cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/n99pxfpf4x
title: Supporting Evidence-Based Software Package Selection in Python: Data, Scripts, and Evaluation

description: This dataset accompanies the study on data-driven software package selection in the Python ecosystem and supports the design, development, and evaluation of the PySelect system. It includes all relevant materials generated and used throughout the research process.

The repository provides the full results of our large-scale analysis of nearly 800K Python scripts, including frequency distributions, package availability metrics, and domain keyword summaries. It also contains the complete set of data collection and analysis scripts used to extract, normalize, and structure the raw repository data. These scripts were used to process metadata, parse import statements, and generate the knowledge base used in the PySelect system.

In addition to the empirical data, we include the outputs from the experimental evaluation of the pipelines, which assess the correctness and performance of the extraction procedures. The repository also contains the indexed knowledge base files generated from normalized usage and domain features, which form the foundation of the recommendation functionality.

To support transparency in the conceptual foundations of the system, we provide the literature study compiled during the research, which outlines key themes and related work in software reuse, package recommendation, and empirical software engineering. Finally, all materials from the user study are included, such as survey instruments, anonymized participant responses, and analysis results based on the Technology Acceptance Model (TAM).

This archive is intended to support replication, critical review, and further research on empirical approaches to developer tooling and software dependency management. All content is provided for reuse under the accompanying license.
DOI: 10.3535/75b-g2s-4mm
title: Ziziphora capitata L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ls8-vza-k3m
title: Searsia tripartita (Ucria) Moffett

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/kj2-m5j-l3t
title: Nepeta italica L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.17632/n99pxfpf4x.1
title: Supporting Evidence-Based Software Package Selection in Python: Data, Scripts, and Evaluation

description: This dataset accompanies the study on data-driven software package selection in the Python ecosystem and supports the design, development, and evaluation of the PySelect system. It includes all relevant materials generated and used throughout the research process.

The repository provides the full results of our large-scale analysis of nearly 800K Python scripts, including frequency distributions, package availability metrics, and domain keyword summaries. It also contains the complete set of data collection and analysis scripts used to extract, normalize, and structure the raw repository data. These scripts were used to process metadata, parse import statements, and generate the knowledge base used in the PySelect system.

In addition to the empirical data, we include the outputs from the experimental evaluation of the pipelines, which assess the correctness and performance of the extraction procedures. The repository also contains the indexed knowledge base files generated from normalized usage and domain features, which form the foundation of the recommendation functionality.

To support transparency in the conceptual foundations of the system, we provide the literature study compiled during the research, which outlines key themes and related work in software reuse, package recommendation, and empirical software engineering. Finally, all materials from the user study are included, such as survey instruments, anonymized participant responses, and analysis results based on the Technology Acceptance Model (TAM).

This archive is intended to support replication, critical review, and further research on empirical approaches to developer tooling and software dependency management. All content is provided for reuse under the accompanying license.
DOI: 10.17632/x6rbrwgzxk
title: A dataset for "Characterizing power output, thermal evolution, and bead geometry in wire-arc directed energy deposition under constant-power control"
DOI: 10.3535/d5l-kev-ez4
title: Galium aparine L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/yb3-jk6-ca9
title: Centranthus longiflorus Steven

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/q2w-hrr-6c5
title: Thymelaea hirsuta (L.) Endl.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/rvt-fes-qd6
title: Carex secalina Willd. ex Wahlenb.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.17632/x6rbrwgzxk.1
title: A dataset for "Characterizing power output, thermal evolution, and bead geometry in wire-arc directed energy deposition under constant-power control"
DOI: 10.3535/1px-gz2-0pt
title: Salvia sclarea L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/mhg-2jj-sk4
title: Jasione montana L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/sby-lnx-f9z
title: Carex fritschii Waisb.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/epc-l9z-hev
title: Allium lehmannii Lojac.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/vj8-e2y-9hh
title: Galium mollugo L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/3lw-v6t-5b3
title: Solanum dulcamara L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/qps-hqn-2rx
title: Allium lehmannii Lojac.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/xbl-d86-waj
title: Trifolium angustifolium L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/f2a-g4x-7c0
title: Hypericum perforatum L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ld8-f5a-e94
title: Linum bienne Mill.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/cah-hv3-q7b
title: Panicum miliaceum L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/k1a-ewx-1hg
title: Spergularia fimbriata Boiss. & Reut.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/5fl-1zr-mbd
title: Chaerophyllum nodosum (L.) Crantz

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/bqa-7k3-ycp
title: Carex L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.17632/skps9txdkm.1
title: Daily Weather Data from 14 Stations across the Southern Tamaulipas Urban Zone: Supplementary to MoCaALTAMA Air Quality Monitoring

description: These datasets contain monthly average meteorological data collected from 14 Automatic Weather Stations (EMAs) located in the Southern Tamaulipas, Mexico (Tampico, Ciudad Madero, and Altamira). The recorded variables include temperature (°C), dew point (°C), relative humidity (%), wind speed (km/h), atmospheric pressure (hPa), and accumulated precipitation (mm).

