cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.60712/si-id5973.1
title: StrainInfo SI-ID 5973.1

description: StrainInfo dataset 5973 about a strain of Xanthomonas axonopodis pv. tamarindi. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id5799.1
title: StrainInfo SI-ID 5799.1

description: StrainInfo dataset 5799 about a strain of Xanthomonas hortorum pv. pelargonii. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id5974.1
title: StrainInfo SI-ID 5974.1

description: StrainInfo dataset 5974 about a strain of Xanthomonas axonopodis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id5800.1
title: StrainInfo SI-ID 5800.1

description: StrainInfo dataset 5800 about a strain of Xanthomonas hortorum pv. pelargonii. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id5801.1
title: StrainInfo SI-ID 5801.1

description: StrainInfo dataset 5801 about a strain of Xanthomonas hortorum pv. pelargonii. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id5802.1
title: StrainInfo SI-ID 5802.1

description: StrainInfo dataset 5802 about a strain of Xanthomonas hortorum pv. pelargonii. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id5887.1
title: StrainInfo SI-ID 5887.1

description: StrainInfo dataset 5887 about a strain of Unidentified. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id5888.1
title: StrainInfo SI-ID 5888.1

description: StrainInfo dataset 5888 about a strain of Xanthomonas phaseoli pv. phaseoli. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id5889.1
title: StrainInfo SI-ID 5889.1

description: StrainInfo dataset 5889 about a strain of Xanthomonas phaseoli pv. phaseoli. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id5975.1
title: StrainInfo SI-ID 5975.1

description: StrainInfo dataset 5975 about a strain of Xanthomonas campestris. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.15468/dl.2vdp6a
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Vertigo ovata",
 "Country is New Zealand",
 "HasCoordinate is true"
 ]
}

 The dataset includes 7 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010061-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17058859
title: Dataset of Data Exports (Hidden in Plain Bytes)

description: Overview

This repository contains 12 data exports obtained under "right of access" requests (i.e., GDPR/CCPA) from 6 major online platforms (Apple, Discord, Facebook, Google, Instagram, and Snapchat), which were collected and analyzed for the following paper:



Julia Nonnenkamp, Naman Gupta, Abhimanyu Dev Gupta, and Rahul Chatterjee. 2025. Hidden in Plain Bytes: Investigating Interpersonal Account Compromise with Data Exports. In Proceedings of the 2025 ACM SIGSAC Conference on Computer and Communications Security (CCS '25). ACM, Taipei, Taiwan, 1–14 (October 13–17, 2025). DOI: 10.1145/3719027.3765147.




Contributors 

This data was collected by Julia Nonnenkamp and Abhimanyu Dev Gupta (University of Wisconsin–Madison), and cleaned and analyzed with additional help from Naman Gupta and Rahul Chatterjee (University of Wisconsin–Madison). For questions, please contact Julia Nonnenkamp (nonnenkamp@wisc.edu).


Data sources

We simulated benign and malicious activity researcher-controlled accounts (made under the pseudonym "Sam") on six platforms: Apple, Discord, Facebook, Google, Instagram, and Snapchat. We then requested and downloaded data exports from each platform twice, in January 2025 and 30 days later in February 2025.

 

The file sam_january_cleaned.zip contains subdirectories for each of the 6 data exports from January, and sam_february_cleaned.zip contains the same for February.

 

The data provided is partially pre-processed to remove personally identifying information (PII) and bulky media files and directories irrelevant to our analysis. If referencing the accompanying paper, the data provided has undergone the transformations described in Section 3.4, "Pseudonymization" and "Filtering Files." Below, we describe each of these steps in more detail.

 

(A)  Pseudonymization

To protect the privacy of the researchers and any other individuals whose data may be present in the exports, we pseudonymized all personally identifying information (PII) in the data. This includes IP addresses, phone numbers belonging to the researchers (needed to verify accounts), precise location coordinates, and state/city details outside of our lab building. We replaced these with syntactically similar values, e.g. IP addresses as 0.0.0.1,

0.0.0.2, etc., and masked state/cities as State1, City2, etc.

 

(B)  File filtering

We removed files that did not contain machine-readable text (images, videos) and files from platform features we did not use during simulation (IoT integrations, streaming, payments, educational tools). The retained files are primarily HTML, JSON, and CSV formats, with some TXT files.

 

See the accompanying paper (Section 3.4) for more detailed reasoning for file filtering. See removed_files.md for the complete list of excluded file paths.
DOI: 10.5281/zenodo.17058860
title: Dataset of Data Exports (Hidden in Plain Bytes)

description: Overview

This repository contains 12 data exports obtained under "right of access" requests (i.e., GDPR/CCPA) from 6 major online platforms (Apple, Discord, Facebook, Google, Instagram, and Snapchat), which were collected and analyzed for the following paper:



Julia Nonnenkamp, Naman Gupta, Abhimanyu Dev Gupta, and Rahul Chatterjee. 2025. Hidden in Plain Bytes: Investigating Interpersonal Account Compromise with Data Exports. In Proceedings of the 2025 ACM SIGSAC Conference on Computer and Communications Security (CCS '25). ACM, Taipei, Taiwan, 1–14 (October 13–17, 2025). DOI: 10.1145/3719027.3765147.




