cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.11582/2023.00114
title: Supermodel ocean connected

description: Supermodel experiments. 
The data sets contains two experiments, 1 with the unconnected model run from 1980-2021 and another one with connected earth system models via their SST as described in the article. The supermodel has been trained based on the biased of SST. The ocean surface and atmospheric surface are provided
DOI: 10.25549/jarda-c75-1657
title: "Japs Relocate In Scenic Spot" -- caption on photograph

description: "Japs Relocate In Scenic Spot -- Evacuated from their homes in vital defense areas alien and American Japanese have been relocated and are living in homes like these. Mt. Whitney, highest United States peak, rising the background, gives a touch of Mt. Fujiyama-dominated Japanese postcards to the pretty scene." -- caption on photograph.
DOI: 10.25549/inscriptifact-ouc110602627
title: Persepolis Fortification Aramaic Text 464, PFAT 464

description: [Text Description:] Administrative text with seals PFUTS 0119, PFATS 0010s ❧ [Text or Publication Number Note:] PFAT 464, Bowman 464 ❧ [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:] Aramaic ❧ [Physical Object Description:] Clay tablet with ink inscription. Seal impressions PFUTS 0119 on obverse, upper edge, reverse, bottom edge; PFATS 0010s on flat edge.
DOI: 10.25549/inscriptifact-ouc110605785
title: Persepolis Fortification Aramaic Text 560, PFAT 560

description: [Text Description:] Administrative text ❧ [Text or Publication Number Note:] PFAT 560 ❧ [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:] Aramaic ❧ [Physical Object Description:] Clay tablet with ink inscription on obverse, reverse bottom edge and flat edge. Seal impression on bottom edge?, flat edge, reverse. ❧ [Physical Object Note:] Rough, cracked surface covers entire tablet. Cracked through both sides with extensive chipping on reverse and on bottom edge. Additional chipping on upper edge toward flat edge.
DOI: 10.15468/dl.ymeuwj
title: Occurrence Download

description: A dataset containing 293581 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Trilobita"
 ]
}

 The dataset includes 293581 records from 150 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010784-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25380/iastate.29078498
title: Raw data for MICAP Optimization

description: The dataset represents raw data for a novel ionization optimization of the Microwave Inductively Coupled Atmospheric Pressure Plasma (MICAP) for elemental analysis. The tabular and image data will enable the reader to view differences in signal intensities produced by the spectrometer instrument under different parameters applied. File types used include .csv and .jpg formats.
DOI: 10.25673/119638
title: MLUH-E-140_1, Falco peregrinus pelegrinoides Temminck, 1829, eggshell

description: Inventory No.: MLUH-E-140_1, Object: eggshell, Species: Falco peregrinus pelegrinoides Temminck, 1829, Preservation: complete preservation, Locality_loc.: Tangern; Morocco, Locality today: Tangier, Country: Morocco
DOI: 10.15468/dl.2uknph
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Barbonymus gonionotus",
 "Country is Philippines",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081914-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25673/119627
title: MLUH-E-131_1, Falco newtoni newtoni (Gurney, JH Sr, 1863), eggshell

description: Inventory No.: MLUH-E-131_1, Object: eggshell, Species: Falco newtoni newtoni (Gurney, JH Sr, 1863), Preservation: good preservation, Locality_loc.: Ambatomanga; Madagascar, Locality today: Ambatomanga, Country: Madagascar
DOI: 10.25673/119780
title: MLUH-E-217_3, Accipiter nisus nisus (Linnaeus, 1758), eggshell

description: Inventory No.: MLUH-E-217_3, Object: eggshell, Species: Accipiter nisus nisus (Linnaeus, 1758), Preservation: good preservation, Locality_loc.: Oschatz, Locality today: Oschatz, Country: Germany
DOI: 10.25673/119907
title: MLUH-E-297_1, Elanoides forficatus forficatus (Linnaeus, 1758), eggshell

description: Inventory No.: MLUH-E-297_1, Object: eggshell, Species: Elanoides forficatus forficatus (Linnaeus, 1758), Preservation: complete preservation, Locality_loc.: Black Hawk County, Locality today: Iowa, Country: USA
DOI: 10.25673/119920
title: MLUH-E-304_2, Aquila fasciata Vieillot, 1822, eggshell

description: Inventory No.: MLUH-E-304_2, Object: eggshell, Species: Aquila fasciata Vieillot, 1822, Preservation: complete preservation, Locality_loc.: Marokko, Locality today: Morocco, Country: Morocco
DOI: 10.25673/120035
title: MLUH-E-385_1, Butastur indicus (Gmelin, JF, 1788), eggshell

