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34 results for “reference samples”

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zenodo44/100

Liftover of Drosoophila melanogaster genotypes, DGRP sample, from dm3 to dm6 reference assembly.

<p>Genotype data for Drosophila melanogaster DGRP collection.<strong> </strong>Variant positions relative to reference genome version dm6.<strong> </strong>Variant identifiers are in NCBI format.<strong> </strong>Processing code (including original data, reference sequences, perl scripts, etc).</p> <p>The initial intention of performing this 'liftover' was to allow comparison with data from a different melanogaster sample which had been analysed against a dm6 reference assembly. At the time of writing I am not aware that a dataset like this one exists.</p> <p>I've uploaded it in case it is useful to anyone in the future - and also as a trial of zenodo.</p> <p>See README.txt and flylifter.sh for more info.</p> <p> </p>

opencc-by-4.0Sep 2016View details →
zenodo44/100

Global Pasture Watch - Grassland reference samples based on visual interpretation of VHR imagery and harmonized datasets (2000–2024)

<p>Reference point samples used in the production of the <a href="https://doi.org/10.5281/zenodo.13890401">global maps of annual grassland class and extent for 2000&mdash;2022</a><strong>&nbsp;</strong>within the scope of the <a href="https://landcarbonlab.org/data/global-grassland-and-livestock-monitoring/">Global Pasture Wath</a> initiative.&nbsp;</p> <p>The reference samples (estabilished by Feature Space Coverage Sampling-FSCS) comprises <strong>2.3M points</strong> visually classified (<em>using Very High Resolution imagery</em>) in:</p> <ol> <li><strong>Cultivated grassland,</strong></li> <li><strong>Natural/semi-natural grassland</strong></li> <li><strong>Other land cover</strong></li> </ol> <p>The file&nbsp;<code>gpw_grassland_fscs.vi.vhr_tile.samples_20000101_20241231_go_epsg.4326_v2.gpkg</code> aggregates the samples by visual interpretation units ( 1x1 km) and includes the follow collumns:</p> <ul> <li>cluster_id: Cluster id defined by k-means (FSCS),</li> <li>cluster_distance: Distance from the sample tile to center of the cluster (FSCS),</li> <li>cluster_size: Size of cluster (strata) defined by the FSCS,</li> <li>priority: Priority used by the visual interpretation,</li> <li>tile_id: Sample tile id,</li> <li>imagery: VHR reference images used by the visual interpretation,</li> <li>min_year: Minimum of year covered by the reference samples,</li> <li>max_year: Maximum of year covered by the reference samples,</li> <li>n_years: Number of years covered by the reference samples,</li> <li>n_samples_c1: Number of reference samples for "Cultivated grass" (1),</li> <li>n_samples_c2: Number of reference samples for "Natural / Semi-natural grass" (2),</li> <li>n_samples_c3: Number of reference samples for "Open Shrubland" (2),</li> <li>n_samples_c4: Number of reference samples for "Not grass" (3),</li> <li>n_samples_all: Total number of reference samples,</li> </ul> <p>The file <code>gpw_grassland_fscs.vi.vhr_point.samples_20000101_20241231_go_epsg.4326_v2.gpkg</code> provides individual points (with 60-m spatial support)&nbsp;and include the follow collumns:</p> <ul> <li>sample_id: Sample id deribed by MD5 Hash of columns x, y, imagery and year,</li> <li>x: Longitude in WGS84 (EPSG:4326),</li> <li>y: Latitude in WGS84 (EPSG:4326),</li> <li>vi_tile_id: 1-km tile id,</li> <li>tile_id: GLAD tile id (1x1 degree)</li> <li>imagery: VHR Reference image used by the visual interpretation (Google; Bing; Interpolated),</li> <li>ref_date: Reference date of GPW samples (based on VHR image) and of other existing datasets,</li> <li>year: Reference year of GPW samples (based on VHR image) and of other existing datasets,</li> <li>class: Class id (1: Cultivated grassland; 2: Natural/semi-natural grassland; 3: Open shrubland; 4: Other land cover) ,</li> <li>class_label: Class labels (Cultivated grassland; Natural/semi-natural grassland; Open shrubland; Other land cover) ,</li> <li>dataset_name: Existing dataset names (CGLS-LC, EuroCrops, GeoWiki, GeoWiki-feedback, LCMap-Conus, LUCAS, MapBiomas, WorldCereal, GPW) <br>dataset_class: &nbsp;Original land cover class provided by the maintainer of existing dataset</li> <li>esa_worldcover_2020: Land cover class labels extracted from ESA WorldCover 2020,</li> <li>glad_glcluc_yyyy: Land cover class labels extracted from UMD GLAD GLCLUC for the reference date,</li> <li>glc_fcs30d_yyyy: Land cover class labels extracted from GLC_FCS30D for the reference date,</li> <li>gpw_fscs_cluster: K-Means output ranging from 0&mdash;9999 according to Feature Space Coverage Sampling (FSCS),</li> <li>ml_cv_group: spatial block CV group (based on vi_tile_id),</li> <li>ml_type: specify if the sample was used for (1) training or (2) calibration.</li> </ul> <p>The file <code>gpw_grassland_fscs.vi.vhr_grid.samples_20000101_20241231_go_epsg.4326_v2.gpkg</code> provides the grid samples (with 10-m spatial support) and include the follow collumns:</p> <ul> <li>tile_id: 1-km tile id,</li> <li>bing_class: Class labels (Cultivated grassland; Natural/semi-natural grassland; Other land cover) defined using as reference Bing Maps Images,</li> <li>bing_image_start_date: Start date of the Bing Maps Images used in the visual interpretation,</li> <li>bing_image_end_date: End date of the Bing Maps Images used in the visual interpretation,</li> <li>google_class: Class labels (Cultivated grassland; Natural/semi-natural grassland; Other land cover) defined using as reference Google Maps Images,</li> <li>google_image_start_date: Start date of the Google Maps Images used in the visual interpretation,</li> <li>google_image_end_date: End date of the Google Maps Images used in the visual interpretation,</li> <li>missing_image_date: No images available,</li> <li>same_image_bing_google: Images from the same date available in Google and Bing Maps.</li> </ul> <p>The dataset was produced through the <a href="https://plugins.qgis.org/plugins/qgis-fgi-plugin/">QGIS plugin Fast Grid Inspection</a>.</p> <h3>Related resources</h3> <ul> <li><strong>Maps of dominant grassland:</strong><br><a href="https://zenodo.org/records/13890400">2000-2002</a> <a href="https://zenodo.org/records/13890402">2003-2005</a> <a href="https://zenodo.org/records/13890404">2006-2008</a> <a href="https://zenodo.org/records/13890408">2009-2011</a> <a href="https://zenodo.org/records/13890410">2012-2014</a> <a href="https://zenodo.org/records/13890412">2015-2017</a> <a href="https://zenodo.org/records/13890414">2018-2020</a> <a href="https://zenodo.org/records/13890416">2021-2022</a></li> <li><strong>Probability maps of cultivated grassland:</strong><br><a href="https://zenodo.org/records/13890401/files/ggc-30m.csv?download=1">2000-2022 (All URLs)</a></li> <li><strong>Probability maps of natural/semi-natural grassland:</strong><br><a href="https://zenodo.org/records/13890401/files/ggc-30m.csv?download=1">2000-2022 (All URLs)</a></li> <li><strong>Grassland reference samples based on VHR imagery (2000&ndash;2022):</strong><br><a href="https://doi.org/10.5281/zenodo.11281157">GeoPackage files</a></li> <li><strong>Global machine learning models (Random Forest):</strong><br><a href="https://doi.org/10.5281/zenodo.13952806">Parquet and joblib python files</a></li> <li><strong>Reference sampling design derived by FSCV:</strong><br><a href="https://doi.org/10.5281/zenodo.11391517">GeoPackage and raster files</a></li> <li><strong>Harmonized reference samples based on existing LULC dataset:</strong><br><a href="https://doi.org/10.5281/zenodo.13951976">GeoPackage and raster files</a></li> <li><strong>Source code for reproducibility:<br></strong><a href="https://doi.org/10.5281/zenodo.13952867">GitHub release</a><strong><br></strong></li> <li><strong>Mapping feedback tool:</strong><br><a href="https://geo-wiki.org">GeoWiki</a></li> <li><strong>Data catalogues:</strong><br><a href="https://stac.openlandmap.org/gpw_ggc-30m/collection.json?.language=en">OpenLandMap STAC</a> <a href="https://global-pasture-watch.projects.earthengine.app/view/ggc-30m">Google Earth Engine</a></li> </ul> <h3>Support</h3> <p>For questions of bugs/inconsistencies related to the dataset raise a GitHub issue in&nbsp;<a href="https://github.com/wri/global-pasture-watch">https://github.com/wri/global-pasture-watch</a></p>