Contributors 

This data was collected by Julia Nonnenkamp and Abhimanyu Dev Gupta (University of Wisconsin–Madison), and cleaned and analyzed with additional help from Naman Gupta and Rahul Chatterjee (University of Wisconsin–Madison). For questions, please contact Julia Nonnenkamp (nonnenkamp@wisc.edu).


Data sources

We simulated benign and malicious activity researcher-controlled accounts (made under the pseudonym "Sam") on six platforms: Apple, Discord, Facebook, Google, Instagram, and Snapchat. We then requested and downloaded data exports from each platform twice, in January 2025 and 30 days later in February 2025.

 

The file sam_january_cleaned.zip contains subdirectories for each of the 6 data exports from January, and sam_february_cleaned.zip contains the same for February.

 

The data provided is partially pre-processed to remove personally identifying information (PII) and bulky media files and directories irrelevant to our analysis. If referencing the accompanying paper, the data provided has undergone the transformations described in Section 3.4, "Pseudonymization" and "Filtering Files." Below, we describe each of these steps in more detail.

 

(A)  Pseudonymization

To protect the privacy of the researchers and any other individuals whose data may be present in the exports, we pseudonymized all personally identifying information (PII) in the data. This includes IP addresses, phone numbers belonging to the researchers (needed to verify accounts), precise location coordinates, and state/city details outside of our lab building. We replaced these with syntactically similar values, e.g. IP addresses as 0.0.0.1,

0.0.0.2, etc., and masked state/cities as State1, City2, etc.

 

(B)  File filtering

We removed files that did not contain machine-readable text (images, videos) and files from platform features we did not use during simulation (IoT integrations, streaming, payments, educational tools). The retained files are primarily HTML, JSON, and CSV formats, with some TXT files.

 

See the accompanying paper (Section 3.4) for more detailed reasoning for file filtering. See removed_files.md for the complete list of excluded file paths.
DOI: 10.15468/dl.auzz8y
title: Occurrence Download

description: A dataset containing 49 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Madoryx dentatus"
 ]
}

 The dataset includes 49 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0238681-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dk3rku
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Xanthium glabratum Britton)"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034408-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ekidcm
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 32 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004793-180730143533302/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gn7e33
title: Occurrence Download

description: A dataset containing 302 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phryxus Hübner"
 ]
}

 The dataset includes 302 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0238689-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rgs4w9
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Jasminum turneri C.T.White"
 ]
}

 The dataset includes 25 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034399-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e184503
title: Data and Code for: Measuring Employer-to-Employer Reallocation

description: We revisit measurement of Employer-to-Employer (EE) transitions in the monthly Current Population Survey. The incidence of missing answers to the question on change of employer sharply increases starting with the introduction of a new software instrument to conduct interviews in January 2007 and of the Respondent Identification Policy in 2008-2009. We document non-random non-response selection by observable and unobservable worker characteristics that correlate with EE mobility. We propose a selection model and a procedure to impute missing answers. Our imputed EE aggregate series no longer trends down after 2000 and restores a close congruence with the business cycle after 2007.
description: US civilian non institutionalized population.
DOI: 10.15468/dl.vtnwjz
title: Occurrence Download

description: A dataset containing 1437008991 species occurrences available in GBIF matching the query:
{ }

 The dataset includes 1437008991 records from 17304 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000481-170816103707345/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hv8f6v
title: Occurrence Download

description: A dataset containing 6205 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Motacilla cinerea)",
 "Country is one of (Algeria, Angola, Benin, Botswana, British Indian Ocean Territory, Burkina Faso, Burundi, Cabo Verde, Cameroon, Central African Republic, Chad, Comoros, Congo, Congo, Democratic Republic of the, Côte d’Ivoire, Djibouti, Egypt, Equatorial Guinea, Eritrea, Eswatini, Ethiopia, French Southern Territories, Gabon, Gambia, Ghana, Guinea, Guinea-Bissau, Kenya, Lesotho, Liberia, Libya, Madagascar, Malawi, Mali, Mauritania, Mauritius, Mayotte, Morocco, Mozambique, Namibia, Niger, Nigeria, Réunion, Rwanda, Saint Helena, Ascension and Tristan da Cunha, Sao Tome and Principe, Senegal, Seychelles, Sierra Leone, Somalia, South Africa, South Sudan, Sudan, Tanzania, United Republic of, Togo, Tunisia, Uganda, Western Sahara, Zambia, Zimbabwe)"
 ]
}

