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zenodo40/100

Assessment of Fair Trade education programs in France: data 2021 from the control group and those from the two experimental fields (the Fair Generation scheme and the Fair Trade Universities Label)

<p><span>see the technical report (period 2019-2021) on researchgate:</span></p> <p><span><a href="https://www.researchgate.net/publication/380823820_Evaluation_of_the_fair-trade_education_programs_Results_of_the_first_phase_of_the_Fair_Future_program">(PDF) Evaluation of the fair-trade education programs. Results of the first phase of the Fair Future program (researchgate.net)</a></span></p>

opencc-by-4.0Jun 2024View details →
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Рис. 1. Pararctia lapponica lemniscata (Stichel, 1911): 1–4 — имаго (1, 2 — самцы; 3, 4 — самки). Δанные сбора имаго: 1 — Буреинский заповеΑник, верховье р. Правая Бурея, 4 км В корΑона «Новый МеΑвежий», 1400 м наΑ уровнем моря, 24.06.2014; 2 — Буреинский заповеΑник, верховье р. Правая Бурея, окрестности корΑона «Новый МеΑвежий», 900 м наΑ уровнем моря; 4.07.2016; 3, 4 — там же, 29–30.06.2018 Fig. 1. Pararctia lapponica lemniscata (Stichel, 1911): 1 – 4 – adults (1, 2 – males; 3, 4 – females). Data labels for imago: 1 – Bureinsky Nature Reserve, upper reach of Pravaya Bureya River, 4 km E Novyi Medvezhii cordon, 1400 m above sea level, 24.06.2014; 2 – Bureinsky Nature Reserve, upper reach of Pravaya Bureya River, near Novyi Medvezhii cordon, 900 m above sea level, 4.07.2016; 3, 4 – at the same place, 29–30.06.2018 in On The Biology Of (Stichel, 1911) (Lepidoptera, Erebidae, Arctiinae) In Northern Amur Region

Рис. 1. Pararctia lapponica lemniscata (Stichel, 1911): 1–4 — имаго (1, 2 — самцы; 3, 4 — самки). Δанные сбора имаго: 1 — Буреинский заповеΑник, верховье р. Правая Бурея, 4 км В корΑона «Новый МеΑвежий», 1400 м наΑ уровнем моря, 24.06.2014; 2 — Буреинский заповеΑник, верховье р. Правая Бурея, окрестности корΑона «Новый МеΑвежий», 900 м наΑ уровнем моря; 4.07.2016; 3, 4 — там же, 29–30.06.2018 Fig. 1. Pararctia lapponica lemniscata (Stichel, 1911): 1 – 4 – adults (1, 2 – males; 3, 4 – females). Data labels for imago: 1 – Bureinsky Nature Reserve, upper reach of Pravaya Bureya River, 4 km E Novyi Medvezhii cordon, 1400 m above sea level, 24.06.2014; 2 – Bureinsky Nature Reserve, upper reach of Pravaya Bureya River, near Novyi Medvezhii cordon, 900 m above sea level, 4.07.2016; 3, 4 – at the same place, 29–30.06.2018

opencc-by-4.0Oct 2019View details →
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Рис. 3. Platarctia ornata: 1–4 — имаго, виΑ сверху (1, 2 — самцы; 3, 4 — самки); 5–10 — гусеницы сеΑьмого возраста (5, 6 — форма с черными и рыжими воΛосками; 7, 8 — форма с рыжими воΛосками; 9, 10 — форма с черными воΛосками); 11 — кокон; 12–14 — кукоΛка; 15 — неΑавно отроΑившийся самец. 5, 7, 9, 13 — виΑ сбоку; 6, 8, 10, 14 — виΑ сверху; 12 — виΑ снизу. Δанные сбора имаго: 1 — Буреинский заповеΑник, 4 км В корΑона «Новый МеΑвежий», 1400 м наΑ ур. м., 24.06.2014; 2, 3 — Буреинский заповеΑник, корΑон «Новый МеΑвежий», ex pupa 12–13.09.2018; 4 — там же, 4.07.2018 Fig. 3. Platarctia ornata: 1–4 — imago, dorsal view (1, 2 — males; 3, 4 — females); 5–10 — seventh instar larvae (5, 6 — with black and red hairs; 7, 8 — with red hairs; 9, 10 — with black hairs only); 11 — cocoon; 12–14 — pupа; 15 — newly emerged male. 5, 7, 9, 13 — lateral view; 6, 8, 10, 14 — dorsal view; 12 — ventral view. Data labels for imago insects: 1 — Bureinsky State Nature Reserve, 4 km E Novyi Medvezhii cordon, 1400 m above sea level, 24.06.2014; 2, 3 — Bureinsky State Nature Reserve, Novyi Medvezhii cordon, ex pupa 12–13.09.2018; 4 — same location, 4.07.2018 in Moths (Lepidoptera, Macroheterocera, Excluding Geometridae And Noctuidae S.L.) Of The Bureinsky State Nature Reserve And Adjacent Territories (Khabarovsk Krai, Russia)