opencc-by-4.0Oct 2024View details →
zenodo44/100

Reference Measurements of Pavement Samples

<p>Data for MDPI Sensors article <em>Performance Assessment of Reference Modelling Methods for Defect Evaluation in Asphalt Concrete </em>(doi: <a href="https://doi.org/10.3390/s21248190">10.3390/s21248190</a>). Contains data related to Sections 2.3 and 3.1 of the paper. Data describe reference measurements of pavement samples.</p> <p>Data are registered point clouds in ASCII text XYZ format in an arbitrary coordinate system.</p>

opencc-by-4.0Dec 2021View details →
zenodo44/100

Dataset: A systematic multi-technique comparison of luminescence characteristics of two reference quartz samples

<p>Original dataset corresponding to the manuscript Schmidt et al. submitted to the Journal of Luminescence. The dataset is structured as follows:&nbsp;</p> <ul> <li>01_original_data <ul> <li>This folder contains the original measurement data for each experiment (e.g., LM-OSL, TL), organised following the manuscript figures, e.g., Fig_4. These subfolders contain the original measurement data and the measurement sequence. For Ris&oslash; readers, the output format is *.binx and *.xsyg for results from the Freiberg Instruments lexsyg readers (e.g., TR-OSL).</li> </ul> </li> <li>02_processed_data <ul> <li>Comma-separated value (*.csv) to reproduce each figure in the manuscript.&nbsp;</li> </ul> </li> </ul> <p>&nbsp;</p>

opencc-by-4.0May 2022View details →
zenodo44/100

A reference library for Canadian invertebrates with 1.5 million barcodes, voucher specimens, and DNA samples

<p>[This repository contains the source data for the manuscript &quot;A reference library for Canadian invertebrates with 1.5 million barcodes, voucher specimens, and DNA samples&quot; by deWaard et al., 2019. BioRxiv]</p>

opencc-zeroJun 2019View details →
edi44/100

Biomass and shoot densities of marsh grasses at hayed and reference sites for samples collected in June and early July 2000

Biomass and shoot densities of dominant marsh grasses at hayed and reference sites for samples collected in June and early July 2000 at hayed and reference marsh sites near Stackyard Rd. and Patmos Rd, Rowley, Massachusetts

openCustomJan 2020View details →
zenodo40/100

Рис. 2. Распредение биомассы Mytilus trossulus septentrionalis на литорали дальневоcточных морей России. Здесь и далее на гистограммах по оси абцисс после географических пунктов в скобках укаЗана выборка (число иЗученных проб), по оси ординат – максимальные ЗначениЯ биомассы вида. Под Значением биомассы 0.1 г/м² подраЗумеваютсЯ качественные пробы. СокраЩениЯ (бмп) и (топ) оЗначают соответственно беринговоморское и тихоокеанское побережьЯ Восточной Камчатки. Побережье Зал. Петра Великого от устьЯ р. Туманной к северу до м. Поворотного условно отноcитсЯ к южному Приморью; побережье к северу от м. Поворотного (пос. Преображение, б. СоколовскаЯ) до б. Ольга, включительно, условно относитсЯ к среднему Приморью; побережье к северу от б. Ольга до м. Белкина и материковое побережье Татарского пролива относим к северному Приморью. Fig. 2. The distribution of biomass of Mytilus trossulus septentrionalis in the intertidal zone of the Far Eastern seas of Russia. Here and throughout on histograms, on the abcissa is the number of studied samples (numbers in parentheses following the names geographic localities), on the ordinate is the maximum biomass of species. The number 0.1 g wet wt m-2 means the qualitative samples. Abbreviations (bmp) and (top) mean the Bering Sea coast and the Pacific coast of eastern Kamchatka. The coast of Peter the Great Bay from the mouth of the Tumannaya River to Cape Povorotny is conditionally referred to as southern Primorye; the area north of Cape Povorotny (Preobrazhenie Settlement, Sokolovskaya Bay) to Olga Bay inclusive is conditionally referred to as middle Primorye; north of Olga Bay to Cape Belkin and the mainland coast of the Tatar Strait to as northern Primorye. in Bivalve mollusks of the intertidal zone of the Far Eastern seas of Russia

Рис. 2. Распредение биомассы Mytilus trossulus septentrionalis на литорали дальневоcточных морей России. Здесь и далее на гистограммах по оси абцисс после географических пунктов в скобках укаЗана выборка (число иЗученных проб), по оси ординат – максимальные ЗначениЯ биомассы вида. Под Значением биомассы 0.1 г/м² подраЗумеваютсЯ качественные пробы. СокраЩениЯ (бмп) и (топ) оЗначают соответственно беринговоморское и тихоокеанское побережьЯ Восточной Камчатки. Побережье Зал. Петра Великого от устьЯ р. Туманной к северу до м. Поворотного условно отноcитсЯ к южному Приморью; побережье к северу от м. Поворотного (пос. Преображение, б. СоколовскаЯ) до б. Ольга, включительно, условно относитсЯ к среднему Приморью; побережье к северу от б. Ольга до м. Белкина и материковое побережье Татарского пролива относим к северному Приморью. Fig. 2. The distribution of biomass of Mytilus trossulus septentrionalis in the intertidal zone of the Far Eastern seas of Russia. Here and throughout on histograms, on the abcissa is the number of studied samples (numbers in parentheses following the names geographic localities), on the ordinate is the maximum biomass of species. The number 0.1 g wet wt m-2 means the qualitative samples. Abbreviations (bmp) and (top) mean the Bering Sea coast and the Pacific coast of eastern Kamchatka. The coast of Peter the Great Bay from the mouth of the Tumannaya River to Cape Povorotny is conditionally referred to as southern Primorye; the area north of Cape Povorotny (Preobrazhenie Settlement, Sokolovskaya Bay) to Olga Bay inclusive is conditionally referred to as middle Primorye; north of Olga Bay to Cape Belkin and the mainland coast of the Tatar Strait to as northern Primorye.

opencc-by-4.0Dec 2019View details →
zenodo40/100

EEG data for generating reference rdFC patterns and sample rdFC patterns

<p>The correlation structure embedded in scalp EEG data is explored through three representative reference rdFC patterns which can be generated from the data in referenceEEG.txt. Three sample EEG data files, each of a triplet of electrodes, serve as examples for comparison with the reference rdFC patterns.</p>

opencc-by-4.0Nov 2019View details →
zenodo40/100

Results of inter-laboratory testing on COSC-1 cores and reference samples (density, porosity, thermal properties)

<p>The data files contain the results of comparative measurements of thermal properties of four widely used rock references and nine core samples originating from the ICDP COSC-1 borehole, using a steady-state and a transient divided-bar device, a transient plane source device, a modified Angstrom device, as well as two optical thermal conductivity scanners. In addition, the Dewar method provided benchmark values for specific heat capacity.&nbsp;</p> <p>participating institutions and methods (acronyms used in file headers)</p> <p>Chalmers University (CU) transient plane source (TPS)<br>Geological Survey of Sweden (SGU) optical scanning (TCS) <br>Ruhr-Universit ̈at Bochum (RUB) Dewar method,&nbsp;modified Angstrom (mAng), optical scanning (TCS)<br>Aarhus University (AU) transient divided bar (TDB)<br>University College Dublin (UCD) divided bar (DB)</p>

opencc-by-4.0Oct 2024View details →
zenodo40/100

The Lyman Alpha Reference Sample. XVI. Global 21cm HI properties of Lyman-alpha emitting galaxies.