description: Inventory No.: MLUH-E-385_1, Object: eggshell, Species: Butastur indicus (Gmelin, JF, 1788), Preservation: complete preservation, Locality_loc.: Amur, Locality today: Russia/China, Country: Russia/China
DOI: 10.25673/119569
title: MLUH-E-99_1, Falco tinnunculus Linnaeus, 1758, eggshell

description: Inventory No.: MLUH-E-99_1, Object: eggshell, Species: Falco tinnunculus Linnaeus, 1758, Preservation: complete preservation, Locality_loc.: Halle an der Saale, Locality today: Halle(Saale), Country: Germany
DOI: 10.25673/119969
title: MLUH-E-341_1, Clanga clanga (Pallas, 1811), eggshell

description: Inventory No.: MLUH-E-341_1, Object: eggshell, Species: Clanga clanga (Pallas, 1811), Preservation: complete preservation, Locality_loc.: Südrussland, Locality today: Southern Federal District, Country: Russia
DOI: 10.15468/dl.tj33uk
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Barbonymus gonionotus",
 "Country is Sri Lanka",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081915-250717081556266/datasets/export for details.
DOI: 10.25673/119767
title: MLUH-E-210_3, Accipiter nisus nisus (Linnaeus, 1758), eggshell

description: Inventory No.: MLUH-E-210_3, Object: eggshell, Species: Accipiter nisus nisus (Linnaeus, 1758), Preservation: complete preservation, Locality_loc.: Nassenheide, Locality today: [Poland/Germany], Country: [Poland/Germany]
DOI: 10.25673/119784
title: MLUH-E-218_1, Buteo buteo (Linnaeus, 1758), eggshell

description: Inventory No.: MLUH-E-218_1, Object: eggshell, Species: Buteo buteo (Linnaeus, 1758), Preservation: medium damage, Locality_loc.: Harburg, Locality today: Harburg, Country: Germany
DOI: 10.25673/119699
title: MLUH-E-171_1, Accipiter cooperii (Bonaparte, 1828), eggshell

description: Inventory No.: MLUH-E-171_1, Object: eggshell, Species: Accipiter cooperii (Bonaparte, 1828), Preservation: complete preservation, Locality_loc.: St. Loius, Locality today: St. Louis, Country: USA
DOI: 10.25673/119611
title: MLUH-E-121_1, Falco sparverius Linnaeus, 1758, eggshell

description: Inventory No.: MLUH-E-121_1, Object: eggshell, Species: Falco sparverius Linnaeus, 1758, Preservation: complete preservation, Locality_loc.: Süd-Kalifornien, Locality today: California, Country: USA
DOI: 10.25673/119679
title: MLUH-E-161_1, Circus aeruginosus aeruginosus (Linnaeus, 1758), eggshell

description: Inventory No.: MLUH-E-161_1, Object: eggshell, Species: Circus aeruginosus aeruginosus (Linnaeus, 1758), Preservation: complete preservation, Locality_loc.: Brandenburg an der Havel, Locality today: Brandenburg an der Havel, Country: Germany
DOI: 10.25673/120105
title: MLUH-E-45_1, Falco eleonorae Géné, 1839, eggshell

description: Inventory No.: MLUH-E-45_1, Object: eggshell, Species: Falco eleonorae Géné, 1839, Preservation: medium damage, Locality_loc.: Cykladen, Locality today: Cyclades, Country: Greece
DOI: 10.25673/120019
title: MLUH-E-375_2, Milvus milvus milvus (Linnaeus, 1758), eggshell

description: Inventory No.: MLUH-E-375_2, Object: eggshell, Species: Milvus milvus milvus (Linnaeus, 1758), Preservation: complete preservation, Locality_loc.: Fahrenholzer Wald bei Rostock, Locality today: Mecklenburg–Western Pomerania, Country: Germany
DOI: 10.25673/120054
title: MLUH-E-398_1, Milvus aegyptius aegyptius (Gmelin, JF,1788), eggshell

description: Inventory No.: MLUH-E-398_1, Object: eggshell, Species: Milvus aegyptius aegyptius (Gmelin, JF,1788), Preservation: medium damage, Locality_loc.: Damiett[?a], Locality today: Damietta Governorate, Country: Egypt
DOI: 10.25673/119647
title: MLUH-E-148_1, Circus spilonotus Kaup, 1847, eggshell