Рис. 3. Platarctia ornata: 1–4 — имаго, виΑ сверху (1, 2 — самцы; 3, 4 — самки); 5–10 — гусеницы сеΑьмого возраста (5, 6 — форма с черными и рыжими воΛосками; 7, 8 — форма с рыжими воΛосками; 9, 10 — форма с черными воΛосками); 11 — кокон; 12–14 — кукоΛка; 15 — неΑавно отроΑившийся самец. 5, 7, 9, 13 — виΑ сбоку; 6, 8, 10, 14 — виΑ сверху; 12 — виΑ снизу. Δанные сбора имаго: 1 — Буреинский заповеΑник, 4 км В корΑона «Новый МеΑвежий», 1400 м наΑ ур. м., 24.06.2014; 2, 3 — Буреинский заповеΑник, корΑон «Новый МеΑвежий», ex pupa 12–13.09.2018; 4 — там же, 4.07.2018 Fig. 3. Platarctia ornata: 1–4 — imago, dorsal view (1, 2 — males; 3, 4 — females); 5–10 — seventh instar larvae (5, 6 — with black and red hairs; 7, 8 — with red hairs; 9, 10 — with black hairs only); 11 — cocoon; 12–14 — pupа; 15 — newly emerged male. 5, 7, 9, 13 — lateral view; 6, 8, 10, 14 — dorsal view; 12 — ventral view. Data labels for imago insects: 1 — Bureinsky State Nature Reserve, 4 km E Novyi Medvezhii cordon, 1400 m above sea level, 24.06.2014; 2, 3 — Bureinsky State Nature Reserve, Novyi Medvezhii cordon, ex pupa 12–13.09.2018; 4 — same location, 4.07.2018

opencc-by-4.0Dec 2020View details →
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Рис. 4. Grammia quenseli liturata: 1–4 — имаго (1, 2 — самцы, 3, 4 — самки); 5–7 — гусеницы сеΑьмого возраста (5, 6 — форма с ΑорсаΛьной Λинией, 7 — форма без ΑорсаΛьной Λинии); 8–10 — кукоΛка; 11, 12 — кремастер кукоΛки. 1–4, 5, 7, 10 — виΑ сверху; 6, 9, 12 — виΑ сбоку; 8, 11 — виΑ снизу. Δанные сбора имаго: 1, 3 — Буреинский заповеΑник, окрестности корΑона «Новый МеΑвежий», 5–6.07.2018; 2, 4 — там же, ex pupa 23–30.08.2018 Fig. 4. Grammia quenseli liturata: 1–4 — imago (1, 2 — males, 3, 4 — females); 5–7 — seventh instar larvae (5, 6 — with white dorsal line, 7 — without dorsal line); 8–10 — pupa; 11, 12 — cremaster. 1–4, 5, 7, 10 — dorsal view; 6, 9, 12 — lateral view; 8, 11 — ventral view. Data labels for imago: 1, 3 — Bureinsky State Nature Reserve, near Novyi Medvezhii cordon, 5–6.07.2018; 2, 4 — same location, 23–30.08.2018 in Moths (Lepidoptera, Macroheterocera, Excluding Geometridae And Noctuidae S.L.) Of The Bureinsky State Nature Reserve And Adjacent Territories (Khabarovsk Krai, Russia)