<p>21cm maps and spectra of galaxies in the Lyman Alpha Reference Samples (LARS and eLARS). The field of view has been tailored to show the full extent of the main SoFIA 2 detection. In each FIgure, the top left panel shows DECaLS optical composite image with HI column density contours at level $1.0\times2^n \times10^{19}\,\textrm{cm}^{-2}$, with $n=0,1,2,...,5$ overlaid. The blue solid line shows the regions with SNR&gt;3. Contours fully included in the SNR&gt;3 mask are shown in white, low signal-to-noise contours are shown in gray. A gray cross indicates the position of the galaxy according to optical coordinates, a synthesized beam shaped aperture centred on these coordinates was used to extract HI properties in the center. The top right panel shows column density maps with the same contours as on the previous panel overlaid. The middle left pannel shows the moment-1 map. The middle right panel shows the linewidth map. The bottom pannel shows the total 21cm spectrum (gray) and beam-extracted 21cm spectrum (black). Velocity centroids are indicated by a vertical solid line, and velocity at half width on either side of the peaks by dashed lines, in either gray or black for the total or beam extraction respectively. In the Figure for eLARS05, the object on the bottom left of the top left panel is a separate detection by SoFIA-2.</p>

opencc-by-4.0Nov 2024View details →
zenodo36/100

Tree species reference samples in southwest of France

<p><strong>Ground tree species&nbsp;reference samples&nbsp;located in southwest of France</strong></p> <p>1 262 tree species references from a temperate forest. Suitable for remote sensing applications.<br> 8 broadleaf species, and 5 coniferous.</p> <p>We also provide the spectral values of Formosat-2 level 2A for each one-year Satellite Image Time Series from 2006 to 2014.</p> <p>Paper related to this dataset : <a href="https://doi.org/10.3390/rs11212512">https://doi.org/10.3390/rs11212512</a></p> <p><strong>For more details, please consult the README.pdf file.</strong></p> <p>&nbsp;</p>

opencc-by-4.0Oct 2019View details →
zenodo36/100

SARS-CoV-2 Viral Samples and Reference Genome for Galaxy Training Network SARS with Galaxy on AnVIL Tutorial

<p>In the lab activity, we&#39;ll see if there are genomic differences in the collected sample compared to the original SARS-CoV-2 genome (the reference). We need three files to do this:</p> <ul> <li><strong>SARS-CoV-2_reference_genome.fasta</strong>&nbsp;: the reference genome</li> <li><strong>VA_sample_forward_reads.fastq.gz</strong>: 1 of 2 raw read data files</li> <li><strong>VA_sample_reverse_reads.fastq.gz</strong>: 2 of 2 raw read data files</li> </ul> <p>The sample for this activity was derived from data collected at Virginia Commonwealth University in Richmond, VA. The researchers collected the sample with the goal of being able to track the spread and evolution of this virus state-wide, nationally, and internationally. You can download the original data&nbsp;<a href="https://www.ncbi.nlm.nih.gov/sra/?term=XGTK449087">here</a>.</p> <p>You can download the reference genome&nbsp;<a href="https://www.ncbi.nlm.nih.gov/nuccore/1798174254">here</a>.</p>

opencc-by-4.0Nov 2021View details →
zenodo32/100

Simulated samples and reference genomes of 25 pathogens

Open the record for dataset details and reuse information.

opencc-by-4.0Jul 2024View details →
zenodo32/100

FIGURE­1. Map showing the sampling localities and distribution of all valid Korean species identified and described so far. The black line between Stations 6a and 6b represents a man-made road with no gap for water entry from either side. Stations 1 to 15 refer to the study sites in Vakati et al. (2019), station 16 refers to the study site in Kim et al. (2017). in -On- two- new- species- of- Nannopus- Brady,- 1880- (Copepoda:- Harpacticoida Nannopodidae)-from-intertidal-mudflats-of-the-Korean-west-coast-(Yellow-Sea)

FIGURE­1. Map showing the sampling localities and distribution of all valid Korean species identified and described so far. The black line between Stations 6a and 6b represents a man-made road with no gap for water entry from either side. Stations 1 to 15 refer to the study sites in Vakati et al. (2019), station 16 refers to the study site in Kim et al. (2017).

opennotspecifiedOct 2021View details →
zenodo28/100

Appendix Measurements for species of Breviphysoderes gen. nov., Macrophysoderes gen. nov., Nanophysoderes gen. nov., Paraphysoderes Villiers, 1962 and Physoderes Westwood, 1945 (in mm). Numbers in parentheses beside mean values refer to sample size. SD = Standard deviation. In the USI column, UCR _ ENT catalogue numbers are referred to by the number only. in Uncovering hidden diversity: phylogeny and taxonomy of Physoderinae (Reduviidae, Heteroptera), with emphasis on Physoderes Westwood in the Oriental and Australasian regions

