cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18266630
title: SGUFT G-closure V8 (PERT1): FRW Scalar Perturbation Closure + GWproxy-T1 Tensor Verdict (with cT/αM/M*² External Compare) — RUN_G_GRDEMO_0001_PERT1

description: This record provides a DOI-only, audit-ready evidence pack for SGUFT G-closure perturbation layer V8 (PERT1).It demonstrates FRW scalar perturbation closure (growth factor) and upgrades GWproxy-T1 (tensor proxy) to a PASS/FAIL adjudicated criterion, with a separate external_compare section for more physically interpretable EFT quantities (cT, αM, M*²) and observational-constraint references not used for the verdict.

Included uploads (filenames frozen for reproducibility indexing)





RUN_G_GRDEMO_0001_PERT1_pert1_only_pack_v1.zipMinimal reproducibility pack: frozen policies/specs, scalar + GWproxy outputs, audits, and SHA256 manifest.




RUN_G_GRDEMO_0001_PERT1_pert1_evidence_pack_v1.zipFull evidence pack: includes build scripts, configs, logs, and the complete audit/manifest chain.




V8_delivery_PERT1_summary_pack_v1.zipReader-facing summary (CSV/JSON) + generator script for quick verification and indexing.



Verdict policy (hard / minimal / auditable)

PASS/FAIL is determined solely by:





Scalar closure: max_r_D <= eps_D and max_r_f <= eps_f




Tensor proxy (GWproxy-T1): max_abs(cT−1) <= eps_cT, max_abs(alphaM) <= eps_alphaM, and tensor_residual_max <= eps_T




Provenance / integrity: completeness + SHA256 manifest + audit chain (hashlink checks must pass)



Thresholds in this record:





eps_D = 2e-3, eps_f = 2e-3




eps_cT = 2e-3, eps_alphaM = 2e-3, eps_T = 2e-3



If the platform checksum type differs from SHA-256, the authoritative integrity reference is manifest_sha256.json inside the packs.
DOI: 10.5281/zenodo.18266629
title: SGUFT G-closure V8 (PERT1): FRW Scalar Perturbation Closure + GWproxy-T1 Tensor Verdict (with cT/αM/M*² External Compare) — RUN_G_GRDEMO_0001_PERT1

description: This record provides a DOI-only, audit-ready evidence pack for SGUFT G-closure perturbation layer V8 (PERT1).It demonstrates FRW scalar perturbation closure (growth factor) and upgrades GWproxy-T1 (tensor proxy) to a PASS/FAIL adjudicated criterion, with a separate external_compare section for more physically interpretable EFT quantities (cT, αM, M*²) and observational-constraint references not used for the verdict.

Included uploads (filenames frozen for reproducibility indexing)





RUN_G_GRDEMO_0001_PERT1_pert1_only_pack_v1.zipMinimal reproducibility pack: frozen policies/specs, scalar + GWproxy outputs, audits, and SHA256 manifest.




RUN_G_GRDEMO_0001_PERT1_pert1_evidence_pack_v1.zipFull evidence pack: includes build scripts, configs, logs, and the complete audit/manifest chain.




V8_delivery_PERT1_summary_pack_v1.zipReader-facing summary (CSV/JSON) + generator script for quick verification and indexing.



Verdict policy (hard / minimal / auditable)

PASS/FAIL is determined solely by:





Scalar closure: max_r_D <= eps_D and max_r_f <= eps_f




Tensor proxy (GWproxy-T1): max_abs(cT−1) <= eps_cT, max_abs(alphaM) <= eps_alphaM, and tensor_residual_max <= eps_T




Provenance / integrity: completeness + SHA256 manifest + audit chain (hashlink checks must pass)