description: Inventory No.: MLUH-E-148_1, Object: eggshell, Species: Circus spilonotus Kaup, 1847, Preservation: complete preservation, Locality_loc.: Mittlerer Tian Shan, Locality today: Tian Shan, Country: China/Kazakhstan/Kyrgyzstan/Uzbekistan/Tajikistan
DOI: 10.25673/120009
title: MLUH-E-368_1, Milvus milvus milvus (Linnaeus, 1758), eggshell

description: Inventory No.: MLUH-E-368_1, Object: eggshell, Species: Milvus milvus milvus (Linnaeus, 1758), Preservation: slight damage, Locality_loc.: Gräfentonna, Locality today: Gräfentonna, Country: Germany
DOI: 10.25673/120133
title: MLUH-E-57_5, Falco columbarius Linnaeus, 1758, eggshell

description: Inventory No.: MLUH-E-57_5, Object: eggshell, Species: Falco columbarius Linnaeus, 1758, Preservation: complete preservation, Locality_loc.: Pendle Hill; Lancashire, Locality today: Pendle Hill, Country: Great Britain
DOI: 10.25673/119523
title: MLUH-E-81_2, Falco tinnunculus tinnunculus Linnaeus, 1758, eggshell

description: Inventory No.: MLUH-E-81_2, Object: eggshell, Species: Falco tinnunculus tinnunculus Linnaeus, 1758, Preservation: complete preservation, Locality_loc.: Tresenwald östlich von Leipzig, Locality today: Leipzig, Country: Germany
DOI: 10.25673/119717
title: MLUH-E-178_1, Accipiter badius (Gmelin, JF, 1788), eggshell

description: Inventory No.: MLUH-E-178_1, Object: eggshell, Species: Accipiter badius (Gmelin, JF, 1788), Preservation: good preservation, Locality_loc.: Olymp, Locality today: Mount Olympus, Country: Greece
DOI: 10.25673/119584
title: MLUH-E-105_2, Falco tinnunculus Linnaeus, 1758, eggshell

description: Inventory No.: MLUH-E-105_2, Object: eggshell, Species: Falco tinnunculus Linnaeus, 1758, Preservation: complete preservation, Locality_loc.: Brandenburg an der Havel, Locality today: Brandenburg an der Havel, Country: Germany
DOI: 10.25673/120119
title: MLUH-E-8_1, Falco peregrinus Tunstall, 1771, eggshell

description: Inventory No.: MLUH-E-8_1, Object: eggshell, Species: Falco peregrinus Tunstall, 1771, Preservation: complete preservation, Locality_loc.: Freienhagen Brandenburg, Locality today: Germany, Country: Germany
DOI: 10.25673/119797
title: MLUH-E-222_3, Buteo buteo (Linnaeus, 1758), eggshell

description: Inventory No.: MLUH-E-222_3, Object: eggshell, Species: Buteo buteo (Linnaeus, 1758), Preservation: slight damage, Locality_loc.: Neustadt a.d. Dosse, Locality today: Neustadt (Dosse), Country: Germany
DOI: 10.25673/119915
title: MLUH-E-302_1, Hieraaetus pennatus (Gmelin, JF, 1788), eggshell

description: Inventory No.: MLUH-E-302_1, Object: eggshell, Species: Hieraaetus pennatus (Gmelin, JF, 1788), Preservation: slight damage, Locality_loc.: Algerien, Locality today: Algeria, Country: Algeria
DOI: 10.25673/119610
title: MLUH-E-120_1, Pandion haliaetus carolinensis (Gmelin, JF, 1788), eggshell

description: Inventory No.: MLUH-E-120_1, Object: eggshell, Species: Pandion haliaetus carolinensis (Gmelin, JF, 1788), Preservation: complete preservation, Locality_loc.: Virginia, Locality today: Virginia, Country: USA
DOI: 10.25673/120147
title: MLUH-E-64_5, Falco columbarius Linnaeus, 1758, eggshell

description: Inventory No.: MLUH-E-64_5, Object: eggshell, Species: Falco columbarius Linnaeus, 1758, Preservation: good preservation, Locality_loc.: Luleå Lappland; Quickjok, Locality today: Luleå, Country: Sweden
DOI: 10.25673/120020
title: MLUH-E-375_3, Milvus milvus milvus (Linnaeus, 1758), eggshell

description: Inventory No.: MLUH-E-375_3, Object: eggshell, Species: Milvus milvus milvus (Linnaeus, 1758), Preservation: complete preservation, Locality_loc.: Fahrenholzer Wald bei Rostock, Locality today: Mecklenburg–Western Pomerania, Country: Germany
DOI: 10.25673/119692
title: MLUH-E-166_1, Accipiter gentillis schvedowi (Menzbier, 1882), eggshell

