cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/kdcspz6xtn.1
title: Claims Management Log Dataset with Digital Documents

description: This is an event log dataset from a real-world claims management process of a mid-sized German insurance company. It is used in the article "Utilizing the Omnipresent: Incorporating Digital Documents into Predictive Process Monitoring Using Deep Neural Networks".
This event log is special in that it associates individual events with external context information in the form of digital documents with multiple pages. These digital documents were either received or produced during each event. The event log ("process_log.csv") is provided as a CSV file and contains the following attributes:

* timestamp: timestamp of the event
* instance_id: unique identifier of the process instance
* state: event type as integer
* state_name: event type
* type: damage type (instance outcome) as integer
* type_name: damage type (instance outcome)
* file_name: file name of the associated digital document
* n_pages: number of pages in the associated document
* time_since_last_event: elapsed seconds since the last event occurred
* log_time_since_last_event: natural logarithm of elapsed seconds since the last event occurred

The original digital documents are stored in the PDF format and contain up to ten pages. For reasons of data privacy, they can't be published directly. However, to enable research to utilize this data, the digital documents are published as feature vectors extracted by established pretrained neural networks (feature extractors). While these feature vectors cannot be used to reconstruct the source document, they contain meaningful information that can be used in applications such as Predictive Process Monitoring (PPM).

Feature vectors are extracted using four models:
* VGG-16 pretrained on the ImageNet dataset
* VGG-16 pretrained on the RVL-CDIP dataset
* BERT pretrained on German texts
* LayoutXLM pretrained on multilingual document data

They are stored as zipped numpy arrays (e.g., "features/vgg_rvl.zip"). The file name serves as the unique key to link the digital documents to their corresponding events in the log. Details and references are provided in the associated article.

Finally, we also publish the exact data splits ("folds_and_splits.csv") that were used for model evaluation in the associated article.
DOI: 10.17632/d9nspdg986.1
title: Data from "Distinct fine-root responses to precipitation changes in herbaceous and woody plants: a meta-analysis"

description: Data for analyses in the article published in New Phytologist  (2020) 225: 1491–1499
DOI: 10.17632/sf7252ybwv.1
title: Dietary intakes before orthopaedic surgery

description: Regardless of the time available between the time of contemplation of surgery and the day of admission, a patient who eats healthy is reasonably more suitable for surgery than a patient who does not meet the daily requirements for energy and nutrients. A successful education for healthy food choices is one possible way to sustain the exercise therapy, improve recovery, and thus contribute to the patient’s long-term health. The expected benefits presuppose that the patient follows a healthy diet, but it is unclear which advice is needed to improve dietary choices. The dataset was used to stimulate the writing of the article "Healthy eating for elective major orthopedic surgery: quality, quantity, and timing", which was published in the Journal of Multidisciplinary Healthcare in 2023.
DOI: 10.17632/5f4wpzjjky.1
title: Briquettes

description: Briquettes properties of organic matter
DOI: 10.17632/y7yc7dyvhn.1
title: Replication: Do Coaches Stick With What Barely Worked? Evidence of Outcome Bias in Professional Sports

description: This data package replicates the results in: "Replication: Do Coaches Stick With What Barely Worked?
Evidence of Outcome Bias in Professional Sports". More information can be found in the associated paper.
DOI: 10.17632/y7yc7dyvhn.2
title: Replication: Outcome Bias

description: This data package replicates the results in: "Replication: Do Coaches Stick With What Barely Worked? Evidence of Outcome Bias in Professional Sports". More information can be found in the associated paper.
DOI: 10.17632/y7yc7dyvhn.3
title: Replication: Do Coaches Stick With What Barely Worked? Evidence of Outcome Bias in Different Sports

description: This data package replicates the results in: "Replication: Do Coaches Stick With What Barely Worked? Evidence of Outcome Bias in Different Sports". More information can be found in the associated paper.
DOI: 10.17632/y7yc7dyvhn.4
title: Replication: Do Coaches Stick With What Barely Worked? Evidence of Outcome Bias in Sports

description: This data package replicates the results in: "Replication: Do Coaches Stick With What Barely Worked? Evidence of Outcome Bias in Sports". More information can be found in the associated paper.
DOI: 10.17632/2ynj52mt9g.1
title: Supporting data of "Preferred orientation of Mnt reduces friction by holding water"

description: This is the data that supports the research reported in our paper entitled "Preferred orientation of montmorillonite reduces friction by holding water". 
The "*.plt" files are script files to be read from gnuplot.
DOI: 10.17632/yc2nz5f88b.1
title: EXPLORING THE STRUCTURE OF HOUSEHOLD SOCIAL CAPITAL IN RURAL VIETNAM