Рис. 4. Grammia quenseli liturata: 1–4 — имаго (1, 2 — самцы, 3, 4 — самки); 5–7 — гусеницы сеΑьмого возраста (5, 6 — форма с ΑорсаΛьной Λинией, 7 — форма без ΑорсаΛьной Λинии); 8–10 — кукоΛка; 11, 12 — кремастер кукоΛки. 1–4, 5, 7, 10 — виΑ сверху; 6, 9, 12 — виΑ сбоку; 8, 11 — виΑ снизу. Δанные сбора имаго: 1, 3 — Буреинский заповеΑник, окрестности корΑона «Новый МеΑвежий», 5–6.07.2018; 2, 4 — там же, ex pupa 23–30.08.2018 Fig. 4. Grammia quenseli liturata: 1–4 — imago (1, 2 — males, 3, 4 — females); 5–7 — seventh instar larvae (5, 6 — with white dorsal line, 7 — without dorsal line); 8–10 — pupa; 11, 12 — cremaster. 1–4, 5, 7, 10 — dorsal view; 6, 9, 12 — lateral view; 8, 11 — ventral view. Data labels for imago: 1, 3 — Bureinsky State Nature Reserve, near Novyi Medvezhii cordon, 5–6.07.2018; 2, 4 — same location, 23–30.08.2018

opencc-by-4.0Dec 2020View details →
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Fig. 3. Tallies within each Tennessee county indicate the total buprestid species recorded from specimen label records spanning 1934 in Seasonal flight activity and distribution of metallic woodboring beetles (Coleoptera: Buprestidae) collected in North Carolina and Tennessee

Fig. 3. Tallies within each Tennessee county indicate the total buprestid species recorded from specimen label records spanning 1934 to 2013. When presented across Tennessee, species yields indicate areas of greatest and least collection activity and highlight regions of future collection interest. This figure is displayed in color online at http://purl.fcla.edu/fcla/entomologist/browse

opencc-by-4.0Jun 2015View details →
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Fig. 2. Tallies within each North Carolina county indicate the total buprestid species recorded from specimen label records spanning 1901 in Seasonal flight activity and distribution of metallic woodboring beetles (Coleoptera: Buprestidae) collected in North Carolina and Tennessee

Fig. 2. Tallies within each North Carolina county indicate the total buprestid species recorded from specimen label records spanning 1901 to 2013. When presented across North Carolina, species yields indicate areas of greatest and least collection activity and highlight regions of future collection interest. This figure is displayed in color online at http://purl.fcla.edu/fcla/entomologist/browse

opencc-by-4.0Jun 2015View details →
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◂Fig. 1 Morphology of thecate and coccoid cells, with labelled thecal plates. a–c, i, m Light microscopy, d–h, k–l scanning electron microscopy. a Ventral view of strain GeoM*788; b dorsal view of strain GeoM*793; c apical view of strain GeoK*044; d ventral view of strain GeoK*037; e dorsal view of strain GeoM*788; f apical view of strain GeoK*024, with the dehiscence of epithecal opening indicated by a blue line; g antapical view of strain GeoK*044; h leftlateral view of strain GeoM*866; i motile cell of strain GeoK*037; k–m coccoid cells showing variability in shape and size of strains k GeoM*866, l GeoM*793 and m GeoK*024. Abbreviations: n′: apical plate, n′′: precingular plate, n′′′: postcingular plate, n′′′′: antapical plate, na: anterior intercalary plate, nC: cingular plate, Sa: anterior sulcal plate, Sd: right sulcal plate, Sp: posterior sulcal plate. Ss: left sulcal plate. Scale bar: 10 µm. UA: 15 kV in Morphological and molecular variability of Peridinium volzii Lemmerm. (Peridiniaceae, Dinophyceae) and its relevance for infraspecific taxonomy

