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Evaluation datasets and results of the paper "A Framework for Measuring the Quality of Business Process Simulation Models"
<p>Datasets and files used in the evaluation of the publication entitled "A Framework for Measuring the Quality of Business Process Simulation Models", where:</p> <ul> <li><strong><em>BPS-models/</em></strong>: folder containing the BPS models used in the evaluation (the BPS models discovered by ServiceMiner are not included due to privacy reasons). <ul> <li>The BPS models discovered by SIMOD are composed of <em>i)</em> a BPMN file with the process model structure, and <em>ii)</em> a JSON file with the parameters of the simulation. These files correspond to the format of Prosimos simulation engine (<a href="https://prosimos.cloud.ut.ee/">https://prosimos.cloud.ut.ee/</a>).</li> <li>The BPS models of the Loan Application and Procure to Pay processes are composed of a BPMN file with both the process model structure and parameters, corresponding to the format of the BIMP simulator used in APROMORE (<a href="https://apromore.com/">https://apromore.com/</a>).</li> </ul> </li> <li><em><strong>measures/</strong></em>: folder containing the distance values of each measure reported in the paper.</li> <li><em><strong>original-event-logs/</strong></em>: folder containing the (train and test) event logs used in the evaluation.</li> <li><em><strong>simulated-logs/</strong></em>: folder containing the simulated logs evaluated in the paper (synthetic, SIMOD, and ServiceMiner).</li> <li><em><strong>ComputeLogDistance.py</strong></em>: script to compute the distance measures proposed in the paper.</li> </ul> <p> </p> <p>To evaluate the distance measures of a set of simulated event logs in the folder <em>simulated_logs/</em> against the test log <em>test_event_log.csv.gz</em>, run:<br><em> python ComputeLogDistance.py -cfld test_event_log.csv.gz simulated_logs/</em></p> <p>*The flag <em>-cfld</em> is optional, due to the high computational complexity of the CFLD measure.</p> <p><strong>WARNING</strong>: set the column names of each log accordingly (where <em>log_1_ids</em> are the IDs of the test log, and <em>log_2_ids</em> the IDs of the simulated logs). Examples:</p> <pre><code># Column IDs for the (train/test) real-life logs, and the SIMOD simulated logs. EventLogIDs( case='case_id', activity='activity', start_time='start_time', end_time='end_time', resource='resource' ) # Column IDs for the Loan Application and Procure to Pay simulated logs. EventLogIDs( case='case_id', activity='activity', start_time='Start_Time', end_time='End_Time', resource='resource' ) # Column IDs for the ServiceMiner simulated logs. EventLogIDs( case='case_id', activity='Activity', start_time='start_time', end_time='end_time', resource='Resource' )</code></pre> <p> </p>
On the Role of Physical Processes in Controlling Equatorial Plasma Bubble Morphology
<p>Dataset for the paper entitled "On the Role of Physical Processes in Controlling Equatorial Plasma Bubble Morphology" submitted to the Journal of Geophysical Research: Space Physics.</p>
Process Run Crate specification
<p><strong>Web version:</strong> <a href="https://w3id.org/ro/wfrun/process/0.5">https://w3id.org/ro/wfrun/process/0.5</a></p> <p>This specification is part of a collection of <a href="https://w3id.org/ro/crate/">RO-Crate</a> profiles for capturing the provenance of an execution of a computational workflow. Process Run Crate can be used to describe the execution of one or more tools that contribute to the same computation.</p>
Fig 2 in Growth performance, nutrient utilization and survival rate of Clarias gariepinus fed varied inclusion of processed Moringa oleifera diets
Fig 2: Biweekly growth performance of Clarias gariepinus fed 3% and 5% inclusion of Moringa Processed diets
Dataset: Automatic Data Processing, Inc. (ADP) Stock Performance
This dataset provides historical stock market performance data for specific companies. It enables users to analyze and understand the past trends and fluctuations in stock prices over time. This information can be utilized for various purposes such as investment analysis, financial research, and market trend forecasting.
Dataset: Automatic Data Processing, Inc. (ADP) Stock Performance
This dataset provides historical stock market performance data for specific companies. It enables users to analyze and understand the past trends and fluctuations in stock prices over time. This information can be utilized for various purposes such as investment analysis, financial research, and market trend forecasting.
Dataset: First Trust Indxx Innovative Transaction & Process ETF (LEGR) Stock Performance
This dataset provides historical stock market performance data for specific companies. It enables users to analyze and understand the past trends and fluctuations in stock prices over time. This information can be utilized for various purposes such as investment analysis, financial research, and market trend forecasting.
