cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18136669
title: sns-homogenization-forensics-dataset

description: # Dataset DescriptionThis dataset contains the experimental data supporting the research paper “Device-Aware SNS Processing with Confidence Calibration: Breaking the Detection-Confidence Tradeoff in Image Forensics

## Directory Structure & Dataset Distribution### Device Statistics (Device_001 to Device_009)| Device ID | Device Name          | Device Type | Dataset Set       | Total Images ||-----------|----------------------|-------------|-------------------|--------------|| device_001 | Xiaomi Redmi         | Smartphone  | Training          | 419          || device_002 | Honor V9             | Smartphone  | Training          | 417          || device_003 | Honor V20            | Smartphone  | Calibration       | 501          || device_004 | Honor V200           | Smartphone  | Test (Phone)      | 354          || device_005 | Apple iPhone         | Smartphone  | Calibration       | 300          || device_006 | Samsung Galaxy        | Smartphone  | Test (Phone)      | 300          || device_007 | Motorola             | Smartphone  | Test (Phone)      | 300          || device_008 | Sony NEX-7           | Camera      | Test (Camera)     | 300          || device_009 | Additional Device | Smartphone | Additional | 213 || Total | 9 Devices        | --          | --                | 3104    |

### View Condition Distribution- view_000 (Normal/Unprocessed): ~1,040 images (33.5%)- view_001 (QQ-processed): ~1,040 images (33.5%)- view_002 (Sina Weibo-processed): ~1,024 images (33.0%)

### Dataset Partition by Usage- **Training Set**: 836 images (26.9%)  - device_001 (Xiaomi Redmi): 419 images  - device_002 (Honor V9): 417 images- **Calibration Set**: 801 images (25.8%)  - device_003 (Honor V20): 501 images  - device_005 (Apple iPhone): 300 images- **Test Set (Phone)**: 954 images (30.7%)  - device_004 (Honor V200): 354 images  - device_006 (Samsung Galaxy): 300 images  - device_007 (Motorola): 300 images- **Test Set (Camera)**: 300 images (9.7%)  - device_008 (Sony NEX-7): 300 images– **Additional Set**: 213 images (6,9 %)  - device_009: 213 images

## Usage Instructions1. This dataset includes images under three processing conditions: original images, QQ-processed images und Sina-Weibo-processed images.2. The dataset is clearly partitioned by device type and usage scenario, facilitating model training and calibration.3. It is recommended to use the dataset in accordance with the experimental design specified in the associated research paper.

## Citation FormatIf you use this dataset in your research, please cite the relevant research paper.

## LicenseThis dataset is licensed under [please select a license, e.g. CC BY 4.0].

## Contact InformationFor questions or inquiries about the dataset, please contact:**Ningxian Zhu**Corresponding AuthorSchool of Cyberspace SecurityShandong University of Political Science and LawJinan, 250014, ChinaEmail: zhunx@sdupsl.edu.cn
DOI: 10.5281/zenodo.18136670
title: sns-homogenization-forensics-dataset

description: # Dataset DescriptionThis dataset contains the experimental data supporting the research paper “Device-Aware SNS Processing with Confidence Calibration: Breaking the Detection-Confidence Tradeoff in Image Forensics

## Directory Structure & Dataset Distribution### Device Statistics (Device_001 to Device_009)| Device ID | Device Name          | Device Type | Dataset Set       | Total Images ||-----------|----------------------|-------------|-------------------|--------------|| device_001 | Xiaomi Redmi         | Smartphone  | Training          | 419          || device_002 | Honor V9             | Smartphone  | Training          | 417          || device_003 | Honor V20            | Smartphone  | Calibration       | 501          || device_004 | Honor V200           | Smartphone  | Test (Phone)      | 354          || device_005 | Apple iPhone         | Smartphone  | Calibration       | 300          || device_006 | Samsung Galaxy        | Smartphone  | Test (Phone)      | 300          || device_007 | Motorola             | Smartphone  | Test (Phone)      | 300          || device_008 | Sony NEX-7           | Camera      | Test (Camera)     | 300          || device_009 | Additional Device | Smartphone | Additional | 213 || Total | 9 Devices        | --          | --                | 3104    |