<p><b>Appendix</b> Measurements for species of <i>Breviphysoderes</i> gen. nov., <i>Macrophysoderes</i> gen. nov., <i>Nanophysoderes</i> gen. nov., <i>Paraphysoderes</i> Villiers, 1962 and <i>Physoderes</i> Westwood, 1945 (in mm). Numbers in parentheses beside mean values refer to sample size. SD = Standard deviation. In the USI column, UCR _ENT catalogue numbers are referred to by the number only.</p><table><thead><tr><th>Species</th><th>Sex</th><th>USI</th><th>Total Length</th><th>Head length</th><th>Eye length</th><th>Eye width</th><th>Anterior lobe (l)</th><th colspan="2">Pronotum Anterior Posterior lobe (w) lobe (l)</th><th>Posterior lobe (w)</th><th>Hemelytron length</th><th>Scape length</th><th>Interocular distance</th><th>Postocular lobe width</th><th>Abdomen width</th></tr><tr><th colspan="16"><b><i>Breviphysoderes</i> gen. nov.</b></th></tr></thead><tbody><tr><th><i>B. decora</i></th><td>&female;</td><td>Mean (5)</td><td>9.19</td><td>2.02</td><td>0.40</td><td>1.06</td><td>0.98</td><td>2.18</td><td>1.08</td><td>2.96</td><td>5.41</td><td>0.55</td><td>0.59</td><td>0.88</td><td>3.76</td></tr><tr><th></th><td></td><td>SD</td><td>0.33</td><td>0.19</td><td>0.03</td><td>0.05</td><td>0.09</td><td>0.12</td><td>0.14</td><td>0.17</td><td>0.18</td><td>0.03</td><td>0.06</td><td>0.04</td><td>0.20</td></tr><tr><th></th><td></td><td>Minimum</td><td>8.81</td><td>1.79</td><td>0.38</td><td>0.99</td><td>0.90</td><td>2.06</td><td>0.89</td><td>2.75</td><td>5.12</td><td>0.51</td><td>0.51</td><td>0.85</td><td>3.56</td></tr><tr><th></th><td></td><td>Maximum</td><td>9.53</td><td>2.24</td><td>0.46</td><td>1.11</td><td>1.09</td><td>2.32</td><td>1.26</td><td>3.14</td><td>5.63</td><td>0.58</td><td>0.65</td><td>0.94</td><td>4.05</td></tr><tr><th><i>B. mjoebergi</i></th><td>&male;</td><td>Mean (3)</td><td>7.91</td><td>1.62</td><td>0.37</td><td>0.96</td><td>0.89</td><td>2.02</td><td>1.11</td><td>2.74</td><td>4.41</td><td>0.53</td><td>0.56</td><td>0.83</td><td>3.31</td></tr><tr><th></th><td></td><td>SD</td><td>0.43</td><td>0.21</td><td>0.02</td><td>0.03</td><td>0.11</td><td>0.06</td><td>0.24</td><td>0.14</td><td>0.41</td><td>0.03</td><td>0.04</td><td>0.03</td><td>0.23</td></tr><tr><th></th><td></td><td>Minimum</td><td>7.49</td><td>1.39</td><td>0.36</td><td>0.95</td><td>0.77</td><td>1.96</td><td>0.94</td><td>2.61</td><td>3.96</td><td>0.50</td><td>0.52</td><td>0.79</td><td>3.06</td></tr><tr><th></th><td></td><td>Maximum</td><td>8.35</td><td>1.82</td><td>0.39</td><td>1.00</td><td>0.97</td><td>2.08</td><td>1.38</td><td>2.88</td><td>4.77</td><td>0.57</td><td>0.59</td><td>0.85</td><td>3.50</td></tr><tr><th></th><td>&female;</td><td>Mean (5)</td><td>8.76</td><td>1.82</td><td>0.47</td><td>1.03</td><td>1.00</td><td>2.23</td><td>1.08</td><td>2.91</td><td>5.03</td><td>0.56</td><td>0.61</td><td>0.87</td><td>3.76</td></tr><tr><th></th><td></td><td>SD</td><td>0.69</td><td>0.12</td><td>0.23</td><td>0.06</td><td>0.15</td><td>0.23</td><td>0.14</td><td>0.22</td><td>0.52</td><td>0.05</td><td>0.03</td><td>0.03</td><td>0.40</td></tr><tr><th></th><td></td><td>Minimum</td><td>7.91</td><td>1.68</td><td>0.32</td><td>0.98</td><td>0.87</td><td>1.97</td><td>0.97</td><td>2.63</td><td>4.36</td><td>0.51</td><td>0.57</td><td>0.84</td><td>3.31</td></tr><tr><th></th><td></td><td>Maximum</td><td>10.23</td><td>2.08</td><td>0.38</td><td>1.07</td><td>1.50</td><td>3.18</td><td>1.24</td><td>3.35</td><td>6.20</td><td>0.69</td><td>0.65</td><td>0.93</td><td>4.07</td></tr><tr><th><i>B. vestita</i></th><td>&female;</td><td>Mean (5)</td><td>9.13</td><td>1.84</td><td>0.33</td><td>1.01</td><td>1.06</td><td>2.29</td><td>1.09</td><td>2.89</td><td>5.46</td><td>0.60</td><td>0.63</td><td>0.88</td><td>3.95</td></tr><tr><th></th><td></td><td>SD</td><td>0.30</td><td>0.18</td><td>0.03</td><td>0.02</td><td>0.04</td><td>0.17</td><td>0.06</td><td>0.13</td><td>0.14</td><td>0.03</td><td>0.03</td><td>0.03</td><td>0.16</td></tr><tr><th></th><td></td><td>Minimum</td><td>8.74</td><td>1.57</td><td>0.29</td><td>0.99</td><td>1.01</td><td>2.05</td><td>1.02</td><td>2.73</td><td>5.26</td><td>0.56</td><td>0.59</td><td>0.83</td><td>3.73</td></tr><tr><th></th><td></td><td>Maximum</td><td>9.54</td><td>2.04</td><td>0.38</td><td>1.04</td><td>1.12</td><td>2.46</td><td>1.18</td><td>3.08</td><td>5.58</td><td>0.64</td><td>0.67</td><td>0.92</td><td>4.15</td></tr><tr><th><b><i>Macrophysoderes</i> gen. nov.</b></th><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><th><i>M. cirripilosa</i> gen. et sp. nov.</th><td>&male;</td><td>Mean (16)</td><td>8.7</td><td>1.66</td><td>0.34</td><td>0.98</td><td>0.95</td><td>2.24</td><td>1.01</td><td>2.82</td><td>5.32</td><td>0.46</td><td>0.62</td><td>0.85</td><td>3.25</td></tr><tr><th></th><td></td><td>SD</td><td>0.66</td><td>0.12</td><td>0.03</td><td>0.06</td><td>0.09</td><td>0.19</td><td>0.14</td><td>0.21</td><td>0.45</td><td>0.04</td><td>0.06</td><td>0.03</td><td>0.24</td></tr><tr><th></th><td></td><td>Minimum</td><td>7.8</td><td>1.45</td><td>0.29</td><td>0.84</td><td>0.81</td><td>1.88</td><td>0.77</td><td>2.4</td><td>4.71</td><td>0.4</td><td>0.56</td><td>0.79</td><td>2.72</td></tr><tr><th></th><td></td><td>Maximum</td><td>9.85</td><td>1.99</td><td>0.39</td><td>1.05</td><td>1.14</td><td>2.62</td><td>1.32</td><td>3.16</td><td>6.05</td><td>0.53</td><td>0.75</td><td>0.91</td><td>3.62</td></tr><tr><th></th><td>&female;</td><td>Mean (21)</td><td>9.04</td><td>1.67</td><td>0.35</td><td>1.01</td><td>0.94</td><td>2.23</td><td>1.05</td><td>2.88</td><td>5.61</td><td>0.48</td><td>0.65</td><td>0.89</td><td>3.7</td></tr><tr><th></th><td></td><td>SD</td><td>1.12</td><td>0.19</td><td>0.05</td><td>0.09</td><td>0.12</td><td>0.27</td><td>0.15</td><td>0.31</td><td>0.8</td><td>0.05</td><td>0.06</td><td>0.07</td><td>0.42</td></tr><tr><th></th><td></td><td>Minimum</td><td>7.16</td><td>1.27</td><td>0.23</td><td>0.88</td><td>0.72</td><td>1.79</td><td>0.69</td><td>2.43</td><td>4.04</td><td>0.4</td><td>0.55</td><td>0.81</td><td>2.91</td></tr><tr><th></th><td></td><td>Maximum</td><td>11.01</td><td>1.97</td><td>0.46</td><td>1.17</td><td>1.15</td><td>2.79</td><td>1.28</td><td>3.47</td><td>7.04</td><td>0.58</td><td>0.79</td><td>1.04</td><td>4.43</td></tr><tr><th><i>M. elongata</i> gen. et sp. nov.</th><td>&male;</td><td>Mean (5) SD Minimum Maximum</td><td>10.29 0.47 9.98 11.11</td><td>1.77 0.13 1.57 1.88</td><td>0.36 0.03 0.32 0.39</td><td>1.02 0.03 0.97 1.06</td><td>1.06 0.15 0.91 1.29</td><td>2.78 0.25 2.49 2.98</td><td>1.33 0.06 1.24 1.4</td><td>3.28 0.17 3.04 3.49</td><td>6.64 0.37 6.36 7.28</td><td>0.52 0.03 0.49 0.57</td><td>0.65 0.05 0.57 0.69</td><td>0.94 0.01 0.93 0.96</td><td>3.74 0.2 3.51 4.03</td></tr><tr><th></th><td>&female;</td><td>Mean (4) SD Minimum Maximum</td><td>9.89 0.4 9.47 10.41</td><td>1.77 0.1 1.66 1.86</td><td>0.33 0.04 0.28 0.38</td><td>0.99 0.02 0.98 1.02</td><td>0.98 0.13 0.87 1.13</td><td>2.49 0.11 2.34 2.61</td><td>1.12 0.05 1.05 1.15</td><td>3.07 0.15 2.93 3.21</td><td>6.39 0.42 6.08 7</td><td>0.45 0.06 0.37 0.5</td><td>0.66 0 0.65 0.66</td><td>0.91 0.04 0.85 0.95</td><td>3.76 0.19 3.51 3.91</td></tr><tr><th><i>M. finisterre</i> gen. et sp. nov.</th><td>&male;</td><td>Mean (5) SD Minimum Maximum</td><td>8.85 0.38 8.4 9.36</td><td>1.66 0.1 1.51 1.76</td><td>0.33 0.04 0.3 0.38</td><td>0.96 0.05 0.89 1.02</td><td>0.92 0.04 0.89 0.99</td><td>2.14 0.14 1.92 2.29</td><td>1.11 0.15 0.94 1.32</td><td>2.81 0.14 2.59 2.96</td><td>5.36 0.38 4.97 5.84</td><td>0.48 0.04 0.43 0.54</td><td>0.62 0.01 0.6 0.64</td><td>0.82 0.06 0.75 0.9</td><td>3.23 0.19 2.92 3.38</td></tr><tr><th></th><td>&female;</td><td>Mean (5) SD Minimum Maximum</td><td>9.12 0.48 8.53 9.8</td><td>1.74 0.02 1.71 1.76</td><td>0.35 0.04 0.3 0.4</td><td>0.99 0.04 0.95 1.04</td><td>0.98 0.07 0.91 1.08</td><td>2.14 0.13 2.05 2.36</td><td>1.12 0.14 0.98 1.35</td><td>2.86 0.18 2.74 3.18</td><td>5.52 0.39 4.94 5.97</td><td>0.48 0.05 0.43 0.55</td><td>0.64 0.04 0.6 0.67</td><td>0.85 0.04 0.8 0.92</td><td>3.7 0.25 3.43 4.11</td></tr><tr><th><i>M. histrionica</i></th><td>&male;</td><td>00018520</td><td>8.5</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>2.8</td><td>5</td><td>-</td><td>-</td><td>-</td><td>-</td></tr><tr><th><i>M. grandis</i> gen. et sp. nov.</th><td>&male; &female;</td><td>00052314 00073625</td><td>11.58 12.66</td><td>1.59 2.02</td><td>0.48 0.5</td><td>1.31 1.33</td><td>1.03 1.33</td><td>2.65 2.82</td><td>1.64 1.69</td><td>3.74 4.03</td><td>7.71 8.21</td><td>0.75 0.75</td><td>0.62 0.67</td><td>1.01 1.01</td><td>4.28 4.86</td></tr><tr><th><i>M. modesta</i></th><td>&male; &female;</td><td>00069386 00069384</td><td>9.45 -1.82</td><td>1.94 2.13</td><td>0.35 0.36</td><td>1.06 1.28</td><td>1.08 1.24</td><td>2.14 2.56</td><td>1.27 1.52</td><td>2.95 3.71</td><td>5.49 7.37</td><td>0.52 0.58</td><td>0.59 0.73</td><td>0.88 0.96</td><td>3.46 4.47</td></tr><tr><th><i>M. monticola</i></th><td>&male; &female;</td><td>00069387 Mean (3) SD Minimum Maximum</td><td>10.34 9.88 0.72 9.11 10.53</td><td>1.81 1.98 0.11 1.89 2.11</td><td>0.29 0.35 0.01 0.34 0.37</td><td>1.06 1.08 0.06 1.02 1.13</td><td>0.96 0.93 0.09 0.84 1</td><td>2.29 2.32 0.2 2.1 2.48</td><td>1.37 1.26 0.22 1.06 1.49</td><td>3.36 3.24 0.29 2.93 3.51</td><td>6.35 5.99 0.3 5.65 6.21</td><td>0.49 0.47 0.02 0.44 0.49</td><td>0.63 0.66 0.04 0.62 0.69</td><td>0.91 0.93 0.02 0.91 0.96</td><td>4.19 4 0.34 3.68 4.36</td></tr><tr><th><b><i>Nanophysoderes</i> gen. nov.</b> <i>N. dentiscutum</i></th><td>&male;</td><td>00037370</td><td>7.66</td><td>1.55</td><td>0.33</td><td>0.89</td><td>0.76</td><td>1.86</td><td>0.86</td><td>2.34</td><td>4.58</td><td>0.42</td><td>0.52</td><td>0.79</td><td>2.8</td></tr><tr><th><i>Paraphysoderes</i></th><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><th><i>Pa. popeye</i> sp. nov.</th><td>&male;</td><td>00073584</td><td>7.09</td><td>1.27</td><td>0.26</td><td>0.83</td><td>0.78</td><td>1.57</td><td>0.84</td><td>2.22</td><td>4.35</td><td>0.43</td><td>0.59</td><td>0.69</td><td>2.56</td></tr><tr><th></th><td>&female;</td><td>Mean (5)</td><td>7.89</td><td>1.55</td><td>0.29</td><td>0.98</td><td>1</td><td>1.96</td><td>0.84</td><td>2.61</td><td>4.69</td><td>0.51</td><td>0.66</td><td>0.76</td><td>3.32</td></tr><tr><th></th><td></td><td>SD</td><td>0.44</td><td>0.21</td><td>0.02</td><td>0.02</td><td>0.06</td><td>0.18</td><td>0.07</td><td>0.14</td><td>0.23</td><td>0.07</td><td>0.03</td><td>0.01</td><td>0.14</td></tr><tr><th></th><td></td><td>Minimum</td><td>7.47</td><td>1.25</td><td>0.27</td><td>0.95</td><td>0.95</td><td>1.8</td><td>0.76</td><td>2.5</td><td>4.46</td><td>0.42</td><td>0.63</td><td>0.75</td><td>3.17</td></tr><tr><th></th><td></td><td>Maximum</td><td>8.41</td><td>1.83</td><td>0.33</td><td>1.01</td><td>1.1</td><td>2.25</td><td>0.93</td><td>2.77</td><td>5.02</td><td>0.61</td><td>0.69</td><td>0.78</td><td>3.54</td></tr><tr><th><i>Physoderes</i></th><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><th><i>P.anamalaiensis</i> sp. nov.