Find research datasets worth reusing

opencc-by-4.0May 2018View details →

Fig. 2 in A new genus and two new species of cave-dwelling cyclopoids (Crustacea, Copepoda) from the epikarst zone of Thailand and up-to-date keys to genera and subgenera of the Bryocyclops and Microcyclops groups

Fig. 2. Siamcyclops cavernicolus gen. et sp. nov., holotype, ♀. A. Antenna. B–C. Mandible. D. Maxillule. E. Maxilla. F. Maxilliped. G. Genital double-somite with spermatophore, ventral view. H. Genital double-somite with spermatophore, lateral view. Scale bars: 100 μm.

opencc-by-4.0May 2018View details →

Fig. 6 in A new genus and two new species of cave-dwelling cyclopoids (Crustacea, Copepoda) from the epikarst zone of Thailand and up-to-date keys to genera and subgenera of the Bryocyclops and Microcyclops groups

Fig. 6. Metacyclops thailandicus sp. nov., holotype, ♀. A. Habitus, with egg sac, dorsal view. B. Urosome, dorsal view. C. Urosome, lateral view. D. Urosome, ventral view. E. P5, lateral view. F. P5, ventral view. Scale bars: 100 μm.

opencc-by-4.0May 2018View details →

Swash zone response Under grouping Storm Conditions data set produced at the CIEM flume, Hydralab III

The data set here presented reports the large-scale laboratory experiments on the influence of long waves, bichromatic wave groups and random waves on sediment transport in the surf and swash zones. The experiments were done at the CIEM wave flume at UPC, Barcelona, as part of the SUSCO (swash zone response under grouping storm conditions) experiment in the Hydralab III. Fourteen different wave conditions were used, encompassing monochromatic waves, bichromatic wave groups and random waves. The experiments were designed specifically to compare variations in beach profile evolution between monochromatic waves and unsteady waves with the same mean energy flux. Each test commenced with approximately the same initial profile Due to its size, the data set can not be placed on this repository and will be provided on demand. Please contact with the authors or with the data manager of the CIEM installation. More information can be found on the published papers: Baldock, T.E., Alsina, J.A., Caceres, I., Vicinanza, D., Contestabile, P., Power, H. and Sanchez-Arcilla, A., 2011. Large-scale experiments on beach profile evolution and surf and swash zone sediment transport induced by long waves, wave groups and random waves. Coastal Engineering, Vol. 58, pp. 214-227. Vicinanza, D., Baldock, T., Contestabile, P., Alsina, J., Cáceres, I., Brocchini, M., Conley, D., Andersen, T.L., Frigaard, P. and Ciavola, P., 2011. Swash zone response under various wave regimes. Journal of Hydraulic Research, Vol. 49, pp. 55-63.

opencc-by-4.0Aug 2018View details →

Building Public Confidence in Constructed Wetlands for Wastewater Treatment and Reuse: Survey Data and Focus Group Transcripts

Constructed wetlands have been proposed as a cost-effective wastewater treatment, storage, and reuse solution for communities that are considering alternative water supply options to meet essential demands. In 2016, we began exploring the idea of wastewater reuse and the construction of an experimental wetland in Sewanee, located in the southern U.S. state of Tennessee. As a major barrier to water reuse is often public resistance, we conducted a survey and focus groups to determine strategies to develop and initiate a community engagement campaign, aiming to empower residents to form reasoned opinions about local water supply options. This data set includes the survey that was distributed to Sewanee community members between November 2015 and February 2016, as well as protocols for three focus groups that were conducted with K12 teachers and community leaders on February 11 and 12, 2016. The survey results are summarized in a Microsoft Excel file. The three focus groups were transcribed, these transcripts are included here as PDF documents.

opencc-by-4.0Nov 2018View details →

Group contribution models for heat of formation (SUB 2018)