Thresholds in this record:





eps_D = 2e-3, eps_f = 2e-3




eps_cT = 2e-3, eps_alphaM = 2e-3, eps_T = 2e-3



If the platform checksum type differs from SHA-256, the authoritative integrity reference is manifest_sha256.json inside the packs.
DOI: 10.5281/zenodo.18267116
title: MARKAZIY SOʻGʻD VA UNING TARIXIY BIOGRAFIYASI ILK OʻRTA ASRLAR MISOLIDA

description: Mazkur ilmiy maqolada Markaziy Soʻgʻd hududining ilk oʻrta asrlar davridagi tarixiy rivoji tarixiy-biografik yondashuv asosida tadqiq etiladi. Tadqiqot jarayonida Soʻgʻd vohasining siyosiy tuzilishi, ijtimoiy-iqtisodiy hayoti hamda madaniy jarayonlari yozma manbalar va arxeologik topilmalar asosida tahlil qilinadi. Samarqand va Panjikent kabi markaziy shaharlarning mintaqaviy va xalqaro ahamiyati, Buyuk Ipak yoʻlidagi oʻrni hamda mahalliy hukmdorlar va savdogarlarning faoliyati yoritiladi. Olingan natijalar Markaziy Soʻgʻdning Markaziy Osiyo tarixidagi muhim strategik va madaniy markazlardan biri bo‘lganini ko‘rsatadi.
DOI: 10.5281/zenodo.18267115
title: MARKAZIY SOʻGʻD VA UNING TARIXIY BIOGRAFIYASI ILK OʻRTA ASRLAR MISOLIDA

description: Mazkur ilmiy maqolada Markaziy Soʻgʻd hududining ilk oʻrta asrlar davridagi tarixiy rivoji tarixiy-biografik yondashuv asosida tadqiq etiladi. Tadqiqot jarayonida Soʻgʻd vohasining siyosiy tuzilishi, ijtimoiy-iqtisodiy hayoti hamda madaniy jarayonlari yozma manbalar va arxeologik topilmalar asosida tahlil qilinadi. Samarqand va Panjikent kabi markaziy shaharlarning mintaqaviy va xalqaro ahamiyati, Buyuk Ipak yoʻlidagi oʻrni hamda mahalliy hukmdorlar va savdogarlarning faoliyati yoritiladi. Olingan natijalar Markaziy Soʻgʻdning Markaziy Osiyo tarixidagi muhim strategik va madaniy markazlardan biri bo‘lganini ko‘rsatadi.
DOI: 10.5281/zenodo.18267101
title: LINF_310020600

description: Protein of unknown function - conserved; Leishmania infantum (strain JPCM5)
DOI: 10.5281/zenodo.18267100
title: LINF_310020600

description: Protein of unknown function - conserved; Leishmania infantum (strain JPCM5)
DOI: 10.34740/kaggle/dsv/14516134
title: Image Dataset for Surface Oil and Water Leakage
DOI: 10.5281/zenodo.18267132
title: SAHIN'NETH6 SERAH'NETH &*

description: Dokumente in der Richtigen Reihenfolge lesen bitte! Schadcode auf mir wird nicht negiert glaube ich bitte keinen schadcode schicken.
DOI: 10.15468/dl.cpmcsr
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pontederia crassipes",
 "Country is Ghana",
 "HasCoordinate is true"
 ]
}

 The dataset includes 8 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013827-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xk7na8
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pontederia crassipes",
 "Country is Iran (Islamic Republic of)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 23 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013828-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vzqt6j
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is TRUE",
 "HasGeospatialIssue is FALSE",
 "TaxonKey is one of (Gazella thomsonii)",
 "Year is greater than or equal to 2010",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 10 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013829-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6yv4yp
title: Occurrence Download

description: A dataset containing 128 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pontederia crassipes",
 "Country is Kenya",
 "HasCoordinate is true"
 ]
}

 The dataset includes 128 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013830-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fpcuxf
title: Occurrence Download

description: A dataset containing 390590 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Country is Türkiye",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 390590 records from 352 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013796-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2gh2eu
title: Occurrence Download

description: A dataset containing 21521 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Vulpes lagopus (Linnaeus, 1758)"
 ]
}

 The dataset includes 21521 records from 126 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011253-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6tkrsn
title: Occurrence Download

description: A dataset containing 38 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-106.3188 21.59913, -106.1688 21.59913, -106.1688 21.74913, -106.3188 21.74913, -106.3188 21.59913))"
 ]
}