Figs 5A–I in A Study on Resting Cysts of an Oxytrichid Soil Ciliate, Rigidohymena quadrinucleata (Dragesco and Njine, 1971) Berger, 2011 (Ciliophora, Hypotrichia), Including Notes on its Encystation and Excystation Process
Figs 5A–I. Rigidohymena quadrinucleata, resting cysts and excystants in the light microscope, the rare mode of excystation. A–E – the beginning of excystation with formation of excystation vacuole and the cyst wall ruptures under the pressure of excystant and excystation vacuole (circular area marks the individual protuberances that were separated from the cyst wall, arrowhead marks regenerating ciliature); F–I – during the rare excystation mode, the regenerating excystant breaks the transparent membrane first, inside the resting cyst. CW – cyst wall, EV – excystation vacuole, EX – excystant, MA – macronucleus, TM – transparent membrane, TS – transparent space. Scale bars: 30 μm.
Figs 1A–D in A Study on Resting Cysts of an Oxytrichid Soil Ciliate, Rigidohymena quadrinucleata (Dragesco and Njine, 1971) Berger, 2011 (Ciliophora, Hypotrichia), Including Notes on its Encystation and Excystation Process
Figs 1A–D. Rigidohymena quadrinucleata, trophic specimen and schematic illustrations of morphology of resting cysts. A – ventral view of a representative trophic specimen from the studied Slovak population; B – illustration of resting cyst based on transmission electron microscopy investigations; C, D – illustrations of young and mature resting cysts based on light microscopy investigations. 1–6 – six fronto-ventral-transverse cirral rows, AV – autophagic vacuole, AZM – adoral zone of membranelles, CC – caudal cirri, CS – "curious structures", CV – contractile vacuole, CX – cortex, EC – ectocyst, EM – endoral membrane, EN – endocyst, FV – food vacuole, LMR – left marginal cirral row, M – mitochondria, MA – macronucleus, MC – mesocyst, MI – micronucleus, MT – metacyst, PM – paroral membrane, RMR – right marginal cirral rows, SP – spine-like protuberances, TC – transverse cirri. Scale bars: 25 µm (A); 5 µm (B); 25 µm (C, D).
Data for: "A test of the mechanistic process behind the convergent agonistic character displacement hypothesis"
<p><strong>Abstract</strong></p> <p><span>In this era of rapid global change, understanding the mechanisms that enable or prevent species from co-occurring has assumed new urgency. The convergent agonistic character displacement (CACD) hypothesis posits that signal similarity enables co-occurrence of ecological competitors by promoting aggressive interactions that reduce interspecific territory overlap and hence, exploitative competition. In northwestern Switzerland, ca. 10% of <em>Phylloscopus sibilatrix</em> produce songs containing syllables that are typical of their co-occurring sister species, P. bonelli (“mixed singers”). To examine whether the consequences of P. sibilatrix mixed singing are consistent with CACD, we combined a playback experiment and an analysis of interspecific territory overlap. Although P. bonelli reacted more aggressively to playback of mixed P. sibilatrix song than to playback of typical P. sibilatrix song, interspecific territory overlap was not reduced for mixed singers. Thus, the CACD hypothesis was not supported, which stresses the importance of distinguishing between interspecific aggressive interactions and their presumed spatial consequences. </span></p> <p><span> </span></p>
Fig. 1 in The Influence Of Thermal Preadaptation On Some Oxidative Processes In The First Leaves Of Wheat Seedlings (Triticum Aestivum L.) Under Heat Stress
Fig. 1. The rate of superoxide (O2˙ˉ) production (µmol/h) in the etiolated first leaves at the early (from 4th to 5th days) and late (from 7th to 8th days) stages of seedlings development.
Fig. 2 in The Influence Of Thermal Preadaptation On Some Oxidative Processes In The First Leaves Of Wheat Seedlings (Triticum Aestivum L.) Under Heat Stress
Fig. 2. Catalase activity in the etiolated first leaves at the early (from 4th to 5th days) and late (from 7th to 8th days) stages of seedling development.
Fig. 4 in The Influence Of Thermal Preadaptation On Some Oxidative Processes In The First Leaves Of Wheat Seedlings (Triticum Aestivum L.) Under Heat Stress
Fig. 4. Catalase activity in the etiolated first leaves at the (A) early (from 4th to 5th days) and (B) late (from 7th to 8th days) stages of seedling development (C ‒ control 26oC; E ‒ 26oC → 32oC; E1 ‒ 32o→42oC; E2 ‒ 26oC → 42oC).
Fig. 3 in The Influence Of Thermal Preadaptation On Some Oxidative Processes In The First Leaves Of Wheat Seedlings (Triticum Aestivum L.) Under Heat Stress
Fig. 3. The rate of superoxide (O2˙ˉ) production (µmol/h) in the etiolated first leaves at the (A) early (from 4th to 5th days) and (B) late (from 7th to 8th days) stages of seedlings development (C ‒ control 26oC; E ‒ 26oC → 32oC; E1 ‒ 32o→42oC; E2 ‒ 26oC → 42oC).