description: Inventory No.: MLUH-E-166_1, Object: eggshell, Species: Accipiter gentillis schvedowi (Menzbier, 1882), Preservation: complete preservation, Locality_loc.: Ibizik/ Mongolei, Locality today: Mongolia, Country: Mongolia
DOI: 10.25673/120056
title: MLUH-E-399_1, Milvus aegyptius aegyptius (Gmelin, JF,1788), eggshell

description: Inventory No.: MLUH-E-399_1, Object: eggshell, Species: Milvus aegyptius aegyptius (Gmelin, JF,1788), Preservation: complete preservation, Locality_loc.: Damiett[?a], Locality today: Damietta Governorate, Country: Egypt
DOI: 10.25673/119696
title: MLUH-E-168_2, Accipiter gentilis gentilis (Linnaeus, 1758), eggshell

description: Inventory No.: MLUH-E-168_2, Object: eggshell, Species: Accipiter gentilis gentilis (Linnaeus, 1758), Preservation: good preservation, Locality_loc.: Cean bei Straelen/ Kreis Geldern, Locality today: Kleve, Country: Germany
DOI: 10.25673/120144
title: MLUH-E-64_2, Falco columbarius Linnaeus, 1758, eggshell

description: Inventory No.: MLUH-E-64_2, Object: eggshell, Species: Falco columbarius Linnaeus, 1758, Preservation: good preservation, Locality_loc.: Luleå Lappland; Quickjok, Locality today: Luleå, Country: Sweden
DOI: 10.25673/119655
title: MLUH-E-152_1, Circus pygargus (Linnaeus, 1758), eggshell

description: Inventory No.: MLUH-E-152_1, Object: eggshell, Species: Circus pygargus (Linnaeus, 1758), Preservation: good preservation, Locality_loc.: Pommern, Locality today: Germany/Poland, Country: Germany/Poland
DOI: 10.25673/119530
title: MLUH-E-83_2, Falco tinnunculus Linnaeus, 1758, eggshell

description: Inventory No.: MLUH-E-83_2, Object: eggshell, Species: Falco tinnunculus Linnaeus, 1758, Preservation: complete preservation, Locality_loc.: Lauterbach; Thüringen, Locality today: Lauterbach, Country: Germany
DOI: 10.25673/119733
title: MLUH-E-191_1, [Accipiter striatus velox (Wilson, A, 1812)], eggshell

description: Inventory No.: MLUH-E-191_1, Object: eggshell, Species: [Accipiter striatus velox (Wilson, A, 1812)], Preservation: complete preservation, Locality_loc.: Atlanta, Locality today: Atlanta, Country: USA
DOI: 10.25673/119711
title: MLUH-E-174_4, Accipiter gentilis gentilis (Linnaeus, 1758), eggshell

description: Inventory No.: MLUH-E-174_4, Object: eggshell, Species: Accipiter gentilis gentilis (Linnaeus, 1758), Preservation: complete preservation, Locality_loc.: Burgtonnaer Holz bei Gotha, Locality today: Burgtonna, Country: Germany
DOI: 10.25673/119798
title: MLUH-E-223_1 , Buteo buteo (Linnaeus, 1758), eggshell

description: Inventory No.: MLUH-E-223_1 , Object: eggshell, Species: Buteo buteo (Linnaeus, 1758), Preservation: good preservation, Locality_loc.: Halle(Saale), Locality today: Halle(Saale), Country: Germany
DOI: 10.25673/119705
title: MLUH-E-173_2, Accipiter gentilis gentilis (Linnaeus, 1758), eggshell

description: Inventory No.: MLUH-E-173_2, Object: eggshell, Species: Accipiter gentilis gentilis (Linnaeus, 1758), Preservation: slight damage, Locality_loc.: Hamburg, Locality today: Hamburg, Country: Germany
DOI: 10.25673/120104
title: MLUH-E-431_1, Elanus caeruleus vociferus (Latham, 1790), eggshell

description: Inventory No.: MLUH-E-431_1, Object: eggshell, Species: Elanus caeruleus vociferus (Latham, 1790), Preservation: slight damage, Locality_loc.: Sikkim, Locality today: Sikkim, Country: India
DOI: 10.25673/119734
title: MLUH-E-192_1, Accipiter nisus nisus (Linnaeus, 1758), eggshell

description: Inventory No.: MLUH-E-192_1, Object: eggshell, Species: Accipiter nisus nisus (Linnaeus, 1758), Preservation: severe damage, Locality_loc.: Oschatz, Locality today: Oschatz, Country: Germany
DOI: 10.25673/119688
title: MLUH-E-165_2, Circus aeruginosus aeruginosus (Linnaeus, 1758), eggshell