 The dataset includes 6205 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0078242-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g8fx73
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Haplochromis obtusidens)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0078245-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/0ef-m1k-dah
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6j0-e8z-hw2
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.s4839g
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Verrucaria internigrescens)",
 "Country is one of (Norway)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "CoordinateUncertaintyInMeters is less than or equal to 1000",
 "Year is greater than or equal to 1986",
 "Year is less than or equal to 2025",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 },
 {
 "not" : {
 "BasisOfRecord" : [
 "is Machine Observation"
 ]
 }
 }
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025416-260208012135463/datasets/export for details.
DOI: 10.15468/dl.9hh94b
title: Occurrence Download

description: A dataset listing the 19 species recorded in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is Indonesia",
 "DatasetKey is one of (iNaturalist Research-grade Observations, Observation.org, Nature data from around the World, Pl@ntNet observations)",
 "GadmGid is one of (IDN.9.24_1, IDN.9.24.26_1, IDN.9.5.28_1, IDN.9.24.8_1, IDN.9.5.27_1, IDN.9.4_1, IDN.9.4.2_1)",
 "OccurrenceStatus is Present",
 "PublishingOrg is one of (28eb1a3f-1c15-4a95-931a-4af90ecb574d, c8d737e0-2ff8-42e8-b8fc-6b805d26fc5f, da86174a-a605-43a4-a5e8-53d484152cd3)",
 "TaxonKey is Amphibia",
 "Year is 2025"
 ]
}

 The dataset's 19 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0086002-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8eah27
title: Occurrence Download

description: A dataset containing 4155 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Celeus ochraceus)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 4155 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0086013-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yuwrat
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Knodus megalops)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 29 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0086014-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g83t7f
title: Occurrence Download

description: A dataset containing 1865 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Celeus spectabilis)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 1865 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0086015-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16683237
title: Earthquake NOA dataset
DOI: 10.5281/zenodo.16683238
title: Earthquake NOA dataset
DOI: 10.25549/inscriptifact-ouc110845995
title: Persepolis Fortification Anepigraphic Tablet 0332.201, PFAnep 0332.201

description: [Text Description:] Administrative tablet with seals ❧ [Text or Publication Number Note:] PFAnep 0332.201, PFUT 0332-201 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay tablet with seal impressions on left edge, obverse. ❧ [Physical Object Note:] Right side of tablet broken. Deposits on obverse. (Upper and bottom edges may be reversed)
DOI: 10.25549/inscriptifact-ouc110846483
title: Persepolis Fortification Anepigraphic Tablet 0335.201, PFAnep 0335.201

description: [Text Description:] Administrative tablet with seals ❧ [Text or Publication Number Note:] PFAnep 0335.201, PFUT 0335-201 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay tablet with seal impressions on obverse, reverse. ❧ [Physical Object Note:] Bottom edge broken off, as well as right edge. (Upper and bottom edges may be reversed)
DOI: 10.25549/inscriptifact-ouc110848890
title: Persepolis Fortification Anepigraphic Tablet 0313.202, PFAnep 0313.202

description: [Text Description:] Administrative tablet with seals ❧ [Text or Publication Number Note:] PFAnep 0313.202, PFUT 0313-202 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay tablet with seal impression on reverse? ❧ [Physical Object Note:] Left edge broken off. Cracks on obverse. Much of reverse broken off. (Upper and bottom edges may be reversed)
DOI: 10.25549/inscriptifact-ouc110848954
title: Persepolis Fortification Anepigraphic Tablet 0341.201, PFAnep 0341.201

description: [Text Description:] Administrative tablet with seals ❧ [Text or Publication Number Note:] PFAnep 0341.201, PFUT 0341-201 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay tablet with seal impressions on left edge, obverse, reverse. ❧ [Physical Object Note:] Right edge broken off. Bottom and upper edges damaged, as well as parts of obverse, reverse.
DOI: 10.25549/inscriptifact-ouc110846484
title: Persepolis Fortification Anepigraphic Tablet 0335.201, PFAnep 0335.201

description: [Text Description:] Administrative tablet with seals ❧ [Text or Publication Number Note:] PFAnep 0335.201, PFUT 0335-201 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay tablet with seal impressions on obverse, reverse. ❧ [Physical Object Note:] Bottom edge broken off, as well as right edge. (Upper and bottom edges may be reversed)
DOI: 10.25549/inscriptifact-ouc110848959
title: Persepolis Fortification Anepigraphic Tablet 0341.201, PFAnep 0341.201

description: [Text Description:] Administrative tablet with seals ❧ [Text or Publication Number Note:] PFAnep 0341.201, PFUT 0341-201 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay tablet with seal impressions on left edge, obverse, reverse. ❧ [Physical Object Note:] Right edge broken off. Bottom and upper edges damaged, as well as parts of obverse, reverse.