cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.25549/inscriptifact-ouc111298727
title: Sinai Syriac 30: Lives of Holy Women, Sinai Syriac 30: Lives of Holy Women, Syrus Sinaiticus

description: [Text Description:] Stories and meditations on holy women/saints, including those who were martyrs, and those in the Bible and Deuterocanonical literature. ❧ [Text or Publication Number Note:] Sinai Syriac 30: Lives of Holy Women ❧ [Medium:] Parchment ❧ [Script Note:] Syriac: Estrangela ❧ [Physical Object Description:] Palimpsest, with overtext written in Syriac, undertext in Syriac or Greek. Ink on overtext is black, ink on undertext has oxidized to faded brown. ❧ [Physical Object Note:] Many of the pages show some water damage. ❧ [Physical Object Note:] Back cover is still extant, shows evidence of roughly stitched repair. ❧
DOI: 10.6084/m9.figshare.25957262
title: Supplementary Materials from Emergence of Collective Behaviors from Local Voronoi Topological Perception

description: VTP_appendix.tex
DOI: 10.25549/inscriptifact-ouc111298728
title: Sinai Syriac 30: Lives of Holy Women, Sinai Syriac 30: Lives of Holy Women, Syrus Sinaiticus

description: [Text Description:] Stories and meditations on holy women/saints, including those who were martyrs, and those in the Bible and Deuterocanonical literature. ❧ [Text or Publication Number Note:] Sinai Syriac 30: Lives of Holy Women ❧ [Medium:] Parchment ❧ [Script Note:] Syriac: Estrangela ❧ [Physical Object Description:] Palimpsest, with overtext written in Syriac, undertext in Syriac or Greek. Ink on overtext is black, ink on undertext has oxidized to faded brown. ❧ [Physical Object Note:] Many of the pages show some water damage. ❧ [Physical Object Note:] Back cover is still extant, shows evidence of roughly stitched repair. ❧
DOI: 10.15468/dl.gi4xbd
title: Occurrence Download

description: A dataset containing 201 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hazardia berberidis (A.Gray) Greene"
 ]
}

 The dataset includes 201 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002164-180920211646547/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc111294182
title: Nehemiah 2:13-16, DSS F.201

description: [Text Description:] DSS F.201; inspecting the walls of Jerusalem ❧ [Text or Publication Number Note:] MOTB.SCR.003175; DSS F.Neh2; DSS F.201 ❧ [Medium:] Parchment ❧ [Script Note:] Jewish ❧ [Physical Object Description:] Substrate is dark brown, surface worn in some places, revealing lighter areas. ❧ [Physical Object Note:] Two pieces vertically joined to measure a combined 2.1 x 3.4cm. ❧ [Physical Object Note:] Four lines of text in the middle of a column. Letters visible to naked eye. No visible ruling lines. ❧
DOI: 10.25549/inscriptifact-ouc111359835
title: Persepolis Fortification Elamite Tablet 1348.103, Fort 1348.103

description: [Text Description:] Administrative text ❧ [Text or Publication Number Note:] Fort 1348.103 ❧ [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-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impression on upper edge. ❧ [Physical Object Note:] Several fragments joined together. Areas of all sides broken, damaged. Right edge missing. ❧ [Physical Object Note:] Top fragment one tablet number, bottom assembly the second?
DOI: 10.15468/dl.exbxdt
title: Occurrence Download

description: A dataset containing 1207 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rhizophora racemosa G.Mey."
 ]
}

 The dataset includes 1207 records from 79 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059116-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4cnk9v
title: Occurrence Download

description: A dataset containing 8779 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Laurus azorica (Seub.) Franco"
 ]
}

 The dataset includes 8779 records from 100 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063164-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc111316826
title: Leather Transaction

description: [Text Description:] Cuneiform Tablet, Leather Transaction ❧ [Medium:] Clay ❧ [Script Note:] Cuneiform, Non-Alphabetic ❧ [Physical Object Description:] Clay tablet with cuneiform script
DOI: 10.15468/dl.tvnfpn
title: Occurrence Download

description: A dataset containing 32143 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "Geometry POLYGON((-4.08691 36.55201,-2.31812 36.63933,-1.97754 37.56896,-4.08691 37.56896,-4.08691 36.55201))",
 "HasGeospatialIssue is false",
 "TaxonKey is Plantae",
 "Year 2011-2020"
 ]
}