The data were originally sourced from the Weather Underground platform, where measurements are recorded at 5-minute intervals and can be retrieved as daily, weekly, or monthly averages. However, data availability may vary due to station outages or device removal from the platform. To ensure continuous and reliable access, this repository compiles and preserves the datasets covering the period from October 2023 to June 2025.

The wind direction dataset from the EMAs was calculated as monthly averages based on the available daily measurements. Some data points are missing due to various factors, such as electrical interruptions or natural wear and tear, common in this coastal region due to high salinity and humidity. The wind vane, the most commonly used device for wind direction measurement, is particularly prone to malfunctioning under these conditions. Therefore, monthly average wind directions were computed from the available data only.
To indicate data coverage and reliability, the following labels are used:

(a) nearly complete monthly data (24 to 30 data points),
(b) most of the month, with approximately one week of scattered missing data (16 to 23 data points),
(c) approximately half of the monthly data (11 to 15 data points),
(d) very limited data, less than 10 data points, roughly one week or less.

For additional information, you may contact Dr. Felipe Caballero (fcaballero@ipn.mx) or M.I.A. Mireya del Socorro Ovando Rocha (movando@utaltamira.edu.mx).
DOI: 10.3535/aas-9p1-b31
title: Gladiolus illyricus W.D.J.Koch

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/pgv-qyp-kbk
title: Rubus sanctus Schreb.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/674-tt7-3sn
title: Petrorhagia saxifraga (L.) Link

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/hkm-br1-dgm
title: Secale strictum (C.Presl) C.Presl

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.5281/zenodo.16537675
title: Diverse tropical forests are more stable than monocultured rubber plantations

description: The data and code used for the manuscript which titled "Diverse tropical forests are more stable than monocultured rubber plantations" and submitted to GRL.

Figure 1

H:\Rubber_vs_EBF\Continued_2025\Calculation\GPP_Average\Step3_Time_Series_Plot.m

H:\Rubber_vs_EBF\Continued_2025\Calculation\GPP_Average\Step4_GPP_Latitudinal_Binning.m

 

Figure 2

H:\Rubber_vs_EBF\Continued_2025\Calculation_Proposal\B\Analysis\Drawing_Latitude_Boxplot_AbsStability.m

Figure 3

H:\Rubber_vs_EBF\Continued_2025\Calculation_Proposal\B\Analysis\Step3_Drawing_Griant.m

Figure S2

.\Code_Data\Data\Resampling_Data\Rubbers\Step_5.m

Figure S3 

H:\Rubber_vs_EBF\Continued_2025\Calculation_Proposal\A\GPP_Calculation\Step2_GPP_Latitudinal_Binning.m

Figure S4

H:\Rubber_vs_EBF\Continued_2025\Calculation_Proposal\A\GPP_Calculation\Step1_Annual_GPP_Latitudinal.m

Figure S6

H:\Rubber_vs_EBF\Continued_2025\Calculation_Proposal\A\GPP_Calculation\ Step2_GPP_Correlation_Heatmap.m

Figure S7

H:\Rubber_vs_EBF\Continued_2025\Calculation_Proposal\A\All_Stability_Correlation_Heatmap.m

Figure S8

H:\Rubber_vs_EBF\Continued_2025\Calculation\Uncertainty_Analysis\Products_Stability_Latitudinal_Grid_Absolute.m

Figure S10 ~ S15

H:\Rubber_vs_EBF\Continued_2025\Calculation\Climate_Graint_Analysis\Step3_Drawing_Environmental_Factor_Combined_Groups_Boxplot.m

Figure S16 & Figure S17

H:\Rubber_vs_EBF\Continued_2025\Calculation\Uncertainty_Analysis\ARx_Time_Series_Sensitivity_Analysis_Improved.m

Figure S5 & Figure S9

.\Code_Data\Data\Default.gdb
DOI: 10.5281/zenodo.16537676
title: Diverse tropical forests are more stable than monocultured rubber plantations

description: The data and code used for the manuscript which titled "Diverse tropical forests are more stable than monocultured rubber plantations" and submitted to GRL.