◂Fig. 1 Morphology of thecate and coccoid cells, with labelled thecal plates. a–c, i, m Light microscopy, d–h, k–l scanning electron microscopy. a Ventral view of strain GeoM*788; b dorsal view of strain GeoM*793; c apical view of strain GeoK*044; d ventral view of strain GeoK*037; e dorsal view of strain GeoM*788; f apical view of strain GeoK*024, with the dehiscence of epithecal opening indicated by a blue line; g antapical view of strain GeoK*044; h leftlateral view of strain GeoM*866; i motile cell of strain GeoK*037; k–m coccoid cells showing variability in shape and size of strains k GeoM*866, l GeoM*793 and m GeoK*024. Abbreviations: n′: apical plate, n′′: precingular plate, n′′′: postcingular plate, n′′′′: antapical plate, na: anterior intercalary plate, nC: cingular plate, Sa: anterior sulcal plate, Sd: right sulcal plate, Sp: posterior sulcal plate. Ss: left sulcal plate. Scale bar: 10 µm. UA: 15 kV

opencc-by-4.0Oct 2021View details →
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Fig. 3. Dichoptera similis Schumacher, 1915, type specimens. A, Syntype. B, Labels. C, Syntype. D, Labels. E, Syntype. F in Lanternflies (Hemiptera: Fulgoridae) of Taiwan.

Fig. 3. Dichoptera similis Schumacher, 1915, type specimens. A, Syntype. B, Labels. C, Syntype. D, Labels. E, Syntype. F, Labels. (SDEI, photographs from the program "Digitization of Historic Museum Collections of Taiwan Deposited in Foreign Countries" by NMNS).

opencc-by-4.0Mar 2023View details →
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BRAIN Journal-Right-Linear Languages Generated in Systems of Knowledge Representation based on LSG-Right-Figure 3. Representation of the grammar G1 in the labelled graph G0 1

<p>If we take the labeled graph G0 1 given in Figure 3 and construct the stratified graph structure over (99) such that (100) we obtain (101), (102).&nbsp;&nbsp;</p> <p>In this paper, we proposed a new system for formal language generation by means of stratified graphs structures. This mechanism can generate languages of the first type and of the second type. More precisely, we propose a new system for formal language generation by means of a system of knowledge based on stratified graphs. We exemplified that, using an interpretation&nbsp; system specially defined for stratified graphs representations, a particular formal language can be obtained by means of the resulted accepted structured paths.</p>

opencc-by-4.0Apr 2017View details →
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Data: In vivo fate of free and encapsulated iron oxide nanoparticles after injection of labelled stem cells

<p>This data set is composed of magnetic resonance images (MRI) that are supporting the&nbsp;article&nbsp;entitled&nbsp;<em>In vivo fate of free and encapsulated iron oxide nanoparticles after injection of labelled stem cells </em>by the same authors.&nbsp;Nanoparticle contrast agents are used to label stem cells and&nbsp;monitor their bio-distribution in pre-clinical models of disease. Due to the impact on the interpretation of imaging results, understanding the&nbsp;<em>in vivo</em> fate of the particles is important. The bio-distribution after intra-cardiac injection of labelled cells with superparamagnetic iron oxide nanoparticles was monitored longitudinally by MRI.&nbsp;</p>

opencc-by-4.0Jul 2018View details →
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Environmental issues of software & its labelling: questionnaire and survey data

<p>Questionnaire (original one in German, translated into English) and the survey data of my survey on environmental issues of software and its labelling, conducted in August to October 2016 (doctoral studies).</p>

opencc-by-nc-nd-4.0Aug 2018View details →
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Drug-interaction annotations over a large set of drug product labels

<p>Drug interaction annotations over a large set of drug product labels. These annotations were done as part of the National Library of Medicine funded research project &quot;Addressing gaps in clinically useful evidence on drug-drug interactions&quot; (R01LM011838)</p>

opencc-by-4.0Aug 2018View details →
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The ReDraw Dataset: A Set of Android Screenshots, GUI Metadata, and Labeled Images of GUI Components

<p>This is the dataset used to train and evaluate the CNN and KNN machine learning techniques for the ReDraw paper, published in IEEE Transactions on Software Engineering in 2018.</p> <p>Link to ReDraw Paper:&nbsp;https://arxiv.org/abs/1802.02312&nbsp;</p>

opencc-by-4.0Jan 2019View details →
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Planetary body limb and plume labels for NASA images