description: EXPLORING THE STRUCTURE OF HOUSEHOLD SOCIAL CAPITAL IN RURAL VIETNAM: APPLYING BAYESIAN NETWORK APPROACH
DOI: 10.17632/5pc8738cgd.1
title: ARCOVID database June 2023

description: Long COVID patients database
DOI: 10.17632/2ynj52mt9g.2
title: H. Sakuma, I. Katayama, K. Kawai and K. Tamura, 2023, Data release for "A small amount of water reduces the friction of the preferentially oriented montmorillonite gouge"

description: This is the data that supports the findings of our study presented in "A small amount of water reduces the friction of the preferentially oriented montmorillonite gouge" published in Applied Clay Science, 2023. 
The "*.plt" files are script files to be read from gnuplot.
DOI: 10.17632/v6kws68p8k.1
title: Leukemia inhibitory factor regulates Fibroblast growth factor receptor 4 transcription promoting cell survival and migration in gastric cancer

description: Gastric cancer (GC) is the fifth most common cancer and the third leading cause of cancer-related mortality worldwide. Despite its clinical relevance, the biological and molecular mechanisms underlying the development of GC remain poorly defined, and the available therapeutic options are inadequate.
DOI: 10.17632/rrvfhr7mzg.1
title: Copper and zinc isotopic compositions of seep carbonates: implication for paleo-methane seepage and paleoenvironment proxies

description: Raw data for all figures in the manuscript. Table 1 "Copper-zinc isotopic compositions of seep carbonates and reference materials"; Table 2 "Calculated authigenic Cu and Zn fractions and isotopic data of seep carbonates"; Table 3 "Bulk-rock major and trace element concentrations of the cold seep carbonates and rare earth element concentrations of the authigenic carbonate components".
DOI: 10.17632/kw6m6ztgh3.1
title: TIPI-valve hemodynamic measurements

description: This data contains measurements of various hemodynamic parameters within a hemodynamic testing device of the type HKP 2.0.
The tested valves include the data of a previous publication (TIPI 2.2) as well as a biological valve (BP => Edwards Perimount 23mm) and a mechanical valve (MP => 23 mm bileaflet valve, St. Jude Medical) as references as well as the three newly developed prototypes TIPI 3.1, 3.3 and 3.4.
DOI: 10.25403/upresearchdata.23587380
title: Land reform, land redistribution and proactive land acquistion strategy (PLAS)

description: This data seek to provide insights of proactive land acquisition strategy (PLAS) qualification criteria. The data also provides an understanding on how PLAS identify, select and allocate land to beneficiaries. It further provide an understanding on how this process of selecting beneficiaries impact on the lives of the people on the ground. Data was collected through literature and documents review, key informants unstructured interviews and also case study as a technique to bring about the empirical evidence and to explore in depth what is happening on the ground.
DOI: 10.25403/upresearchdata.23587380.v1
title: Land reform, land redistribution and proactive land acquistion strategy (PLAS)

description: This data seek to provide insights of proactive land acquisition strategy (PLAS) qualification criteria. The data also provides an understanding on how PLAS identify, select and allocate land to beneficiaries. It further provide an understanding on how this process of selecting beneficiaries impact on the lives of the people on the ground. Data was collected through literature and documents review, key informants unstructured interviews and also case study as a technique to bring about the empirical evidence and to explore in depth what is happening on the ground.
DOI: 10.25345/c5db7w12h
title: MassIVE MSV000092429 - Sensitivity tailored Data-independent acquisition for exploration of cell state heterogeneity
title: This repository contains the raw data for the mESC analyzed (Related to Figure 6 and 7)
DOI: 10.6084/m9.figshare.22128797
title: Salamanders cage experiment

description: Data of a cross environemnt experiment performed in the field. Explanations of the data reported are provided in the attached readme.txt file.
DOI: 10.6084/m9.figshare.22128797.v3
title: Salamanders cage experiment

description: Data of a cross environemnt experiment performed in the field. Explanations of the data reported are provided in the attached readme.txt file.
DOI: 10.6084/m9.figshare.22128797.v2
title: Salamanders cage experiment

description: Data of a cross environemnt experiment performed in the field
DOI: 10.6084/m9.figshare.23658450.v2
title: Act2Loc_Data&Code