 The dataset includes 38 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040871-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5a2p3k
title: Occurrence Download

description: A dataset containing 428 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Malaysia, Indonesia)",
 "Geometry POLYGON((114.90614 3.72818,119.43686 3.72818,119.43686 7.61939,114.90614 7.61939,114.90614 3.72818))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Elephas maximus"
 ]
}

 The dataset includes 428 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040873-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jnayxt
title: Occurrence Download

description: A dataset containing 60 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-106.1688 21.59913, -106.0188 21.59913, -106.0188 21.74913, -106.1688 21.74913, -106.1688 21.59913))"
 ]
}

 The dataset includes 60 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040874-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dd9mkj
title: Occurrence Download

description: A dataset containing 75423 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Dasiphora fruticosa"
 ]
}

 The dataset includes 75423 records from 665 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040794-251025141854904/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.30645296
title: Data Calon Mahasiswa

description: The dataset represents synthetic student performance data generated using a Monte Carlo simulation to support computational modeling experiments. Each record corresponds to a prospective student identified by an ID and includes five key assessment variables. These variables—math, UTBK score, programming ability, motivation, and discipline—are expressed as numerical values ranging from 0 to 100. Overall, the dataset provides a probabilistically driven foundation for testing and validating decision or prediction models.
DOI: 10.6084/m9.figshare.30645296.v1
title: Data Calon Mahasiswa

description: The dataset represents synthetic student performance data generated using a Monte Carlo simulation to support computational modeling experiments. Each record corresponds to a prospective student identified by an ID and includes five key assessment variables. These variables—math, UTBK score, programming ability, motivation, and discipline—are expressed as numerical values ranging from 0 to 100. Overall, the dataset provides a probabilistically driven foundation for testing and validating decision or prediction models.
DOI: 10.15468/dl.zy4n8c
title: Occurrence Download

description: A dataset containing 224 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eucalyptus captiosa",
 "HasCoordinate is true"
 ]
}

 The dataset includes 224 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040876-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dcjznx
title: Occurrence Download

description: A dataset containing 17388 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phoma",
 "HasCoordinate is true"
 ]
}

 The dataset includes 17388 records from 211 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040875-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rwsstf
title: Occurrence Download

description: A dataset containing 6176 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Issue is one of (Zero coordinate, Coordinate out of range, Coordinate invalid, Coordinate rounded, Geodetic datum invalid, Geodetic datum assumed WGS84, Coordinate reprojected, Coordinate reprojection failed, Coordinate reprojection suspicious, Coordinate accuracy invalid, Coordinate precision invalid, Coordinate uncertainty meters invalid, Coordinate precision/uncertainty mismatch, Footprint SRS invalid, Footprint WKT mismatch, Footprint WKT invalid, Country coordinate mismatch, Country mismatch, Country invalid, Country derived from coordinates, Continent coordinate mismatch, Continent country mismatch, Continent invalid, Continent derived from country, Continent derived from coordinates, Presumed swapped coordinate, Presumed negated longitude, Presumed negated latitude, Recorded date mismatch, Recorded date invalid, Recorded date unlikely, Taxon match aggregate, The scientific name ID was not used in backbone matching, The taxon concept ID was not used in backbone matching, The taxon ID was not used in backbone matching, The scientific name ID was not found in the checklist, The taxon concept ID was not found in the checklist, The taxon ID was not found in the checklist, The scientific name differs on the record from that found in the checklist, Taxon match none, The backbone match found using the taxon IDs differs from what would be found if using the scientific names, Depth not metric, Depth unlikely, Depth min max swapped, Depth non numeric, Elevation unlikely, Elevation min max swapped, Elevation not metric, Elevation non numeric, Modified date invalid, Modified date unlikely, Identified date unlikely, Identified date invalid, Basis of record invalid, Type status invalid, Multimedia date invalid, Multimedia URI invalid, References URI invalid, Error during interpretation, Individual count invalid, Individual count conflicts with occurrence status, Occurrence status unparsable, Occurrence status inferred from individual count, Occurrence status inferred from basis of record, Georeferenced date unlikely, Georeferenced date invalid, Ambiguous institution, Ambiguous collection, Institution match none, Collection match none, Institution match fuzzy, Collection match fuzzy, Institution collection mismatch, Possibly on loan, Different owner institution)",
 "OccurrenceStatus is Present",
 "TaxonKey is Clitellata"
 ]
}