</th><td>&male;</td><td>Mean (5)</td><td>9.27</td><td>1.93</td><td>0.32</td><td>1.01</td><td>1.33</td><td>2.85</td><td>0.87</td><td>2.83</td><td>5.44</td><td>0.49</td><td>0.65</td><td>0.85</td><td>3.56</td></tr><tr><th></th><td></td><td>SD</td><td>0.36</td><td>0.04</td><td>0.02</td><td>0.03</td><td>0.09</td><td>0.29</td><td>0.11</td><td>0.16</td><td>0.19</td><td>0.04</td><td>0.01</td><td>0.03</td><td>0.13</td></tr><tr><th></th><td></td><td>Minimum</td><td>8.91</td><td>1.87</td><td>0.28</td><td>0.98</td><td>1.23</td><td>2.45</td><td>0.73</td><td>2.64</td><td>5.17</td><td>0.42</td><td>0.64</td><td>0.82</td><td>3.41</td></tr><tr><th></th><td></td><td>Maximum</td><td>9.82</td><td>1.97</td><td>0.35</td><td>1.05</td><td>1.46</td><td>3.1</td><td>1.02</td><td>2.96</td><td>5.62</td><td>0.53</td><td>0.67</td><td>0.89</td><td>3.74</td></tr><tr><th></th><td>&female;</td><td>Mean (5)</td><td>9.13</td><td>1.97</td><td>0.33</td><td>0.97</td><td>1.13</td><td>2.51</td><td>0.96</td><td>2.84</td><td>5.24</td><td>0.49</td><td>0.63</td><td>0.87</td><td>3.77</td></tr><tr><th></th><td></td><td>SD</td><td>0.27</td><td>0.12</td><td>0.03</td><td>0.04</td><td>0.05</td><td>0.15</td><td>0.15</td><td>0.09</td><td>0.18</td><td>0.03</td><td>0.08</td><td>0.02</td><td>0.19</td></tr><tr><th></th><td></td><td>Minimum</td><td>8.92</td><td>1.85</td><td>0.3</td><td>0.94</td><td>1.07</td><td>2.31</td><td>0.77</td><td>2.75</td><td>5.03</td><td>0.47</td><td>0.54</td><td>0.85</td><td>3.55</td></tr><tr><th></th><td></td><td>Maximum</td><td>9.59</td><td>2.14</td><td>0.36</td><td>1.03</td><td>1.17</td><td>2.72</td><td>1.1</td><td>2.99</td><td>5.48</td><td>0.53</td><td>0.74</td><td>0.91</td><td>4.07</td></tr><tr><th><i>P. azrael</i></th><td>&male;</td><td>Mean (5)</td><td>8.58</td><td>1.63</td><td>0.3</td><td>0.89</td><td>0.97</td><td>2.58</td><td>0.94</td><td>2.75</td><td>5.29</td><td>0.39</td><td>0.59</td><td>0.85</td><td>3.1</td></tr><tr><th></th><td></td><td>SD</td><td>0.16</td><td>0.08</td><td>0.02</td><td>0.02</td><td>0.06</td><td>0.18</td><td>0.07</td><td>0.11</td><td>0.15</td><td>0.02</td><td>0.03</td><td>0.03</td><td>0.13</td></tr><tr><th></th><td></td><td>Minimum</td><td>8.39</td><td>1.52</td><td>0.27</td><td>0.86</td><td>0.9</td><td>2.33</td><td>0.83</td><td>2.6</td><td>5.11</td><td>0.36</td><td>0.55</td><td>0.82</td><td>2.94</td></tr><tr><th></th><td></td><td>Maximum</td><td>8.76</td><td>1.7</td><td>0.32</td><td>0.91</td><td>1.05</td><td>2.71</td><td>1</td><td>2.87</td><td>5.49</td><td>0.41</td><td>0.62</td><td>0.88</td><td>3.24</td></tr><tr><th></th><td>&female;</td><td>Mean (5)</td><td>8.61</td><td>1.61</td><td>0.29</td><td>0.89</td><td>0.86</td><td>2.13</td><td>0.92</td><td>2.68</td><td>5.41</td><td>0.42</td><td>0.6</td><td>0.86</td><td>3.21</td></tr><tr><th></th><td></td><td>SD</td><td>0.27</td><td>0.06</td><td>0.02</td><td>0.04</td><td>0.04</td><td>0.07</td><td>0.04</td><td>0.09</td><td>0.19</td><td>0.05</td><td>0.03</td><td>0.02</td><td>0.06</td></tr><tr><th></th><td></td><td>Minimum</td><td>8.14</td><td>1.51</td><td>0.26</td><td>0.83</td><td>0.8</td><td>2.04</td><td>0.85</td><td>2.55</td><td>5.13</td><td>0.36</td><td>0.55</td><td>0.84</td><td>3.13</td></tr><tr><th></th><td></td><td>Maximum</td><td>8.83</td><td>1.67</td><td>0.31</td><td>0.93</td><td>0.91</td><td>2.22</td><td>0.96</td><td>2.77</td><td>5.64</td><td>0.49</td><td>0.62</td><td>0.88</td><td>3.26</td></tr><tr><th><i>P. brevipennis</i> sp. nov.</th><td>&male;</td><td>Mean (5)</td><td>6.61</td><td>1.77</td><td>0.3</td><td>0.93</td><td>1.28</td><td>2.98</td><td>0.78</td><td>2.6</td><td>2.72</td><td>0.49</td><td>0.6</td><td>0.87</td><td>3.44</td></tr><tr><th></th><td></td><td>SD</td><td>0.35</td><td>0.14</td><td>0.03</td><td>0.04</td><td>0.1</td><td>0.2</td><td>0.05</td><td>0.14</td><td>0.27</td><td>0.03</td><td>0.05</td><td>0.04</td><td>0.24</td></tr><tr><th></th><td></td><td>Minimum</td><td>6.08</td><td>1.67</td><td>0.27</td><td>0.88</td><td>1.21</td><td>2.76</td><td>0.71</td><td>2.47</td><td>2.41</td><td>0.46</td><td>0.53</td><td>0.81</td><td>3.19</td></tr><tr><th></th><td></td><td>Maximum</td><td>7.07</td><td>2.01</td><td>0.34</td><td>0.98</td><td>1.44</td><td>3.25</td><td>0.82</td><td>2.8</td><td>3.05</td><td>0.53</td><td>0.65</td><td>0.91</td><td>3.83</td></tr><tr><th></th><td>&female;</td><td>Mean (5)</td><td>6.53</td><td>1.69</td><td>0.31</td><td>0.96</td><td>1.11</td><td>2.49</td><td>0.81</td><td>2.54</td><td>2.71</td><td>0.49</td><td>0.64</td><td>0.89</td><td>3.8</td></tr><tr><th></th><td></td><td>SD</td><td>0.17</td><td>0.15</td><td>0.04</td><td>0.04</td><td>0.09</td><td>0.18</td><td>0.08</td><td>0.13</td><td>0.27</td><td>0.03</td><td>0.03</td><td>0.03</td><td>0.32</td></tr><tr><th></th><td></td><td>Minimum</td><td>6.29</td><td>1.49</td><td>0.25</td><td>0.91</td><td>0.98</td><td>2.19</td><td>0.73</td><td>2.31</td><td>2.31</td><td>0.46</td><td>0.59</td><td>0.84</td><td>3.42</td></tr><tr><th></th><td></td><td>Maximum</td><td>6.73</td><td>1.87</td><td>0.34</td><td>1.01</td><td>1.2</td><td>2.65</td><td>0.91</td><td>2.66</td><td>2.97</td><td>0.54</td><td>0.68</td><td>0.93</td><td>4.14</td></tr><tr><th><i>P. curculionis</i></th><td>&male;</td><td>Mean (7)</td><td>7.64</td><td>1.56</td><td>0.28</td><td>0.86</td><td>1.02</td><td>2.53</td><td>0.78</td><td>2.59</td><td>4.48</td><td>0.37</td><td>0.59</td><td>0.81</td><td>3</td></tr><tr><th></th><td></td><td>SD</td><td>0.21</td><td>0.07</td><td>0.01</td><td>0.02</td><td>0.06</td><td>0.15</td><td>0.1</td><td>0.08</td><td>0.18</td><td>0.06</td><td>0.03</td><td>0.02</td><td>0.21</td></tr><tr><th></th><td></td><td>Minimum</td><td>7.37</td><td>1.46</td><td>0.27</td><td>0.82</td><td>0.94</td><td>2.37</td><td>0.64</td><td>2.5</td><td>4.15</td><td>0.27</td><td>0.54</td><td>0.78</td><td>2.68</td></tr><tr><th></th><td></td><td>Maximum</td><td>7.9</td><td>1.67</td><td>0.29</td><td>0.88</td><td>1.11</td><td>2.74</td><td>0.93</td><td>2.69</td><td>4.63</td><td>0.44</td><td>0.65</td><td>0.83</td><td>3.35</td></tr><tr><th></th><td>&female;</td><td>Mean (9)</td><td>7.47</td><td>1.52</td><td>0.27</td><td>0.86</td><td>0.91</td><td>2.19</td><td>0.86</td><td>2.54</td><td>4.46</td><td>0.39</td><td>0.58</td><td>0.82</td><td>3.14</td></tr><tr><th></th><td></td><td>SD</td><td>0.17</td><td>0.07</td><td>0.03</td><td>0.04</td><td>0.08</td><td>0.1</td><td>0.08</td><td>0.09</td><td>0.16</td><td>0.03</td><td>0.03</td><td>0.03</td><td>0.26</td></tr><tr><th></th><td></td><td>Minimum</td><td>7.23</td><td>1.38</td><td>0.23</td><td>0.82</td><td>0.79</td><td>2.07</td><td>0.72</td><td>2.46</td><td>4.12</td><td>0.36</td><td>0.53</td><td>0.77</td><td>2.5</td></tr><tr><th></th><td></td><td>Maximum</td><td>7.68</td><td>1.61</td><td>0.32</td><td>0.92</td><td>1.07</td><td>2.36</td><td>1.01</td><td>2.7</td><td>4.68</td><td>0.44</td><td>0.63</td><td>0.85</td><td>3.39</td></tr><tr><th><i>P. fuliginosa</i></th><td>&male;</td><td>Mean (5)</td><td>10.47</td><td>2.01</td><td>0.34</td><td>0.99</td><td>1.45</td><td>3.42</td><td>1.15</td><td>3.31</td><td>6.24</td><td>0.55</td><td>0.65</td><td>0.94</td><td>3.82</td></tr><tr><th></th><td></td><td>SD</td><td>0.54</td><td>0.08</td><td>0.03</td><td>0.05</td><td>0.2</td><td>0.54</td><td>0.09</td><td>0.23</td><td>0.36</td><td>0.02</td><td>0.07</td><td>0.05</td><td>0.28</td></tr><tr><th></th><td></td><td>Minimum</td><td>9.84</td><td>1.89</td><td>0.29</td><td>0.93</td><td>1.22</td><td>2.85</td><td>1.06</td><td>3.1</td><td>5.84</td><td>0.52</td><td>0.56</td><td>0.89</td><td>3.54</td></tr><tr><th></th><td></td><td>Maximum</td><td>11.03</td><td>2.08</td><td>0.36</td><td>1.04</td><td>1.69</td><td>4</td><td>1.28</td><td>3.63</td><td>6.56</td><td>0.57</td><td>0.74</td><td>1.01</td><td>4.19</td></tr><tr><th></th><td>&female;</td><td>Mean (5)</td><td>10.14</td><td>2</td><td>0.38</td><td>1.01</td><td>1</td><td>2.39</td><td>1.34</td><td>3.2</td><td>6.2</td><td>0.5</td><td>0.64</td><td>0.92</td><td>4.04</td></tr><tr><th></th><td></td><td>SD</td><td>0.49</td><td>0.05</td><td>0.04</td><td>0.07</td><td>0.08</td><td>0.18</td><td>0.12</td><td>0.15</td><td>0.37</td><td>0.03</td><td>0.06</td><td>0.04</td><td>0.26</td></tr><tr><th></th><td></td><td>Minimum</td><td>9.59</td><td>1.92</td><td>0.33</td><td>0.93</td><td>0.9</td><td>2.19</td><td>1.22</td><td>3</td><td>5.72</td><td>0.49</td><td>0.59</td><td>0.88</td><td>3.8</td></tr><tr><th></th><td></td><td>Maximum</td><td>10.89</td><td>2.03</td><td>0.44</td><td>1.12</td><td>1.1</td><td>2.6</td><td>1.54</td><td>3.4</td><td>6.68</td><td>0.55</td><td>0.74</td><td>0.98</td><td>4.47</td></tr><tr><th><i>P.minime</i> sp. nov.</th><td>&male;</td><td>Mean (5)</td><td>8.64</td><td>2.01</td><td>0.31</td><td>0.89</td><td>1.23</td><td>2.83</td><td>0.98</td><td>2.74</td><td>4.72</td><td>0.52</td><td>0.61</td><td>0.86</td><td>3.3</td></tr><tr><th></th><td></td><td>SD</td><td>0.28</td><td>0.08</td><td>0.01</td><td>0.01</td><td>0.05</td><td>0.09</td><td>0.06</td><td>0.08</td><td>0.23</td><td>0.03</td><td>0.03</td><td>0.01</td><td>0.1</td></tr><tr><th></th><td></td><td>Minimum</td><td>8.31</td><td>1.9</td><td>0.29</td><td>0.88</td><td>1.18</td><td>2.73</td><td>0.93</td><td>2.64</td><td>4.54</td><td>0.49</td><td>0.55</td><td>0.84</td><td>3.19</td></tr><tr><th></th><td></td><td>Maximum</td><td>9.03</td><td>2.12</td><td>0.32</td><td>0.9</td><td>1.28</td><td>2.97</td><td>1.07</td><td>2.82</td><td>5.13</td><td>0.56</td><td>0.62</td><td>0.87</td><td>3.46</td></tr><tr><th></th><td>&female;</td><td>Mean (5)</td><td>8.29</td><td>1.88</td><td>0.3</td><td>0.87</td><td>0.89</td><td>2.07</td><td>1.04</td><td>2.6</td><td>4.77</td><td>0.49</td><td>0.57</td><td>0.87</td><td>3.58</td></tr><tr><th></th><td></td><td>SD</td><td>0.16</td><td>0.14</td><td>0.05</td><td>0.06</td><td>0.06</td><td>0.08</td><td>0.09</td><td>0.1</td><td>0.26</td><td>0.02</td><td>0.09</td><td>0.04</td><td>0.16</td></tr><tr><th></th><td></td><td>Minimum</td><td>8.1</td><td>1.7</td><td>0.25</td><td>0.79</td><td>0.81</td><td>1.98</td><td>0.96</td><td>2.48</td><td>4.48</td><td>0.47</td><td>0.49</td><td>0.82</td><td>3.31</td></tr><tr><th></th><td></td><td>Maximum</td><td>8.54</td><td>2.05</td><td>0.38</td><td>0.94</td><td>0.98</td><td>2.15</td><td>1.19</td><td>2.7</td><td>5.11</td><td>0.51</td><td>0.69</td><td>0.94</td><td>3.71</td></tr><tr><th><i>P. muluensis</i> sp. nov.