description: Data and code for manuscript titled "Act2Loc: A Trajectory Generation Method by Combining Machine Learning and Mechanistic Models".
DOI: 10.5281/zenodo.8036481
title: Planetary boundaries for food systems

description: Global transfers of the national-scale transgression of planetary boundaries for food systems
DOI: 10.5281/zenodo.8036480
title: Planetary boundaries for food systems

description: Global transfers of the national-scale transgression of planetary boundaries for food systems
DOI: 10.34740/kaggle/dsv/6129356
title: Bikeshare excel dataset
DOI: 10.5281/zenodo.8143596
title: Spanish Workers' Statute Sentences Dataset

description: The Spanish Workers' Statute contains Spain's fundamental rules of labor law. It is divided into three main sections marked as "Titles". The initial title encompasses individual labor relationships, while the subsequent title covers the entitlements related to collective representation and workers' assemblies within companies. Lastly, the third title refers to collective bargaining and the agreements reached through such negotiations. In total, the three sections gather 92 articles. The dataset was obtained after automatically separating the raw Statute text into sentences and manually cleaning the partial result. This process leads to a dataset of 1235 sentences.
DOI: 10.5281/zenodo.8143595
title: Spanish Workers' Statute Sentences Dataset

description: The Spanish Workers' Statute contains Spain's fundamental rules of labor law. It is divided into three main sections marked as "Titles". The initial title encompasses individual labor relationships, while the subsequent title covers the entitlements related to collective representation and workers' assemblies within companies. Lastly, the third title refers to collective bargaining and the agreements reached through such negotiations. In total, the three sections gather 92 articles. The dataset was obtained after automatically separating the raw Statute text into sentences and manually cleaning the partial result. This process leads to a dataset of 1235 sentences.
DOI: 10.5519/qd.bfiyyqde
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (135 records)
DOI: 10.5281/zenodo.8099979
title: Model of a machine tool with relative movements

description: Matrices for a numerical model of a machine tool with different components moving relatively to each other during a simulated work process. For usage see RUNME.m and the MOR Wiki.
description: Funded by the German Research Foundation – Project-ID 174223256 – TRR 96.
DOI: 10.5281/zenodo.8099978
title: Model of a machine tool with relative movements

description: Matrices for a numerical model of a machine tool with different components moving relatively to each other during a simulated work process. For usage see RUNME.m and the MOR Wiki.
description: Funded by the German Research Foundation – Project-ID 174223256 – TRR 96.
DOI: 10.5281/zenodo.8143816
title: opuntiella_californica_scaffolds_01.fasta.gz

description: .
DOI: 10.5281/zenodo.8143815
title: opuntiella_californica_scaffolds_01.fasta.gz

description: .
DOI: 10.34740/kaggle/dsv/6129390
title: COVID Vaccination in World (updated daily)
DOI: 10.6084/m9.figshare.23654163
title: Katsi et al._Raw data and R code

description: FTIR spectra from herbaria pollen samples of the Cichoroideae subfamily (Asteraceae family) and subfossil samples from Lake Modewarre in Victoria, Australia.
DOI: 10.6084/m9.figshare.23654163.v1
title: Katsi et al._Raw data and R code

description: FTIR spectra from herbaria pollen samples of the Cichoroideae subfamily (Asteraceae family) and subfossil samples from Lake Modewarre in Victoria, Australia.
DOI: 10.6084/m9.figshare.23664822
title: Research data:

description: IF Points data, Morphology and statistical tests
DOI: 10.6084/m9.figshare.23664822.v2
title: Research data:

description: IF Points data, Morphology and statistical tests
DOI: 10.6084/m9.figshare.23664822.v1
title: Research data:

description: IF Points data, Morphology and statistical tests
DOI: 10.6084/m9.figshare.23676342
title: data

description: The submitted data include all raw data required for the study results as well as the measurement of scalar means, standard deviations, etc.
DOI: 10.6084/m9.figshare.23676342.v1
title: data

description: The submitted data include all raw data required for the study results as well as the measurement of scalar means, standard deviations, etc.
DOI: 10.5281/zenodo.8143410
title: Code for Edge Learning Using a Fully Integrated Neuro-Inspired Memristor Chip

description: Code for Edge Learning Using a Fully Integrated Neuro-Inspired Memristor Chip. These codes can also be accessed through GitHub: https://github.com/Tsinghua-LEMON-Lab/software_edge_learning_memristor_chip.git.
DOI: 10.5281/zenodo.8143409
title: Code for Edge Learning Using a Fully Integrated Neuro-Inspired Memristor Chip