 The dataset includes 6176 records from 63 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040877-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.85ugpt
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-106.0188 21.59913, -105.8688 21.59913, -105.8688 21.74913, -106.0188 21.74913, -106.0188 21.59913))"
 ]
}

 The dataset includes 12 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040878-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w2xqp3
title: Occurrence Download

description: A dataset containing 101938 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Pinaceae, Cupressaceae, Taxaceae, Podocarpaceae, Fagaceae, Betulaceae, Juglandaceae, Prunus, Malus, Crataegus, Sorbus, Amelanchier, Ulmaceae, Moraceae, Rhamnaceae, Sapindaceae, Simaroubaceae, Anacardiaceae, Malvaceae, Magnoliaceae, Lauraceae, Salicaceae, Platanaceae, Oleaceae, Bignoniaceae, Cornaceae, Hamamelidaceae, Oxydendrum, Arbutus, Robinia, Cercis, Gleditsia, Gymnocladus, Cladrastis, Albizia, Rutaceae, Aquifoliaceae, Nyssaceae, Araliaceae, Caprifoliaceae, Tamaricaceae, Elaeagnaceae)",
 {
 "or" : [
 "Geometry POLYGON ((-95.75926231062245 37.81549470851802, -99.39908360824187 32.345005137380795, -97.68327499712252 30.66976787316529, -95.28453032981093 35.337669834425185, -95.75926231062245 37.81549470851802))"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Observation, Machine Observation)",
 "Year is greater than or equal to 1980",
 "CoordinateUncertaintyInMeters is less than or equal to 10000"
 ]
}

 The dataset includes 101938 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040863-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mpjyv6
title: Occurrence Download

description: A dataset containing 21189 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ephemeroptera",
 "Year 1970-2025"
 ]
}

 The dataset includes 21189 records from 56 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040879-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x3xjby
title: Occurrence Download

description: A dataset containing 531 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eucalyptus decipiens",
 "HasCoordinate is true"
 ]
}

 The dataset includes 531 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040880-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.62gscu
title: Occurrence Download

description: A dataset containing 14661 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Pinaceae, Cupressaceae, Taxaceae, Podocarpaceae, Fagaceae, Betulaceae, Juglandaceae, Prunus, Malus, Crataegus, Sorbus, Amelanchier, Ulmaceae, Moraceae, Rhamnaceae, Sapindaceae, Simaroubaceae, Anacardiaceae, Malvaceae, Magnoliaceae, Lauraceae, Salicaceae, Platanaceae, Oleaceae, Bignoniaceae, Cornaceae, Hamamelidaceae, Oxydendrum, Arbutus, Robinia, Cercis, Gleditsia, Gymnocladus, Cladrastis, Albizia, Rutaceae, Aquifoliaceae, Nyssaceae, Araliaceae, Caprifoliaceae, Tamaricaceae, Elaeagnaceae)",
 {
 "or" : [
 "Geometry POLYGON ((-101.13749085168172 32.02254304255743, -101.00958244847655 29.6526687341949, -97.90975619242262 29.913761965995615, -98.46105579193717 31.2148997983191, -101.13749085168172 32.02254304255743))",
 "Geometry POLYGON ((-100.52748738614632 32.35485471365613, -100.67932840918157 32.08132058537083, -99.82158159161388 32.162688671316864, -100.52748738614632 32.35485471365613))"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Observation, Machine Observation)",
 "Year is greater than or equal to 1980",
 "CoordinateUncertaintyInMeters is less than or equal to 10000"
 ]
}

 The dataset includes 14661 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040866-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vykr2a
title: Occurrence Download

description: A dataset containing 828 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Asteroma",
 "HasCoordinate is true"
 ]
}

 The dataset includes 828 records from 71 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040881-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zuy67a
title: Occurrence Download

description: A dataset containing 134 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-105.8688 21.59913, -105.7188 21.59913, -105.7188 21.74913, -105.8688 21.74913, -105.8688 21.59913))"
 ]
}

 The dataset includes 134 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040882-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.