description: Inventory No.: MLUH-E-165_2, Object: eggshell, Species: Circus aeruginosus aeruginosus (Linnaeus, 1758), Preservation: slight damage, Locality_loc.: Brandenburg an der Havel, Locality today: Brandenburg an der Havel, Country: Germany
DOI: 10.25673/119830
title: MLUH-E-245_3, Buteo hemilasius Temminck and Schlegel, 1845, eggshell

description: Inventory No.: MLUH-E-245_3, Object: eggshell, Species: Buteo hemilasius Temminck and Schlegel, 1845, Preservation: good preservation, Locality_loc.: Raddefka Amur, Locality today: Russia/China, Country: Russia/China
DOI: 10.15468/dl.8skxes
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ficus benjamina",
 "Country is Kiribati",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021832-250802193616735/datasets/export for details.
DOI: 10.15468/dl.d825m2
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Ploceus megarhynchus)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 4 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021833-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.suvnxw
title: Occurrence Download

description: A dataset containing 0 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 (Cerdocyon thous)",
 "Country is one of (Åland Islands, Albania, Andorra, Austria, Belarus, Belgium, Bosnia and Herzegovina, Bulgaria, Croatia, Czechia, Denmark, Estonia, Faroe Islands, Finland, France, Germany, Gibraltar, Greece, Guernsey, Holy See, Hungary, Iceland, Ireland, Isle of Man, Italy, Jersey, Latvia, Liechtenstein, Lithuania, Luxembourg, Malta, Moldova, Republic of, Monaco, Montenegro, Netherlands, North Macedonia, Norway, Poland, Portugal, Romania, Russian Federation, San Marino, Serbia, Slovakia, Slovenia, Spain, Svalbard and Jan Mayen, Sweden, Switzerland, Ukraine, United Kingdom of Great Britain and Northern Ireland)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021834-250802193616735/datasets/export for details.
DOI: 10.15468/dl.q9y5k3
title: Occurrence Download

description: A dataset containing 0 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 (Cerdocyon thous)",
 "Country is one of (American Samoa, Australia, Christmas Island, Cocos (Keeling) Islands, Cook Islands, Fiji, French Polynesia, Guam, Heard Island and McDonald Islands, Kiribati, Marshall Islands, Micronesia (Federated States of), Nauru, New Caledonia, New Zealand, Niue, Norfolk Island, Northern Mariana Islands, Palau, Papua New Guinea, Pitcairn, Samoa, Solomon Islands, Tokelau, Tonga, Tuvalu, United States Minor Outlying Islands, Vanuatu, Wallis and Futuna)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021835-250802193616735/datasets/export for details.
DOI: 10.15468/dl.nnebbx
title: Occurrence Download

description: A dataset containing 0 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 (Cerdocyon thous)",
 "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 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021836-250802193616735/datasets/export for details.
DOI: 10.25740/bn162bn3804
title: Multi-Resolution COokiebox (MRCO) Detector Denoising, Classification, and Regression Data and Models

description: This dataset supports research in real-time characterization of attosecond X-ray pulses, especially in single-shot diagnostics using angular streaking and specifically for the Multi-Resolution COokiebox (MRCO) detector at SLAC's LCLS-II. It includes (1) raw simulated diagnostic images, (2) preprocessed data and normalization scalers, and (3) trained machine learning model weights.

The raw images were generated using Cookie SimSlim, a simulator that produces 2D angle-energy distributions mimicking what is observed in experimental detectors. These simulations span a wide variety of physical scenarios, including varying numbers of X-ray sub-pulses and phase separations, incorporating realistic noise and jitter conditions.

The preprocessed data includes normalized versions of these images, with consistent spatial dimensions and saved in .npz format. Ground truth labels (e.g., number of sub-pulses, relative phase) are included, along with the fitted MinMaxScaler objects used for normalization. The dataset is split into training/validation and test sets for convenient model development.

Trained PyTorch model weights are also provided for three tasks: (1) a convolutional autoencoder for denoising raw traces, (2) a BiLSTM classifier that predicts the number of sub-pulses, and (3) ResNet-based regression models that estimate phase and phase separation between sub-pulses. These models are intended for use in high-throughput ultrafast X-ray diagnostics and serve as baselines for future development.

This dataset is shared under an academic research license to support reproducibility, benchmarking, and further model development in the field of machine learning for FEL-based ultrafast science.
DOI: 10.15468/dl.7as6n7
title: Occurrence Download

description: A dataset containing 3232 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Ploceus melanogaster)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 3232 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021838-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.