### View Condition Distribution- view_000 (Normal/Unprocessed): ~1,040 images (33.5%)- view_001 (QQ-processed): ~1,040 images (33.5%)- view_002 (Sina Weibo-processed): ~1,024 images (33.0%)

### Dataset Partition by Usage- **Training Set**: 836 images (26.9%)  - device_001 (Xiaomi Redmi): 419 images  - device_002 (Honor V9): 417 images- **Calibration Set**: 801 images (25.8%)  - device_003 (Honor V20): 501 images  - device_005 (Apple iPhone): 300 images- **Test Set (Phone)**: 954 images (30.7%)  - device_004 (Honor V200): 354 images  - device_006 (Samsung Galaxy): 300 images  - device_007 (Motorola): 300 images- **Test Set (Camera)**: 300 images (9.7%)  - device_008 (Sony NEX-7): 300 images– **Additional Set**: 213 images (6,9 %)  - device_009: 213 images

## Usage Instructions1. This dataset includes images under three processing conditions: original images, QQ-processed images und Sina-Weibo-processed images.2. The dataset is clearly partitioned by device type and usage scenario, facilitating model training and calibration.3. It is recommended to use the dataset in accordance with the experimental design specified in the associated research paper.

## Citation FormatIf you use this dataset in your research, please cite the relevant research paper.

## LicenseThis dataset is licensed under [please select a license, e.g. CC BY 4.0].

## Contact InformationFor questions or inquiries about the dataset, please contact:**Ningxian Zhu**Corresponding AuthorSchool of Cyberspace SecurityShandong University of Political Science and LawJinan, 250014, ChinaEmail: zhunx@sdupsl.edu.cn
DOI: 10.5281/zenodo.18492564
title: Fermented Soy Peptide Market Set to Experience Robust Growth, Reaching USD 142.5 Million by  2032

description: The global Fermented Soy Peptide market is witnessing a significant transformation as the food and beverage industry pivots toward highly bioavailable, plant-based protein alternatives. Valued at approximately USD 85.8 million in 2026, the market is projected to ascend to USD 142.5 million by 2032. This trajectory represents a steady compound annual growth rate (CAGR) of 7.5% over the forecast period from 2026 to 2032.
DOI: 10.5281/zenodo.18492565
title: Fermented Soy Peptide Market Set to Experience Robust Growth, Reaching USD 142.5 Million by  2032

description: The global Fermented Soy Peptide market is witnessing a significant transformation as the food and beverage industry pivots toward highly bioavailable, plant-based protein alternatives. Valued at approximately USD 85.8 million in 2026, the market is projected to ascend to USD 142.5 million by 2032. This trajectory represents a steady compound annual growth rate (CAGR) of 7.5% over the forecast period from 2026 to 2032.
DOI: 10.5281/zenodo.18492396
title: HouseInc - D6.1 Atlas of existing solutions addressing housing inequalities

description: Report mapping and characterizing extant solutions addressing housing inequalities across Europe constituting a publicly available Atlas to inform policymakers and professionals working at the field level.
DOI: 10.5281/zenodo.18492398
title: HouseInc - D6.1 Atlas of existing solutions addressing housing inequalities

description: Report mapping and characterizing extant solutions addressing housing inequalities across Europe constituting a publicly available Atlas to inform policymakers and professionals working at the field level.
DOI: 10.15468/dl.bzchxp
title: Occurrence Download

description: A dataset containing 327 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Geometry POLYGON((111.357 21.461,115.422 21.461,115.422 24.392,111.357 24.392,111.357 21.461))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Lycodon capucinus"
 ]
}

 The dataset includes 327 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013484-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bsaxrf
title: Occurrence Download

description: A dataset containing 3008721 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DecimalLatitude is -26.7179623299362,-25.7925597355673",
 "DecimalLongitude is 27.1239961383505,28.1653026953305"
 ]
}

