresholding method

description: The image data for Figure 6, and Figure S5 of<b><i> </i></b><b><i>Redefining colocalization analysis with a novel Phasor Mixing Coefficient.</i></b>Each CZI file represents a multispectral image corresponding to either single-color controls or two-color experiments. The README.txt file which contains further explanation of the images and file naming convention. The analysis outputs are produced through the "Figure 6" section of the Jupyter notebook in the associated GitHub repository.
DOI: 10.25378/janelia.30756587.v1
title: PMC exhibits minimal sensitivity to choice of intensity thresholding method

description: The image data for Figure 6, and Figure S5 of<b><i> </i></b><b><i>Redefining colocalization analysis with a novel Phasor Mixing Coefficient.</i></b>Each CZI file represents a multispectral image corresponding to either single-color controls or two-color experiments. The README.txt file which contains further explanation of the images and file naming convention. The analysis outputs are produced through the "Figure 6" section of the Jupyter notebook in the associated GitHub repository.
DOI: 10.25378/janelia.30758039
title: PMC exhibits less sensitivity to decreasing signal-to-noise ratio (SNR)

description: The image data for Figure 7, and Figures S6 of<b><i> </i></b><b><i>Redefining colocalization analysis with a novel Phasor Mixing Coefficient.</i></b>This contains multispectral imaging data of Ptk2 cells in which non-muscle myosin II heavy chain (MHC) was labeled with AlexaFluor(AF)-488, while its phosphorylated regulatory light chain (RLC) was labelled with AF-568.These data reflect measuring PMC across a range of SNR's which were produced by imaging the cells at increasing laser power on both lines.The folders "greenonly_cell1" and "redonly_cell1" contain the single-color controls; the folders "dualcolor_cell3", "dualcolor_cell4", and "dualcolor_cell5" contain the two-color experiments.For each image file, the filename contains the relevant laser power information. After a preamble of "Ptk_..." which identifies whether MHC, RLC, or both are labelled and the experiment number, the names contain a sequence such as "0p01-488_0p1-561". This indicates the laser power settings for that image: in this case, the 488nm laser was set to 0.01% and the 561nm laser was set to 0.1. The six combinations are as follows.488: 0.01, 0.06, 0.12, 0.18, 0.24, 0.3%561: 0.1, 0.3, 0.6, 0.9, 1.2, 1.5%The analysis outputs are produced through the "Figure 7" section of the Jupyter notebook in the associated GitHub repository.
DOI: 10.25378/janelia.30758039.v1
title: PMC exhibits less sensitivity to decreasing signal-to-noise ratio (SNR)

description: The image data for Figure 7, and Figures S6 of<b><i> </i></b><b><i>Redefining colocalization analysis with a novel Phasor Mixing Coefficient.</i></b>This contains multispectral imaging data of Ptk2 cells in which non-muscle myosin II heavy chain (MHC) was labeled with AlexaFluor(AF)-488, while its phosphorylated regulatory light chain (RLC) was labelled with AF-568.These data reflect measuring PMC across a range of SNR's which were produced by imaging the cells at increasing laser power on both lines.The folders "greenonly_cell1" and "redonly_cell1" contain the single-color controls; the folders "dualcolor_cell3", "dualcolor_cell4", and "dualcolor_cell5" contain the two-color experiments.For each image file, the filename contains the relevant laser power information. After a preamble of "Ptk_..." which identifies whether MHC, RLC, or both are labelled and the experiment number, the names contain a sequence such as "0p01-488_0p1-561". This indicates the laser power settings for that image: in this case, the 488nm laser was set to 0.01% and the 561nm laser was set to 0.1. The six combinations are as follows.488: 0.01, 0.06, 0.12, 0.18, 0.24, 0.3%561: 0.1, 0.3, 0.6, 0.9, 1.2, 1.5%The analysis outputs are produced through the "Figure 7" section of the Jupyter notebook in the associated GitHub repository.
DOI: 10.25378/janelia.30754046
title: PMC captures known biological association and the Color Mixing Image highlights variation therein