 The dataset includes 32143 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029718-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc111316785
title: Leather Transaction

description: [Text Description:] Cuneiform Tablet, Leather Transaction ❧ [Medium:] Clay ❧ [Script Note:] Cuneiform, Non-Alphabetic ❧ [Physical Object Description:] Clay tablet with cuneiform script
DOI: 10.25549/inscriptifact-ouc111316700
title: Leather Transaction

description: [Text Description:] Cuneiform Tablet, Leather Transaction ❧ [Medium:] Clay ❧ [Script Note:] Cuneiform, Non-Alphabetic ❧ [Physical Object Description:] Clay tablet with cuneiform script
DOI: 10.15468/dl.fkupfz
title: Occurrence Download

description: A dataset containing 138 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Spalerosophis diadema (Schlegel, 1837)",
 "HasCoordinate is true",
 "Year is greater than or equal to 2011",
 "Year is less than or equal to 2024"
 ]
}

 The dataset includes 138 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063165-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ma5ip6
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Observation",
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Literature Occurrence"
 ]
 },
 {
 "or" : [
 "Country is Anguilla",
 "Country is Argentina",
 "Country is Australia",
 "Country is Canada",
 "Country is Chile",
 "Country is Ecuador",
 "Country is Micronesia (Federated States of)",
 "Country is Fiji",
 "Country is Kiribati",
 "Country is Marshall Islands",
 "Country is New Zealand",
 "Country is Samoa",
 "Country is Saudi Arabia",
 "Country is Solomon Islands",
 "Country is South Africa",
 "Country is Spain",
 "Country is Tonga",
 "Country is United Arab Emirates",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "Country is Antigua and Barbuda",
 "Country is China",
 "Country is Malaysia",
 "Country is Mauritius",
 "Country is Papua New Guinea",
 "Country is Venezuela (Bolivarian Republic of)",
 "Country is American Samoa",
 "Country is Virgin Islands (British)",
 "Country is Christmas Island",
 "Country is Cook Islands",
 "Country is French Polynesia",
 "Country is Guam",
 "Country is Hong Kong",
 "Country is Indonesia",
 "Country is Japan",
 "Country is Liberia",
 "Country is New Caledonia",
 "Country is Northern Mariana Islands",
 "Country is Pakistan",
 "Country is Philippines",
 "Country is Réunion",
 "Country is Sri Lanka",
 "Country is Chinese Taipei",
 "Country is Turks and Caicos Islands",
 "Country is Viet Nam",
 "Country is Virgin Islands (U.S.)"
 ]
 },
 "HasCoordinate is true",
 {
 "or" : [
 "TaxonKey is Solenopsis geminata (Fabricius, 1804)",
 "TaxonKey is Atta geminata Fabricius, 1804"
 ]
 },
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 5 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002164-190307172214381/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bdhmpn
title: Occurrence Download

description: A dataset containing 335239 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Viburnum lantana L."
 ]
}

 The dataset includes 335239 records from 1824 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063156-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vexeuw
title: Occurrence Download

description: A dataset containing 202 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Geometry POLYGON((133.41797 -40.42969,220.95703 -40.42969,220.95703 34.45313,133.41797 34.45313,133.41797 -40.42969))",
 "OccurrenceStatus is Present",
 "TaxonKey is Streblus pendulinus (Endl.) F.Muell."
 ]
}

 The dataset includes 202 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031873-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x5mrnt
title: Occurrence Download

description: A dataset containing 112 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Tetranychus evansi Baker & Pritchard, 1960)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 112 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043921-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k23d64
title: Occurrence Download

description: A dataset containing 28 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Felicia canaliculata Grau"
 ]
}