Figure 1

H:\Rubber_vs_EBF\Continued_2025\Calculation\GPP_Average\Step3_Time_Series_Plot.m

H:\Rubber_vs_EBF\Continued_2025\Calculation\GPP_Average\Step4_GPP_Latitudinal_Binning.m

 

Figure 2

H:\Rubber_vs_EBF\Continued_2025\Calculation_Proposal\B\Analysis\Drawing_Latitude_Boxplot_AbsStability.m

Figure 3

H:\Rubber_vs_EBF\Continued_2025\Calculation_Proposal\B\Analysis\Step3_Drawing_Griant.m

Figure S2

.\Code_Data\Data\Resampling_Data\Rubbers\Step_5.m

Figure S3 

H:\Rubber_vs_EBF\Continued_2025\Calculation_Proposal\A\GPP_Calculation\Step2_GPP_Latitudinal_Binning.m

Figure S4

H:\Rubber_vs_EBF\Continued_2025\Calculation_Proposal\A\GPP_Calculation\Step1_Annual_GPP_Latitudinal.m

Figure S6

H:\Rubber_vs_EBF\Continued_2025\Calculation_Proposal\A\GPP_Calculation\ Step2_GPP_Correlation_Heatmap.m

Figure S7

H:\Rubber_vs_EBF\Continued_2025\Calculation_Proposal\A\All_Stability_Correlation_Heatmap.m

Figure S8

H:\Rubber_vs_EBF\Continued_2025\Calculation\Uncertainty_Analysis\Products_Stability_Latitudinal_Grid_Absolute.m

Figure S10 ~ S15

H:\Rubber_vs_EBF\Continued_2025\Calculation\Climate_Graint_Analysis\Step3_Drawing_Environmental_Factor_Combined_Groups_Boxplot.m

Figure S16 & Figure S17

H:\Rubber_vs_EBF\Continued_2025\Calculation\Uncertainty_Analysis\ARx_Time_Series_Sensitivity_Analysis_Improved.m

Figure S5 & Figure S9

.\Code_Data\Data\Default.gdb
DOI: 10.3535/hn2-wyl-1e6
title: Carex distans L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/546-ebv-s3h
title: Hedera helix L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/6k8-w9j-j3c
title: Trifolium arvense L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/cez-hdv-3e0
title: Juncus articulatus L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/sea-lkr-h5k
title: Geranium lucidum L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.25824/redu/r15pfj
title: Attention-based topics

description: This dataset showcases the results obtained by the so-called Attention-based Topics (ABT) method which aims to identify themes covered by collections of sentences. In each run, the method produces a set of topics in which each topic is associated with a set of its constituent sentences and a set of its most representative words. ABT is parameterized to execute using different language models as a base to produce the topics. Hence, this output dataset contains the results obtained by the usage of the following language models: Envoy, BERT, BioBERT, BART and all-mpnet. The experiments ´produced a range of 1 up to 200 topics. In this case study we have used as input a collection of 10538 clinical case reports extracted from the CliCR corpus, available at http://github.com/clips/clicr. A clinical case is a detailed assessment that focuses on patients for different reasons - e.g., epidemiology, clinical studies, rare diseases or others.
DOI: 10.3535/pga-fye-a5a
title: Teucrium flavum L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/y7d-std-y2w
title: Gypsophila arrostii Guss.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/zxb-57x-3n8
title: Limoniastrum monopetalum (L.) Boiss.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/3g1-f1x-10a
title: Sideritis romana L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/skn-yrr-jnc
title: Fittonia albivenis (Lindl. ex Veitch) Brummitt

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.17632/g76phvk5vp.1
title: Supplemental Material: Identification of SNPs associated with serum acute phase proteins during the transition period in dairy cows

description: Supplemental Material for manuscript "Identification of SNPs associated with serum acute phase proteins during the transition period in dairy cows".
DOI: 10.3535/m07-n8b-3ma
title: Herpetacanthus Nees

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/n2q-v72-p9j
title: Ziziphora capitata L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/aqm-mrm-ylg
title: Sorocea steinbachii C. C. Berg