description: The image data for Figure 5, and Figures S1-S4 of<b><i> </i></b><b><i>Redefining colocalization analysis with a novel Phasor Mixing Coefficient.</i></b>The imaging data are separated into folders based on experiment: mito-mito, myo-pmyo, and mito-nuc. Each folder contains multispectral images (CZI files) corresponding to single-color controls and two-color experiments, and a README.txt file which contains further explanation of the images and file naming convention. The analysis outputs are produced through the "Figure 5" section of the Jupyter notebook in the associated GitHub repository.
DOI: 10.25378/janelia.30754046.v1
title: PMC captures known biological association and the Color Mixing Image highlights variation therein

description: The image data for Figure 5, and Figures S1-S4 of<b><i> </i></b><b><i>Redefining colocalization analysis with a novel Phasor Mixing Coefficient.</i></b>The imaging data are separated into folders based on experiment: mito-mito, myo-pmyo, and mito-nuc. Each folder contains multispectral images (CZI files) corresponding to single-color controls and two-color experiments, and a README.txt file which contains further explanation of the images and file naming convention. The analysis outputs are produced through the "Figure 5" section of the Jupyter notebook in the associated GitHub repository.
DOI: 10.15468/dl.kp4ax7
title: Occurrence Download

description: A dataset containing 1071758 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Ranunculaceae, Anemone nemorosa, Antennaria carpatica, Antennaria dioica, Anthemis carpatica)",
 "HasCoordinate is true",
 "Geometry POLYGON((-25 34, -25 72, 45 72, 45 34, -25 34))"
 ]
}

 The dataset includes 1071758 records from 718 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025716-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e240893
title: HIFLD OPEN North American Rail Network Lines

description: The North American Rail Network (NARN) Rail Lines dataset was created in 2016 and was updated on October 16, 2024 from the Federal Railroad Administration (FRA) and is part of the U.S. Department of Transportation (USDOT)/Bureau of Transportation Statistics (BTS) National Transportation Atlas Database (NTAD). The NARN Rail Lines dataset is a database that provides ownership, trackage rights, type, passenger, STRACNET, and geographic reference for North America's railway system at 1:24,000 or better within the United States. The data set covers all 50 States, the District of Columbia, Mexico, and Canada.<br><br>North American Rail Network (NARN) can be used within the public, the federal government, rail industry, state DOTs, and academia for routing, mapping and analysis.
description: Archived from the HIFLD Open GIS data repository, which was deactivated on August 26, 2025.
DOI: 10.3886/e240893v2
title: HIFLD OPEN North American Rail Network Lines

description: The North American Rail Network (NARN) Rail Lines dataset was created in 2016 and was updated on October 16, 2024 from the Federal Railroad Administration (FRA) and is part of the U.S. Department of Transportation (USDOT)/Bureau of Transportation Statistics (BTS) National Transportation Atlas Database (NTAD). The NARN Rail Lines dataset is a database that provides ownership, trackage rights, type, passenger, STRACNET, and geographic reference for North America's railway system at 1:24,000 or better within the United States. The data set covers all 50 States, the District of Columbia, Mexico, and Canada.<br><br>North American Rail Network (NARN) can be used within the public, the federal government, rail industry, state DOTs, and academia for routing, mapping and analysis.
description: Archived from the HIFLD Open GIS data repository, which was deactivated on August 26, 2025.
DOI: 10.5281/zenodo.17805567
title: Table 1. Morphometric data for holotype and 58 in Hemigrammus tocantinsi: a new species from the upper rio Tocantins basin, Central Brazil (Characiformes: Characidae)