 The dataset includes 28 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002487-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k8qok6
title: Occurrence Download

description: A dataset containing 1097278 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "TaxonKey is Amphibia",
 "TaxonKey is Aves",
 "TaxonKey is Insecta",
 "TaxonKey is Reptilia",
 "TaxonKey is Mammalia",
 "TaxonKey is Chilopoda",
 "TaxonKey is Diplopoda",
 "TaxonKey is Arachnida"
 ]
 },
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Observation",
 "BasisOfRecord is Machine Observation"
 ]
 },
 "HasCoordinate is true",
 "DecimalLongitude is greater than or equal to -105.000000",
 "DecimalLongitude is less than -100.000000",
 "DecimalLatitude is greater than or equal to 30.000000",
 "DecimalLatitude is less than 35.000000",
 "Year is greater than or equal to 2000",
 "Year is less than or equal to 2018"
 ]
}

 The dataset includes 1097278 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048651-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bt5526
title: Occurrence Download

description: A dataset containing 856 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bromelia karatas L."
 ]
}

 The dataset includes 856 records from 90 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0200147-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yqvnk9
title: Occurrence Download

description: A dataset containing 4337 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Loxops coccineus (J.F.Gmelin, 1789)"
 ]
}

 The dataset includes 4337 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010294-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ptlycw
title: Occurrence Download

description: A dataset containing 385647 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "TaxonKey is Amphibia",
 "TaxonKey is Aves",
 "TaxonKey is Insecta",
 "TaxonKey is Reptilia",
 "TaxonKey is Mammalia",
 "TaxonKey is Chilopoda",
 "TaxonKey is Diplopoda",
 "TaxonKey is Arachnida"
 ]
 },
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Observation",
 "BasisOfRecord is Machine Observation"
 ]
 },
 "HasCoordinate is true",
 "DecimalLongitude is greater than or equal to -105.000000",
 "DecimalLongitude is less than -100.000000",
 "DecimalLatitude is greater than or equal to 20.000000",
 "DecimalLatitude is less than 25.000000",
 "Year is greater than or equal to 2000",
 "Year is less than or equal to 2018"
 ]
}

 The dataset includes 385647 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048657-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mh5rhe
title: Occurrence Download

description: A dataset containing 249 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Galeola lindleyana (Hook.f. & Thomson) Rchb.f."
 ]
}

 The dataset includes 249 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0147439-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n4mfeb
title: Occurrence Download

description: A dataset containing 328244 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lacertidae"
 ]
}

 The dataset includes 328244 records from 689 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048657-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wqjjg3
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Friesodielsia hirta (Miq.) Steenis"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010298-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cbjebx
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Observation",
 "BasisOfRecord is Machine Observation",
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Living Specimen",
 "BasisOfRecord is Unknown evidence"
 ]
 },
 "Continent is North America",
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Polioptila caerulea (Linnaeus, 1766)",
 "Year 1980-2020"
 ]
}

 The dataset includes 8 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0094501-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t8x459
title: Occurrence Download

description: A dataset containing 443 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Turnix ocellatus (Scopoli, 1786)"
 ]
}

 The dataset includes 443 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002485-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yd9din
title: Occurrence Download

description: A dataset containing 1397093 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Year 2018-2018",
 "PublishingCountry is Norway",
 "TaxonKey is Aves"
 ]
}

 The dataset includes 1397093 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048659-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kyf7ps
title: Occurrence Download

description: A dataset containing 784140 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Repatriated is TRUE",
 "Country is Norway"
 ]
}

 The dataset includes 784140 records from 1023 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0099801-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k6ryfn
title: Occurrence Download

description: A dataset containing 57 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aonidiella citrina (Coquillett, 1891)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 57 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013711-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14687825
title: Label Memorization of CIFAR-10N

description: These files contain results from running heldout estimation on the CIFAR-10N dataset with the rand1 noise type, using 1500 ResNet models. The cifar-rand1-human-infl-mem.npz file contains results for human noisy labels, while cifar-rand1-syn-infl-mem.npz contains results for synthetic noisy labels generated using the same class transition matrix.

 

Dictionary Keys

1. total_runs



Type: Integer

Description: The total number of training runs included in this aggregated result.


2. trainset_mask



Type: array (Boolean, shape: [total_runs, train_size])

Description: A mask indicating which training examples were used (True) or held out (False) during each training run.