FIGURE 12. A in A new approach to the systematics of Laeviprosopon (Brachyura: Homolidae), with remarks on the molting process of early brachyurans
FIGURE 12. A - Doerflesia ornata Feldmann and Schweitzer, 2009, carapace (NHMW 2007z0149/0015); B - Tenuihomola ortwini Feldmann and Schweitzer, 2009, lateral view (NHMW 2007z0149/0017); C - Tenuihomola ortwini, carapace (NHMW 2007z0149/0017). Scale bars equal 1.0 mm.
FIGURE 11. A in A new approach to the systematics of Laeviprosopon (Brachyura: Homolidae), with remarks on the molting process of early brachyurans
FIGURE 11. A - probable molting line (dashed line) of Jurassic Homolodromioidea exemplified by Tanidromites montreuilensis; B - molting lines of the Jurassic homoloid Laeviprosopon laeve; C - molting lines in Cretaceous Homoloidea exemplified by Homolopsis edwardsii (Bell, 1863).
FIGURE 6. Laeviprosopon fraasi A - NHMW 1990 in A new approach to the systematics of Laeviprosopon (Brachyura: Homolidae), with remarks on the molting process of early brachyurans
FIGURE 6. Laeviprosopon fraasi A - NHMW 1990/0041/3295, Ernstbrunn; B - NHMW 1990/0041/4051, Ernstbrunn; C - holotype, BSP AS III 309, Štramberk; D - NHMW 1990/0041/3295; E - NHM W1990/0041/4051; F - holotype, BSP AS III 309. Orbital margin marked with an arrow. lh – linea homolica. Scale bars equal 1.0 mm.
FIGURE 5 in A new approach to the systematics of Laeviprosopon (Brachyura: Homolidae), with remarks on the molting process of early brachyurans
FIGURE 5. Laeviprosopon laeve, specimens interpreted as molts with molting lines similar to linea homolica A - SMNS 70527/3 (Oberböhringen); B - SMNS 70527/4 (Oberböhringen); C - I-F/MP/6275/1599/12 (Niegowonice); D - SMNS 70527/1 (Oberböhringen); E - SMNS 70527/2; F - right lateral view, NHMW 1990/0041/4915 (Ernstbrunn); G - left lateral view, SMNS 70527/6 (Oberböhringen); H - left lateral view, SMNS 70527/11 (Oberböhringen) lateral sides of the carapace with no signs of the molting lines. Scale bars equal 5.0 mm.
FIGURE 1 in A new approach to the systematics of Laeviprosopon (Brachyura: Homolidae), with remarks on the molting process of early brachyurans
FIGURE 1. Stratigraphic range of the species herein considered within Laeviprosopon with schematic drawings of all the species.
FIGURE 8. Laeviprosopon lanceatum n in A new approach to the systematics of Laeviprosopon (Brachyura: Homolidae), with remarks on the molting process of early brachyurans
FIGURE 8. Laeviprosopon lanceatum n. sp. A, B - left lateral view (A) I-F/MP/342/1497/08, paratype, Niegowonice; (B) I-F/MP/736/1502/08, holotype, Ogrodzieniec); C - carapace with the orbital margin visible (I-F/MP/736/1502/08); D - carapace (I-F/MP/736/1502/08); E - carapace with the orbital margin visible (I-F/MP/342/1497/08); F - carapace (I-F/ MP/736/1502/08); G - oblique view (I-F/MP/736/1502/08). Scale bars equal 1.0 mm.
ScienceDex guides
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These curated guides explain access requirements, typical timelines, costs, and reuse considerations for widely used research datasets.
Allen Brain Atlas
Allen Brain Atlas is an Allen Institute collection of brain map atlases, datasets, APIs, and analysis tools covering mouse, human, and non-human primate brain resources.
Annotated Behaviour and Observability Dataset (ABODe)
ABODe is a University of Edinburgh DataShare dataset for behavior classification in group-housed mice using home-cage video, identities, bounding boxes, ground-plate positions, and annotator labels.
DANDI Archive for NWB datasets
DANDI is a BRAIN Initiative archive for publishing and sharing neurophysiology data, including electrophysiology, optophysiology, and behavioral data packaged as NWB and related standards.
International Brain Laboratory public data
The International Brain Laboratory public data releases expose standardized mouse decision-making experiments, including Neuropixels recordings, widefield calcium imaging, behavior, and session metadata accessed through the ONE API.
OpenNeuro
OpenNeuro is a free, open platform for sharing neuroimaging datasets, with public search, dataset pages, and download paths for web, S3, DataLad, and the OpenNeuro CLI.