description: Table 1. Morphometric data for holotype and 58 paratypes of Hemigrammus tocantinsi from upper rio Tocantins basin. SD = standard deviation; m = male (n = 25, including holotype); f = female (n = 34).
HolotypeParatypesMeanSDStandard length (mm)28.223.9-36.826.9-Percents of standard lengthBody depth32.529.7-36.632.91.4Head length25.323.0-27.626.00.8Head depth27.225.6-32.327.51.0Predorsal length52.951.3-55.753.90.9Prepelvic length47.746.5-51.848.81.1Pelvic fin to anal distance (m)16.414.5-17.616.10.7Pelvic fin to anal distance (f)-15.7-20.218.11.0Caudal peduncle depth13.912.2-15.313.80.7Dorsal-fin base length13.511.3-14.913.00.8Anal-fin base length (m)26.723.4-28.826.51.1Anal-fin base length (f)-20.1-27.523.31.8Pectoral-fin length (m)22.222.2-25.523.70.8Pectoral-fin length (f)-19.0-23.921.81.1Pelvic-fin length (m)16.916.5-18.417.40.5Pelvic-fin length (f)-13.4-17.414.81.2Dorsal-fin length (m)26.926.1-31.028.21.2Dorsal-fin length (f)-23.2-29.226.11.5Anal-fin length17.114.6-21.817.51.5Caudal peduncle length17.015.5-19.017.40.8Dorsal fin to adipose fin distance36.233.3-37.535.20.9Eye to dorsal-fin origin39.737.9-42.140.10.9Dorsal origin to caudal origin51.649.0-55.051.51.2Percents of head lengthInterorbital width31.029.4-35.132.11.2Snout length22.920.4-25.922.81.0Orbital diameter40.738.6-46.242.81.7Upper jaw length43.336.8-43.540.91.5
description: Published as part of Carvalho, Fernando R., Bertaco, Vinicius A. & Jerep, Fernando C., 2010, Hemigrammus tocantinsi: a new species from the upper rio Tocantins basin, Central Brazil (Characiformes: Characidae), pp. 250 in Neotropical Ichthyology 8 (2) on page 250, DOI: 10.1590/S1679-62252010000200002, http://zenodo.org/record/5421452
DOI: 10.15468/dl.u8mdpc
title: Occurrence Download

description: A dataset containing 323751 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "TaxonKey is Cervus elaphus"
 ]
}

 The dataset includes 323751 records from 1140 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025697-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zhfkzt
title: Occurrence Download

description: A dataset containing 169256 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Micropterus salmoides (Lacepède, 1802)"
 ]
}

 The dataset includes 169256 records from 316 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0131122-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ha2p6c
title: Occurrence Download

description: A dataset containing 17760 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Castor canadensis Kuhl, 1820"
 ]
}

 The dataset includes 17760 records from 131 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0118155-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.su2ts4
title: Occurrence Download

description: A dataset containing 1025 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bombus atratus Franklin, 1913"
 ]
}

 The dataset includes 1025 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0074228-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.27pbvk
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Draba czuensis Revuschkin & A.L.Ebel"
 ]
}

 The dataset includes 9 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034717-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.42zm8w
title: Occurrence Download

description: A dataset containing 260 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Noctua tirrenica Biebinger, Speidel & Hanigk, 1983"
 ]
}

 The dataset includes 260 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091043-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7284/132090
title: Barometer data collected during research cruise PE19-02 using a Vaisala PTB101B instrument system onboard the platform RV Pelican

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.15468/dl.8asxpq
title: Occurrence Download

description: A dataset containing 6043 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Bactrocera dorsalis (Hendel, 1912)",
 "Year 1950-2020"
 ]
}

 The dataset includes 6043 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054814-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.efb7fz
title: Occurrence Download

description: A dataset containing 138042 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Sweden",
 "DatasetKey is Artportalen (Swedish Species Observation System)",
 "Geometry POLYGON((12.84208 56.35599,13.63453 56.35599,13.63453 56.68385,12.84208 56.68385,12.84208 56.35599))",
 "HasGeospatialIssue is false",
 "PublishingOrg is b8323864-602a-4a7d-9127-bb903054e97d",
 "TaxonKey is Tracheophyta"
 ]
}

 The dataset includes 138042 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034736-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.