description: Code for Edge Learning Using a Fully Integrated Neuro-Inspired Memristor Chip. These codes can also be accessed through GitHub: https://github.com/Tsinghua-LEMON-Lab/software_edge_learning_memristor_chip.git.
DOI: 10.2908/tet00009
title: International trade of machinery and transport equipment (SITC 7), by reporting country
title: Commerce international de machines et matériel de transport (CTCI 7), par pays déclarant
title: Internationaler Handel von Maschinenbauerzeugnisse und Fahrzeuge (SITC 7), nach Meldeland

description: Die Einfuhren sind wertmäßig und als cif-Wert (Kosten, Versicherung, Fracht) angegeben. Die Ausfuhren sind wertmäßig und als fob-Wert (frei an Bord) angegeben. Handelsbilanz=Ausfuhren-Einfuhren.
description: Imports are expressed in value terms and measured cif (cost, insurance, freight). Exports are expressed in value terms and measured fob (free on board). Balance = export - import
description: Les importations sont exprimées en valeur et mesurées caf (coût, assurance et fret). Les exportations sont exprimées en valeur et mesurées fab (franco à bord). Solde = exportations - importations.
DOI: 10.2908/tet00010
title: International trade of other manufactured goods (SITC 6+8), by reporting country
title: Commerce international d'autres articles manufacturés (CTCI 6 + 8), par pays déclarant
title: Internationaler Handel von sonstige bearbeitete Waren (SITC 6+8), nach Meldeland

description: Die Einfuhren sind wertmäßig und als cif-Wert (Kosten, Versicherung, Fracht) angegeben. Die Ausfuhren sind wertmäßig und als fob-Wert (frei an Bord) angegeben. Handelsbilanz=Ausfuhren-Einfuhren.
description: Imports are expressed in value terms and measured cif (cost, insurance, freight). Exports are expressed in value terms and measured fob (free on board). Balance = export - import
description: Les importations sont exprimées en valeur et mesurées caf (coût, assurance et fret). Les exportations sont exprimées en valeur et mesurées fab (franco à bord). Solde = exportations - importations.
DOI: 10.2908/tet00014
title: Extra-EU27 (from 2020) trade of food, drinks and tobacco (SITC 0+1), by Member State
title: Commerce extra-UE27 (à partir de 2020) de produits alimentaires, boissons et tabac (CTCI 0+1), par Etats membres
title: Extra-EU27 (ab 2020)-Handel von Nahrungsmittel, Getränke und Tabak (SITC 0+1), nach Mitgliedstaaten

description: Die Tabelle zeigt den Anteil der Mitgliedstaaten am extra-Handel der EU27 (ab 2020) für diese Producktgruppe. Die Einfuhren sind wertmäßig und als cif-Wert (Kosten, Versicherung, Fracht) angegeben. Die Ausfuhren sind wertmäßig und als fob-Wert (frei an Bord) angegeben. Handelsbilanz=Ausfuhren-Einfuhren.
description: The table shows the Member States' contribution to the extra-EU27 (from 2020) trade for that product group. Imports are expressed in value terms and measured cif (cost, insurance, freight). Exports are expressed in value terms and measured fob (free on board). Balance = export - import.
description: Le tableau montre la contribution des Etats membres au commerce extra-UE27 (à partir de 2020) pour ce groupe de produit. Les importations sont exprimées en valeur et mesurées caf (coût, assurance et fret). Les exportations sont exprimées en valeur et mesurées fab (franco à bord). Solde = exportations - importations.
DOI: 10.2908/tet00015
title: Extra-EU27 (from 2020) trade of raw materials (SITC 2+4), by Member State
title: Commerce extra-UE27 (à partir de 2020) de produits de base (CTCI 2+4), par Etats membres
title: Extra-EU27 (ab 2020)-Handel von Grundstoffe (SITC2+4), nach Mitgliedstaaten