We present a set of group contribution models for predicting heat of formation of organic compounds. A dataset containing 1004 molecular structures from DIPPR database was split into a learning and a test sets further used for model training and validation. The model building was performed with software Ambit-GCM (<a href="https://doi.org/10.5281/zenodo.1470793">https://doi.org/10.5281/zenodo.1470793</a>). A set of preliminary models were build according to various fragmentation schemes, with and without use of correction factors and external descriptors. Different orders of additive schemes were studied. Every model in the set was validated using leave-one-out procedure and Y-scrambling technique as well as model performances were tested using the external dataset. The best five models full data and corresponding statistical characteristics are available in <a href="https://zenodo.org/api/files/e0160501-0f43-4617-b0d8-eb97f717f60a/models.zip?versionId=e5725c6a-857a-499f-8a97-7109ca66a5df">models.zip</a>. The model 2 is available also as a JSON file in the archive and can be used for theoretical prediction of heat of formation. To use the model 2 please download gcm-predict.jar from <a href="https://doi.org/10.5281/zenodo.1470793">https://doi.org/10.5281/zenodo.1470793</a>). Example application of gcm-predict (Ambit-GCM) module for a single structure is given below: java -jar gcm-predict-v1.1.jar -s CC(C)OCC(C)O -c model_2.json GCM value (Hf) for CC(C)OCC(C)O is -528.7163407123614 The gcm-predict (Ambit-GCM) module can also be applied for a set of structures. An example follows with 5 molecules inputted as a *.csv file:   java -jar gcm-predict-v1.1.jar -i Prediction_Examples.csv -c model_2.json GCM calculateting property Hf for 5 molecules ... Mol#,ModelValue(Hf),SMILES,CalcStatus 1,-126.23055043388635,CCCC,OK 2,-353.4883670381994,c1ccc(c(c1)O)O,OK 3,-524.1758445616103,CCC(CO)O,OK 4,-220.91676720730212,CC(Cc1ccccc1)O,OK 5,-728.1309488149211,C(C(Cl)(Cl)F)(F)F,OK The output lines contain:  molecule number, predicted Hf, SMILES, and calculation status The full data for training and validation is available in <a href="https://zenodo.org/api/files/e0160501-0f43-4617-b0d8-eb97f717f60a/learn-test-sets.zip?versionId=7fae2b74-2794-4f96-a76a-93008f0f0f88">learn-test-sets.zip. </a>Data can be used for retraining or improving the models. More examples for using Ambit-GCM software for group contribution modeling and property prediction are available in <a href="https://doi.org/10.5281/zenodo.1471646">https://doi.org/10.5281/zenodo.1471646</a>

Fig. 7 in Five new species of the Drosophila tripunctata group (Diptera: Drosophilidae) from Podocarpus National Park, Ecuador

Fig. 7. Drosophila ayauma sp. nov. Holotype, ♂ (QCAZ-I 3336). A. Abdomen. B. Epandrium, cerci, surstylus, decasternum. C. Hypandrium, gonopods and paraphyses in ventral view. D–F. Aedeagus in ventral, lateral and dorsal view, respectively.

Fig. 6 in Five new species of the Drosophila tripunctata group (Diptera: Drosophilidae) from Podocarpus National Park, Ecuador

Fig. 6. Drosophila saraguru sp. nov. Holotype, ♂ (QCAZ-I 3358). A. Abdomen. B. Epandrium, cerci, surstylus, decasternum. C. Hypandrium, gonopods and paraphyses in ventral view. D–F. Aedeagus in ventral, lateral and dorsal view, respectively.

Fig. 5 in Five new species of the Drosophila tripunctata group (Diptera: Drosophilidae) from Podocarpus National Park, Ecuador

Fig. 5. Drosophila chichu sp. nov. Holotype, ♂ (QCAZ-I 3356). A. Abdomen. B. Epandrium, cerci, surstylus, decasternum. C. Hypandrium, gonopods and paraphyses in ventral view. D–F. Aedeagus in ventral, lateral and dorsal view, respectively.

Fig. 4 in Five new species of the Drosophila tripunctata group (Diptera: Drosophilidae) from Podocarpus National Park, Ecuador

Fig. 4. Drosophila kurillakta sp. nov. Holotype, ♂ (QCAZ-I 3355). A. Epandrium, cerci, surstylus, decasternum. B. Hypandrium, gonopods and paraphyses in ventral view. C–E. Aedeagus in ventral, lateral and dorsal view, respectively.

Fig. 3 in Five new species of the Drosophila tripunctata group (Diptera: Drosophilidae) from Podocarpus National Park, Ecuador

Fig. 3. Drosophila warmi sp. nov. A–C. Allotype, ♂ (QCAZ-I 3345), aedeagus in ventro-lateral to lateral view, respectively; arrows show the two lateral sclerotized projections. D. Holotype, ♀ (QCAZ-I 3344), spermatheca; arrow shows the centrodistal spines. E. Paratype, ♀ (QCAZ-I 33XX), spermatheca; arrow shows the centrodistal spines.

Fig. 2 in Five new species of the Drosophila tripunctata group (Diptera: Drosophilidae) from Podocarpus National Park, Ecuador

Fig. 2. Drosophila warmi sp. nov. Allotype, ♂ (QCAZ-I 3345). A. Abdomen, dorsal view. B. Epandrium, cerci, surstylus, decasternum. C. Hypandrium, gonopods and paraphyses in ventral view. D–F. Aedeagus in ventral, lateral and dorsal view, respectively.

Fig. 1 in Five new species of the Drosophila tripunctata group (Diptera: Drosophilidae) from Podocarpus National Park, Ecuador

Fig. 1. Drosophila warmi sp. nov. Holotype, ♀ (QCAZ-I 3344). A. Abdomen and wing, dorsal view. B. Ovipositor. C. Spermatheca.

Data, plotting scripts, and figures for "A Projective Method for Solving the Single-Group Space-Time Neutron Kinetics Equations with Precursor Advection"

Contains all the files necessary for figure reproduction.