<p>This data set was compiled to aid in evaluating methods for automated&nbsp;analysis of images to detect planetary bodies and limbs.&nbsp; It contains manually generated labels for 308 NASA images of planets and moons.&nbsp; The labels annotate the location of the limb (edge) of the body and&nbsp;plumes emitted by the body, if any.&nbsp; &quot;Plume&quot; in this context refers to any bright material emitted from the body, such as icy plumes from Enceladus or volcanic plumes from Io. 112 of the labeled images contain plumes.</p> <p><strong>Contents:</strong></p> <p>This data set covers images collected by the following instruments:</p> <ol> <li>Cassini Imaging Science Subsystem (ISS)</li> <li>Galileo Solid-State Imaging (SSI)</li> <li>MESSENGER Mercury Dual Imaging System (MDIS)</li> <li>New Horizons Long Rang Reconnaissance Imager (LORRI)&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp;</li> </ol> <p>The target bodies include the planet Mercury; Jupiter&#39;s moons Callisto, Europa, Ganymede, and Io; and Saturn&#39;s moon Enceladus.&nbsp; &nbsp;&nbsp;</p> <p>There is a directory for each instrument_target combination:</p> <ul> <li>cassini_iss_enceladus/: Cassini ISS narrow-angle camera observations of Saturn&#39;s moon Enceladus</li> <li>galileo_ssi_callisto/: Galileo SSI observations of Jupiter&#39;s moon Callisto</li> <li>galileo_ssi_europa/: Galileo SSI observations of Jupiter&#39;s moon Europa</li> <li>galileo_ssi_ganymede/: Galileo SSI observations of Jupiter&#39;s moon Ganymede</li> <li>galileo_ssi_io/: Galileo SSI observations of Jupiter&#39;s moon Io</li> <li>messenger_mdis_mercury/: MESSENGER MDIS narrow-angle and wide-angle observations of Mercury&nbsp;</li> <li>new_horizons_lorri_io/: New Horizons LORRI observations of Jupiter&#39;s moon Io</li> </ul> <p>Source images:&nbsp; The images that are associated with each label file&nbsp;can be obtained from the Planetary Data System (PDS) at&nbsp;<a href="https://pds-imaging.jpl.nasa.gov/search">https://pds-imaging.jpl.nasa.gov/search</a> .&nbsp; For Cassini ISS, MESSENGER MDIS, and New Horizons LORRI images, search&nbsp;on the product id from the label filename.&nbsp; For example, the product id for&nbsp;&nbsp;</p> <pre><code class="language-bash">lor_0035092814_0x630_sci_label.yml </code></pre> <p>is</p> <pre><code class="language-bash">lor_0035092814_0x630_sci</code></pre> <p>For Galileo SSI images, the filename does not include the product id.&nbsp;A list of the source product ids is included in the file named&nbsp;</p> <pre><code class="language-bash">galileo_image_ids.txt</code></pre> <p><strong>Label format:</strong></p> <p>Labels are stored in YAML format.&nbsp; The limb is annotated as a series of&nbsp;points marked along the limb such that a least-squares circle fit of those points provides a model of the body&#39;s limb (&quot;points&quot; field).&nbsp; Plumes, when present, are indicated as one or more angular ranges (in radians) around the limb within which plume activity is present (&quot;plumes&quot;-&gt;&quot;intervals&quot; field).&nbsp; Angles are specified starting with 0 radians (up) and proceeding clockwise.&nbsp; The user who generated the labels is recorded in the &quot;user&quot; field.&nbsp; &nbsp;</p> <p>Example (galileo_ssi_io/0085r_label.yml):</p> <p>Six points define the limb of the body, and there are two areas of plume activity.&nbsp;</p> <pre><code class="language-bash">comment: Points are in (x, y), i.e. (col, row), order. plumes: comment: Intervals in radians intervals: - [2.8540078295092326, 3.020573420947303] - [3.219430581132992, 3.352047930386058] user: mcameron points: - [123.09103311855094, 322.15933747194225] - [143.78220150957688, 79.06162214909591] - [89.23475042871942, 219.0261628709045] - [256.9650789538681, 407.0275241755675] - [176.84241267100913, 375.9514805780413] - [113.07652569773596, 121.72097703075002] user: mcameron</code></pre> <p><strong>Attribution: </strong></p> <p>If you use this data set in your own work, please cite this DOI: 10.5281/zenodo.2556063 .&nbsp;</p>

opencc-by-sa-4.0Feb 2019View details →
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Fig. 20. Conostigmus leviventris Kieffer, 1907. A. Labels. B in A photographic catalog of Ceraphronoidea types at the Muséum national d'Histoire naturelle, Paris (MNHN), with comments on unpublished notes from Paul Dessart