3. trainset_correctness



Key: trainset_correctness

Type: array (Boolean, shape: [total_runs, train_size])

Description: Whether the model correctly predicted the label for each training example during each run.



4. trainset_predictions



Type: array (Integer, shape: [total_runs, train_size])

Description: The predicted class labels for each training example during each run.



5. testset_correctness



Type: array (Boolean, shape: [total_runs, test_size])

Description: Whether the model correctly predicted the label for each test example during each run.



6. testset_predictions



Type: array (Integer, shape: [total_runs, test_size])

Description: The predicted class labels for each test example during each run.



7. memorization



Type: array (Float, shape: [train_size])

Description: Memorization score of each training example, computed across all runs.



8. influence



Type: array (Float, shape: [test_size, train_size])

Description: Influence scores of each training example on each test example.



9. memorization_inclusion_prob



Type: array (Float, shape: [train_size])

Description: Probability that the training example is predicted correctly when included.



10. memorization_exclusion_prob



Type: array (Float, shape: [train_size])

Description: Probability that the training example is predicted correctly when excluded.



Usage

To load the file and access its contents:

import numpy as np

# Load the file
data = np.load('cifar-rand1-human-agg-infl-mem.npz')

# Access individual components
total_runs = data['total_runs']
trainset_mask = data['trainset_mask']
memorization = data['memorization']


Notes



Our results were aggregated over 1500 training runs.


For more details or questions, feel free to reach out!
DOI: 10.5281/zenodo.14687826
title: Label Memorization of CIFAR-10N

description: These files contain results from running heldout estimation on the CIFAR-10N dataset with the rand1 noise type, using 1500 ResNet models. The cifar-rand1-human-infl-mem.npz file contains results for human noisy labels, while cifar-rand1-syn-infl-mem.npz contains results for synthetic noisy labels generated using the same class transition matrix.

 

Dictionary Keys

1. total_runs



Type: Integer

Description: The total number of training runs included in this aggregated result.


2. trainset_mask



Type: array (Boolean, shape: [total_runs, train_size])

Description: A mask indicating which training examples were used (True) or held out (False) during each training run.



3. trainset_correctness



Key: trainset_correctness

Type: array (Boolean, shape: [total_runs, train_size])

Description: Whether the model correctly predicted the label for each training example during each run.



4. trainset_predictions



Type: array (Integer, shape: [total_runs, train_size])

Description: The predicted class labels for each training example during each run.



5. testset_correctness



Type: array (Boolean, shape: [total_runs, test_size])

Description: Whether the model correctly predicted the label for each test example during each run.



6. testset_predictions



Type: array (Integer, shape: [total_runs, test_size])

Description: The predicted class labels for each test example during each run.



7. memorization



Type: array (Float, shape: [train_size])

Description: Memorization score of each training example, computed across all runs.



8. influence



Type: array (Float, shape: [test_size, train_size])

Description: Influence scores of each training example on each test example.



9. memorization_inclusion_prob



Type: array (Float, shape: [train_size])

Description: Probability that the training example is predicted correctly when included.



10. memorization_exclusion_prob



Type: array (Float, shape: [train_size])

Description: Probability that the training example is predicted correctly when excluded.



Usage

To load the file and access its contents:

import numpy as np

# Load the file
data = np.load('cifar-rand1-human-agg-infl-mem.npz')

# Access individual components
total_runs = data['total_runs']
trainset_mask = data['trainset_mask']
memorization = data['memorization']


Notes



Our results were aggregated over 1500 training runs.


For more details or questions, feel free to reach out!
DOI: 10.5281/zenodo.15042695
title: ZAMONAVIY INTELLEKTUAL O'LCHASH ASBOBLARIDAN FOYDALANISHDA VA ULARNI BOSHQARISHDA MATEMATIK MODELLASHTIRISHNING O'RNI
DOI: 10.5281/zenodo.15042696
title: ZAMONAVIY INTELLEKTUAL O'LCHASH ASBOBLARIDAN FOYDALANISHDA VA ULARNI BOSHQARISHDA MATEMATIK MODELLASHTIRISHNING O'RNI