 The dataset includes 3008721 records from 251 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013394-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25582/data.2023-05.2817235/2367871
title: Data for EMSL Project 51287 from May 2023
DOI: 10.15468/dl.d95t4y
title: Occurrence Download

description: A dataset containing 135 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Strix occidentalis caurina (Merriam, 1898)"
 ]
}

 The dataset includes 135 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0257636-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25582/data.2023-05.2817487/2367872
title: Data for EMSL Project 51287 from May 2023
DOI: 10.15468/dl.w6jnrz
title: Occurrence Download

description: A dataset containing 759 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Phocoenoides dalli (True, 1885)"
 ]
}

 The dataset includes 759 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0244824-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nglyjq
title: Occurrence Download

description: A dataset containing 151934 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Passerina ciris (Linnaeus, 1758)"
 ]
}

 The dataset includes 151934 records from 135 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010625-180824113759888/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.suep88
title: Occurrence Download

description: A dataset containing 23854 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Catharanthus G.Don"
 ]
}

 The dataset includes 23854 records from 391 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0274196-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25582/data.2023-05.2816662/2367873
title: Data for EMSL Project 51287 from May 2023
DOI: 10.15468/dl.naw7xy
title: Occurrence Download

description: A dataset containing 34 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lonicera glehni F.Schmidt"
 ]
}

 The dataset includes 34 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010625-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25582/data.2023-05.2816835/2367874
title: Data for EMSL Project 51287 from May 2023
DOI: 10.15468/dl.zu3c3e
title: Occurrence Download

description: A dataset containing 30 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Crocodylus halli Murray, Russo, Zorilla & Mcmahan, 2019"
 ]
}

 The dataset includes 30 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0244801-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wqf4je
title: Occurrence Download

description: A dataset containing 3704 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Moringa oleifera Lam."
 ]
}

 The dataset includes 3704 records from 236 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0289115-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5dbm95
title: Occurrence Download

description: A dataset containing 590 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Year is greater than or equal to 1970",
 "TaxonKey is Bactrocera philippinensis Drew & Hancock, 1994",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 590 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0261771-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25582/data.2023-05.2816889/2367875
title: Data for EMSL Project 51287 from May 2023
DOI: 10.15468/dl.izjyla
title: Occurrence Download

description: A dataset containing 392 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cerastium pauciflorum Steven ex Ser."
 ]
}

 The dataset includes 392 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010625-190320150433242/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vw3fce
title: Occurrence Download

description: A dataset containing 576 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Crax alberti Fraser, 1852"
 ]
}

 The dataset includes 576 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0249325-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25582/data.2023-05.2816774/2367876
title: Data for EMSL Project 51287 from May 2023
DOI: 10.15468/dl.m2etr6
title: Occurrence Download

description: A dataset containing 2962 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((6.875 53.075,6.925 53.075,6.925 53.125,6.875 53.125,6.875 53.075))",
 "DatasetKey is Observation.org, Nature data from around the World",
 "TaxonKey is Animalia"
 ]
}

 The dataset includes 2962 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0307943-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wcijg8
title: Occurrence Download

description: A dataset containing 134 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Silene multinervia S.Watson"
 ]
}

 The dataset includes 134 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032298-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25582/data.2023-05.2816850/2367877
title: Data for EMSL Project 51287 from May 2023
DOI: 10.15468/dl.442wlm
title: Occurrence Download

description: A dataset containing 729 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "TaxonKey is Zygophyllum fabago L.",
 "TaxonKey is Zygophyllum fabago L.",
 "TaxonKey is Zygophyllum fabago L.",
 "TaxonKey is Zygophyllum fabago L.",
 "TaxonKey is Zygophyllum fabago L."
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 729 records from 61 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010626-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ruf32d
title: Occurrence Download

description: A dataset containing 55923 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Galeopsis speciosa Mill."
 ]
}

 The dataset includes 55923 records from 268 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0249339-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yywfqa
title: Occurrence Download

description: A dataset containing 933208 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Atlas Flora Danica"
 ]
}