Fig. 20. Conostigmus leviventris Kieffer, 1907. A. Labels. B. Paralectotype, ♀, lateral habitus (MNHN EY25346).

opencc-by-4.0Feb 2019View details →
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A labeled Ecore metamodel dataset for domain clustering

<p>Manually labeled 555 metamodels mined from GitHub in April 2017.&nbsp;</p> <p>Domains: (1)&nbsp;bibliography, (2)&nbsp;conference management, (3)&nbsp;bug/issue tracker, (4)&nbsp;build systems, (5) document/office products, (6) requirement/use case, (7)&nbsp;database/sql, (8)&nbsp;state machines, (9) petri nets</p> <p>Procedure for constructing the dataset: fully manual, by searching for certain keywords and regexes (e.g. &quot;state&quot;&nbsp;and &quot;transition&quot;&nbsp;for state machines) in the metamodels and inspecting the results for inclusion.&nbsp;</p> <p>Format for the file names: ABSINDEX_CLUSTER_ITEMINDEX_name_hash.ecore</p>

opencc-by-4.0Mar 2019View details →
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MALICE: Vial Imaging and Label Extraction example image set

<p>48 images of Collection vials taken using Mirrored Angle Label Image Capture Extraction (MALICE). This data set is intended for development of automated cropping and label extraction solutions</p>

opencc-byOct 2019View details →
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API Database of Python frameworks & Labeled Issues

<p>PyLibAPIs.7z : contains public API data (MongoDB dump) for these frameworks:</p> <ul> <li>TensorFlow</li> <li>Keras</li> <li>Scikit-learn</li> <li>Pandas</li> <li>Flask</li> <li>Django</li> </ul> <p>Label.xlsx: contains issues and their labels</p> <p>Breaking Changes for All Frameworks.pdf: contains the breaking change distributions of all six frameworks</p>

opencc-by-4.0May 2019View details →
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Logistics Transport Label Data - 'Lean Training Data Generation for Planar Object Detection Models in Unsteady Logistics Contexts'

<p>Example dataset described in ICMLA2019 Paper &#39;Lean Training Data Generation for Planar Object Detection Models in Unsteady Logistics Contexts&#39; (D&ouml;rr, Brandt, Meyer, Pouls).</p>

opencc-by-4.0Oct 2019View details →
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Figures 1-6. 1. Coenosia angustifrons Stein Type with labels, 2a. Coenosia capitulate Stein Syntype, 2b. Original plus Syntype labels, 3 in The types of Calyptratae (Diptera) preserved in the Museum fϋr Naturkunde, Leibniz-Institute for Evolution and Biodiversity Science, Berlin, Germany, collected from Indian Sub continent

Figures 1-6. 1. Coenosia angustifrons Stein Type with labels, 2a. Coenosia capitulate Stein Syntype, 2b. Original plus Syntype labels, 3(a&amp;b). Coenosia ceylonica Enderlein Type and Paratype labels, 4. Coenosia indica Enderlein Original and Type labels, 5. Mydaea pallens Stein Original and Paralectotype labels, 6a. Dichaetomyia splendida (Stein) Holotype with labels.

opencc-by-4.0Dec 2019View details →

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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.

allen-brain-atlas
neuroscienceopenDocumentation, web resources, and API references are available online.
Last verified 2026-04-30Open record

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.

abode-home-cage
behavioral-neuroscienceopenThe DataShare record exposes download links for annotations, documentation, license text, and the zipped per-snippet data directory.
Last verified 2026-04-30Open record

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.

dandi-nwb
electrophysiologyopenPublished Dandiset metadata and archive endpoints are available through the production DANDI API.
Last verified 2026-04-30Open record

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.

ibl
behavioral-neuroscienceopenPublic sessions can be searched and loaded from the IBL public data server through ONE.
Last verified 2026-04-29Open record

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.

openneuro
neuroscienceopenPublished datasets are available on demand over the internet.
Last verified 2026-04-29Open record

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