description: Die Tabelle zeigt den Anteil der Mitgliedstaaten am extra-Handel der EU27 (ab 2020) für diese Producktgruppe. Die Einfuhren sind wertmäßig und als cif-Wert (Kosten, Versicherung, Fracht) angegeben. Die Ausfuhren sind wertmäßig und als fob-Wert (frei an Bord) angegeben. Handelsbilanz=Ausfuhren-Einfuhren.
description: The table shows the Member States' contribution to the extra-EU27 (from 2020) trade for that product group. Imports are expressed in value terms and measured cif (cost, insurance, freight). Exports are expressed in value terms and measured fob (free on board). Balance = export - import.
description: Le tableau montre la contribution des Etats membres au commerce extra-UE27 (à partir de 2020) pour ce groupe de produit. Les importations sont exprimées en valeur et mesurées caf (coût, assurance et fret). Les exportations sont exprimées en valeur et mesurées fab (franco à bord). Solde = exportations - importations.
DOI: 10.2908/tet00016
title: Extra-EU27 (from 2020) trade of mineral fuels, lubricants and related materials (SITC 3), by Member State
title: Commerce extra-UE27 (à partir de 2020) de combustibles minéraux, lubrifiants et produits annexes (CTCI 3), par Etats membres
title: Extra-EU27 (ab 2020)-Handel von mineralische Brennstoffe, Schmiermittel und verwandte Erzeugnisse (SITC 3), nach Mitgliedstaaten

description: Die Tabelle zeigt den Anteil der Mitgliedstaaten am extra-Handel der EU27 (ab 2020) für diese Producktgruppe. Die Einfuhren sind wertmäßig und als cif-Wert (Kosten, Versicherung, Fracht) angegeben. Die Ausfuhren sind wertmäßig und als fob-Wert (frei an Bord) angegeben. Handelsbilanz=Ausfuhren-Einfuhren.
description: The table shows the Member States' contribution to the extra-EU27 (from 2020) trade for that product group. Imports are expressed in value terms and measured cif (cost, insurance, freight). Exports are expressed in value terms and measured fob (free on board). Balance = export - import.
description: Le tableau montre la contribution des Etats membres au commerce extra-UE27 (à partir de 2020) pour ce groupe de produit. Les importations sont exprimées en valeur et mesurées caf (coût, assurance et fret). Les exportations sont exprimées en valeur et mesurées fab (franco à bord). Solde = exportations - importations.
DOI: 10.2908/tet00017
title: Extra-EU27 (from 2020) trade of chemicals and related products (SITC 5), by Member State
title: Commerce extra-UE27 (à partir de 2020) produits chimiques et connexes (CTCI 5), par Etats membres
title: Extra-EU27 (ab 2020)-Handel von chemische Erzeugnisse (SITC 5), nach Mitgliedstaaten

description: Die Tabelle zeigt den Anteil der Mitgliedstaaten am extra-Handel der EU27 (ab 2020) für diese Producktgruppe. Die Einfuhren sind wertmäßig und als cif-Wert (Kosten, Versicherung, Fracht) angegeben. Die Ausfuhren sind wertmäßig und als fob-Wert (frei an Bord) angegeben. Handelsbilanz=Ausfuhren-Einfuhren.
description: The table shows the Member States' contribution to the extra-EU27 (from 2020) trade for that product group. Imports are expressed in value terms and measured cif (cost, insurance, freight). Exports are expressed in value terms and measured fob (free on board). Balance = export - import.
description: Le tableau montre la contribution des Etats membres au commerce extra-UE27 (à partir de 2020) pour ce groupe de produit. Les importations sont exprimées en valeur et mesurées caf (coût, assurance et fret). Les exportations sont exprimées en valeur et mesurées fab (franco à bord). Solde = exportations - importations.
DOI: 10.2908/tet00019
title: Extra-EU27 (from 2020) trade of machinery and transport equipment (SITC 7), by Member State
title: Commerce extra-UE27 (à partir de 2020) de machines et matériel de transport (CTCI 7), par Etats membres
title: Extra-EU27 (ab 2020)-Handel von Maschinenbauerzeugnisse und Fahrzeuge (SITC 7), nach Mitgliedstaaten

description: Die Tabelle zeigt den Anteil der Mitgliedstaaten am extra-Handel der EU27 (ab 2020) für diese Producktgruppe. Die Einfuhren sind wertmäßig und als cif-Wert (Kosten, Versicherung, Fracht) angegeben. Die Ausfuhren sind wertmäßig und als fob-Wert (frei an Bord) angegeben. Handelsbilanz=Ausfuhren-Einfuhren.
description: The table shows the Member States' contribution to the extra-EU27 (from 2020) trade for that product group. Imports are expressed in value terms and measured cif (cost, insurance, freight). Exports are expressed in value terms and measured fob (free on board). Balance = export - import.
description: Le tableau montre la contribution des Etats membres au commerce extra-UE27 (à partir de 2020) pour ce groupe de produit. Les importations sont exprimées en valeur et mesurées caf (coût, assurance et fret). Les exportations sont exprimées en valeur et mesurées fab (franco à bord). Solde = exportations - importations.