Fig. 24 in Species groups in the genus Cubitermes (Isoptera: Termitidae) defined on the basis of enteric valve morphology

Fig. 24. Comparison of the most discriminating variables and indices between the soldiers of the various valve patterns: bt = bilobatus, bd = bilobatodes, mu = muneris, fu = fungifaber, fi = finitimus, sa = sankurensis, oc = oculatus, ob = oblectatus and su = sulcifrons. All the individuals studied are plotted in these graphs. A. The soldiers head length distinguishes a group (four patterns) of larger species from a group (five patterns) of smaller species. B. The soldier's cephalic elongation index shows two patterns with elongated heads. C. The soldier's gnatho-cephalic index shows two patterns with relatively short mandibles and one with long mandibles (the outlier point in the muneris pattern is due to C. falcifer). D. The soldier's valve bilaterality index distinguishes the oculatus valve pattern from almost all the other patterns.

Fig. 22 in Species groups in the genus Cubitermes (Isoptera: Termitidae) defined on the basis of enteric valve morphology

Fig. 22. Result of principal component analyses; each ellipse joins the samples from the same valve pattern: bd = bilobatodes, bt = bilobatus, fi = finitimus, fu = fungifaber, mu = muneris, ob = oblectatus, oc = oculatus, sa = sankurensis and su = sulcifrons. A. For the workers, based on all variables and indices of their morphology (excluding those concerning their valves) (n = 421); B. For the workers, based only on the variables and indices concerning their valves (n = 347), the "bd" label is partly hidden behind the "fi" label.

Fig. 23 in Species groups in the genus Cubitermes (Isoptera: Termitidae) defined on the basis of enteric valve morphology

Fig. 23. Comparison of the most discriminating variables and indices between the imagines of the various valve patterns: bt = bilobatus, bd = bilobatodes, mu = muneris, fu = fungifaber, fi = finitimus, sa = sankurensis, oc = oculatus, ob = oblectatus and su = sulcifrons. All the individuals studied are plotted in these graphs. A. The head width across the eyes shows a pattern with relatively low values and four patterns with high values but with high superimpositions. B. The imagines' compound eye bulging shows three patterns with low values in comparison with the other patterns but here also with some superimpositions. C. The imagines' compound eye prominence index shows five patterns with low values, two patterns with high values and two patterns crossing almost the entire range. D. The left apico-marginal index shows one pattern with low values and one pattern with high values.

Fig. 20. A in Species groups in the genus Cubitermes (Isoptera: Termitidae) defined on the basis of enteric valve morphology

Fig. 20. A. Enteric valve of the "sulcifrons valve pattern", from a worker of Cubitermes sulcifrons Wasmann, 1911: note the spearhead-shape of the secondary cushions; B. Idem from a soldier of C. sulcifrons; C. Idem from an imago of C. umbratus Williams, 1954, spatulae are sketched on each PC; A, B and C at the same scale; D. Geographical distribution of species with the sulcifrons valve pattern.

Fig. 19. A in Species groups in the genus Cubitermes (Isoptera: Termitidae) defined on the basis of enteric valve morphology

Fig. 19. A. Enteric valve of the "oblectatus valve pattern", from a worker of Cubitermes oblectatus Harris, 1958; B. idem from a soldier of C. oblectatus; C. Idem from an imago of C. sp., spatulae on PC3, PC4 and PC5 are sketched (arrows); A, B and C at the same scale; D. Geographical distribution of species with the oblectatus valve pattern.

Fig. 18. A in Species groups in the genus Cubitermes (Isoptera: Termitidae) defined on the basis of enteric valve morphology

Fig. 18. A. Enteric valve of the "sankurensis valve pattern", from a worker of Cubitermes sankurensis Wasmann, 1911: note the narrowness of the secondary cushions in their upstream thirds; B. Idem from a soldier of C. sankurensis; C. Idem from an imago, unopened and seen in profile, of C. orthognathus (Emerson, 1928); D. The same as C, opened: the spatula on PC3 is only sketched (arrow), PC4 is lacking (damaged); E. Idem from a worker of C. proximatus Silvestri, 1914, unopened and seen in profile, the spatulae stick out of the valve into the second paunch, the contour of which is marked as a dotted line; F. The same as E unopened and seen from behind; A to F at the same scale; G. Geographical distribution of species with the sankurensis valve pattern.

Fig. 17. A in Species groups in the genus Cubitermes (Isoptera: Termitidae) defined on the basis of enteric valve morphology

Fig. 17. A. Enteric valve of the "oculatus valve pattern" from a worker of Cubitermes sp.: note the narrowness of the secondary cushion, almost faint in the case of SC61 (SC12 is not figured); B. Idem from a soldier of the same sample of C. sp., note the widening of PC1; C. Geographical distribution of the species with the oculatus valve pattern.