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/tfr-7b1-g34
title: Teucrium polium L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/r62-za9-ep2
title: Melilotus officinalis (L.) Lam.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/yc3-435-25x
title: Loranthaceae Juss.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/fag-x40-115
title: Origanum acutidens (Hand.-Mazz.) Ietsw.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/h2s-bth-fjl
title: Medicago sativa L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/exk-grd-5vm
title: Leiotulus secacul subsp. secacul

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/qye-03p-pnm
title: Melilotus albus Medik.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/fak-38r-x7w
title: Aria graeca (Lodd. ex Spach) M. Roem.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/n8f-77k-szg
title: Aria edulis (Willd.) M. Roem.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/wnz-xzq-a4e
title: Silene sicula Ucria

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/56q-yaf-zjg
title: Silene bellidifolia Juss. ex Jacq.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/f6x-nss-q5a
title: Eryngium creticum Lam.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/dmd-ah9-1zl
title: Scandix pecten-veneris L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/el9-k86-vct
title: Thinopyrum intermedium subsp. intermedium

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/3qk-3j3-l14
title: Anarrhinum forskaohlii subsp. forskaohlii

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/fxx-8j6-nm1
title: Alchemilla L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/r28-rg4-hkh
title: Anthriscus sylvestris subsp. sylvestris

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/s53-sh7-kg4
title: Gordonia fruticosa (Schrad.) H. Keng

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/hzy-nj7-yfx
title: Rosa sempervirens L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/s3f-kjb-86y
title: Holcus mollis L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/f91-tba-phc
title: Eremogone gypsophiloides (L.) Fenzl

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/tjf-xl5-5lc
title: Dichodon davuricum (Fisch. ex Spreng.) Á. Löve & D. Löve

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/mm0-cb1-xas
title: Palicourea crocea (Sw.) Schult.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/6z5-z38-kej
title: Torilis nodosa (L.) Gaertn.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/sz3-t3w-5qc
title: Valerianella eriocarpa Desv.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/8cq-qr0-x9x
title: Daphne kurdica (Bornm.) Bornm.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/wb9-f5l-8yh
title: Aegopodium decumbens (Thunb.) Pimenov & Zakharova

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/th4-brq-fl7
title: Prunus L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/yrg-ma8-k5v
title: Scandix pecten-veneris L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/k8p-plm-exm
title: Galium tricornutum Dandy

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/r6b-3vr-vgd
title: Equisetum ramosissimum Desf.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/74g-8lt-3j0
title: Fraxinus angustifolia Vahl

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/wb0-yxa-5zj
title: Centaurium erythraea Rafn

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/bj9-tgc-8gm
title: Isolepis cernua (Vahl) Roem. & Schult.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.u66dzx
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061698-250717081556266/datasets/export for details.
DOI: 10.3535/98a-8p1-qpe
title: Senecio siculus All.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/br7-qqm-9lw
title: Samolus valerandi L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/axf-afk-7sr
title: Inula montana L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/czh-vbx-xrl
title: Sebastiania Spreng.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/e66-2zm-xjp
title: Carex divisa Huds.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/yvq-jyg-htz
title: Stachys viscosa Montbret & Aucher ex Benth.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/0k7-hpa-vvc
title: Tanacetum albipannosum Hub.-Mor. & Grierson

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/72j-znx-xyv
title: Orlaya daucoides (L.) Greuter

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ctj-m8d-4wf
title: Setaria P.Beauv.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/k1g-7s1-1b3
title: Epilobium montanum L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/kmp-kck-6sq
title: Secale strictum (C.Presl) C.Presl

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/xns-jpv-g26
title: Rosularia libanotica (Labill.) Muirhead

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.5281/zenodo.16422367
title: UAV-SfM Ground Orthomosaic Hainich

description: The dataset comprises a high-resolution RGB orthomosaic captured by an unoccupied aerial vehicle (UAV), containing only forest floor information from the Huss site in Hainich National Park, Germany.

The UAV RGB imagery was acquired using a DJI Phantom 4 Pro on April 2, 2020. A real-time kinematic (RTK) sensor, in combination with the SAPOS positioning service, was used to georeference the data. The RGB images were processed using a Structure-from-Motion (SfM) workflow implemented the software Agisoft Metashape.

The resulting SfM point cloud was terrain-normalized and filtered. Points with heights between -0.5 m and 5.0 m were rasterized to generate the ground orthomosaic.