 The dataset includes 933208 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0300082-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25582/data.2023-05.2816944/2367878
title: Data for EMSL Project 51287 from May 2023
DOI: 10.15468/dl.674tca
title: Occurrence Download

description: A dataset containing 81745 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Palaemonidae",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than 1980"
 ]
}

 The dataset includes 81745 records from 370 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0265080-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4zsqgq
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-93.9521964000000054 29.8690187000000016, -93.9521964000000054 29.8724655900000009, -93.9521964000000054 29.8746590599999990, -93.9521964000000054 29.8787326600000007, -93.9521964000000054 29.8818661900000002, -93.9521964000000054 29.8839029899999993, -93.9521964000000054 29.8871931999999987, -93.9482765500000028 29.8871931999999987, -93.9451406700000007 29.8871931999999987, -93.9424751699999945 29.8871931999999987, -93.9402800600000063 29.8871931999999987, -93.9365169999999949 29.8871931999999987, -93.9365169999999949 29.8851563999999996, -93.9365169999999949 29.8818661900000002, -93.9365169999999949 29.8782626299999983, -93.9365169999999949 29.8762258299999992, -93.9365169999999949 29.8734056499999987, -93.9365169999999949 29.8690187000000016, -93.9391825000000011 29.8690187000000016, -93.9418479999999931 29.8690187000000016, -93.9459246400000012 29.8690187000000016, -93.9484333399999940 29.8690187000000016, -93.9521964000000054 29.8690187000000016))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1932",
 "BasisOfRecord is one of (Human Observation, Living Specimen, Observation, Specimen, Machine Observation)"
 ]
}

 The dataset includes 13 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0105131-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3cnsbd
title: Occurrence Download

description: A dataset containing 2347 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-90.1478127999999970 29.9847940000000008, -90.1478127999999970 29.9876296199999999, -90.1478127999999970 29.9907637200000003, -90.1478127999999970 29.9933008500000007, -90.1478127999999970 29.9952410100000009, -90.1478127999999970 29.9980766299999999, -90.1478127999999970 29.9997183000000014, -90.1449849800000038 29.9997183000000014, -90.1414135499999958 29.9997183000000014, -90.1378421099999940 29.9997183000000014, -90.1356099700000044 29.9997183000000014, -90.1327825799999971 29.9997183000000014, -90.1305504299999996 29.9997183000000014, -90.1269790000000057 29.9997183000000014, -90.1244487999999961 29.9997183000000014, -90.1244487999999961 29.9979273800000001, -90.1244487999999961 29.9949425199999986, -90.1244487999999961 29.9931516100000017, -90.1244487999999961 29.9904652300000016, -90.1244487999999961 29.9873311300000012, -90.1244487999999961 29.9847940000000008, -90.1274254300000024 29.9847940000000008, -90.1308480499999973 29.9847940000000008, -90.1354611600000055 29.9847940000000008, -90.1382885400000049 29.9847940000000008, -90.1430504500000040 29.9847940000000008, -90.1478127999999970 29.9847940000000008))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1932",
 "BasisOfRecord is one of (Human Observation, Living Specimen, Observation, Specimen, Machine Observation)"
 ]
}

 The dataset includes 2347 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091549-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nracf3
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (United States of America)",
 "Year is greater than or equal to 1900",
 "TaxonKey is Trogoderma granarium Everts, 1898",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 7 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091566-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zrs5wg
title: Occurrence Download

description: A dataset containing 36 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cardiomya striolata (Locard, 1897)"
 ]
}

 The dataset includes 36 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0105144-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bwr9pg
title: Occurrence Download

description: A dataset containing 58 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Maxacteon flammeus (Bruguière, 1789)"
 ]
}

 The dataset includes 58 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091554-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f7mbnn
title: Occurrence Download

description: A dataset containing 208 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cardiomya planetica (Dall, 1908)"
 ]
}

 The dataset includes 208 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0105136-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.