</th><td>&male;</td><td>Mean (4)</td><td>7.35</td><td>1.73</td><td>0.3</td><td>0.91</td><td>0.9</td><td>1.95</td><td>0.95</td><td>2.43</td><td>3.96</td><td>0.49</td><td>0.56</td><td>0.82</td><td>2.83</td></tr><tr><th></th><td></td><td>SD</td><td>0.27</td><td>0.18</td><td>0.03</td><td>0.06</td><td>0.12</td><td>0.11</td><td>0.03</td><td>0.13</td><td>0.3</td><td>0.03</td><td>0.03</td><td>0.09</td><td>0.18</td></tr><tr><th></th><td></td><td>Minimum</td><td>6.99</td><td>1.46</td><td>0.27</td><td>0.84</td><td>0.77</td><td>1.82</td><td>0.93</td><td>2.26</td><td>3.61</td><td>0.46</td><td>0.53</td><td>0.74</td><td>2.61</td></tr><tr><th></th><td></td><td>Maximum</td><td>7.59</td><td>1.87</td><td>0.33</td><td>0.96</td><td>1.04</td><td>2.08</td><td>0.99</td><td>2.56</td><td>4.35</td><td>0.53</td><td>0.6</td><td>0.93</td><td>3.01</td></tr><tr><th></th><td>&female;</td><td>Mean (3)</td><td>7.92</td><td>1.75</td><td>0.3</td><td>0.95</td><td>1</td><td>2.05</td><td>0.95</td><td>2.59</td><td>4.32</td><td>0.48</td><td>0.64</td><td>0.85</td><td>3.34</td></tr><tr><th></th><td></td><td>SD</td><td>0.27</td><td>0.07</td><td>0.03</td><td>0.05</td><td>0.05</td><td>0.09</td><td>0.09</td><td>0.04</td><td>0.26</td><td>0.05</td><td>0.06</td><td>0.03</td><td>0.08</td></tr><tr><th></th><td></td><td>Minimum</td><td>7.67</td><td>1.72</td><td>0.27</td><td>0.89</td><td>0.95</td><td>1.98</td><td>0.9</td><td>2.55</td><td>4.02</td><td>0.45</td><td>0.57</td><td>0.81</td><td>3.28</td></tr><tr><th></th><td></td><td>Maximum</td><td>8.21</td><td>1.83</td><td>0.32</td><td>0.99</td><td>1.06</td><td>2.15</td><td>1.06</td><td>2.62</td><td>4.5</td><td>0.54</td><td>0.69</td><td>0.87</td><td>3.43</td></tr><tr><th><i>P. mysorensis</i> sp. nov.</th><td>&male;</td><td>Mean (3)</td><td>10.82</td><td>2.05</td><td>0.36</td><td>1.07</td><td>1.62</td><td>3.69</td><td>1.12</td><td>3.54</td><td>6.43</td><td>0.58</td><td>0.72</td><td>0.93</td><td>4.14</td></tr><tr><th></th><td></td><td>SD</td><td>0.14</td><td>0.11</td><td>0.08</td><td>0.05</td><td>0.1</td><td>0.26</td><td>0.1</td><td>0.12</td><td>0.21</td><td>0</td><td>0.01</td><td>0.04</td><td>0.32</td></tr><tr><th></th><td></td><td>Minimum</td><td>10.69</td><td>1.92</td><td>0.27</td><td>1.03</td><td>1.51</td><td>3.44</td><td>1.01</td><td>3.41</td><td>6.3</td><td>0.57</td><td>0.71</td><td>0.89</td><td>3.92</td></tr><tr><th></th><td></td><td>Maximum</td><td>10.96</td><td>2.14</td><td>0.42</td><td>1.12</td><td>1.71</td><td>3.95</td><td>1.21</td><td>3.63</td><td>6.67</td><td>0.58</td><td>0.73</td><td>0.97</td><td>4.37</td></tr><tr><th></th><td>&female;</td><td>Mean (2)</td><td>10.7</td><td>2.08</td><td>0.34</td><td>1.08</td><td>1.45</td><td>3.11</td><td>1.17</td><td>3.56</td><td>6.48</td><td>0.58</td><td>0.66</td><td>1</td><td>4.3</td></tr><tr><th></th><td></td><td>SD</td><td>0.25</td><td>0.11</td><td>0.04</td><td>0.06</td><td>0.14</td><td>0.08</td><td>0.17</td><td>0.07</td><td>0.05</td><td>0.03</td><td>0.11</td><td>0.01</td><td>NA</td></tr><tr><th></th><td></td><td>Minimum</td><td>10.52</td><td>2</td><td>0.32</td><td>1.04</td><td>1.35</td><td>3.05</td><td>1.05</td><td>3.51</td><td>6.45</td><td>0.56</td><td>0.58</td><td>1</td><td>4.3</td></tr><tr><th></th><td></td><td>Maximum</td><td>10.88</td><td>2.15</td><td>0.36</td><td>1.12</td><td>1.56</td><td>3.16</td><td>1.29</td><td>3.61</td><td>6.52</td><td>0.61</td><td>0.74</td><td>1.01</td><td>4.3</td></tr><tr><th><i>P.nigripennis</i> sp. nov.</th><td>&male;</td><td>Mean (5)</td><td>9.12</td><td>1.89</td><td>0.34</td><td>1.02</td><td>0.9</td><td>2.17</td><td>1.24</td><td>2.95</td><td>5.27</td><td>0.53</td><td>0.59</td><td>0.85</td><td>3.42</td></tr><tr><th></th><td></td><td>SD</td><td>0.29</td><td>0.08</td><td>0.03</td><td>0.05</td><td>0.07</td><td>0.09</td><td>0.07</td><td>0.1</td><td>0.16</td><td>0.07</td><td>0.05</td><td>0.04</td><td>0.22</td></tr><tr><th></th><td></td><td>Minimum</td><td>8.76</td><td>1.77</td><td>0.29</td><td>0.96</td><td>0.83</td><td>2.04</td><td>1.13</td><td>2.82</td><td>5.09</td><td>0.46</td><td>0.53</td><td>0.79</td><td>3.16</td></tr><tr><th></th><td></td><td>Maximum</td><td>9.48</td><td>1.95</td><td>0.36</td><td>1.09</td><td>1</td><td>2.28</td><td>1.32</td><td>3.07</td><td>5.45</td><td>0.65</td><td>0.66</td><td>0.89</td><td>3.72</td></tr><tr><th></th><td>&female;</td><td>Mean (5)</td><td>10.05</td><td>1.9</td><td>0.35</td><td>1.13</td><td>0.94</td><td>2.3</td><td>1.4</td><td>3.32</td><td>6.07</td><td>0.6</td><td>0.64</td><td>0.92</td><td>4.17</td></tr><tr><th></th><td></td><td>SD</td><td>0.41</td><td>0.04</td><td>0.02</td><td>0.02</td><td>0.09</td><td>0.08</td><td>0.1</td><td>0.11</td><td>0.47</td><td>0.09</td><td>0.03</td><td>0.02</td><td>0.14</td></tr><tr><th></th><td></td><td>Minimum</td><td>9.6</td><td>1.88</td><td>0.33</td><td>1.1</td><td>0.83</td><td>2.22</td><td>1.32</td><td>3.2</td><td>5.65</td><td>0.51</td><td>0.62</td><td>0.89</td><td>4.05</td></tr><tr><th></th><td></td><td>Maximum</td><td>10.65</td><td>1.97</td><td>0.37</td><td>1.16</td><td>1.05</td><td>2.4</td><td>1.56</td><td>3.49</td><td>6.8</td><td>0.71</td><td>0.67</td><td>0.93</td><td>4.41</td></tr><tr><th><i>P. nigroalbus</i></th><td>&female;</td><td>00040566</td><td>9.74</td><td>1.88</td><td>0.29</td><td>1</td><td>1.03</td><td>2.24</td><td>1.17</td><td>2.95</td><td>6.01</td><td>0.41</td><td>0.66</td><td>0.94</td><td>3.66</td></tr><tr><th><i>P. notata</i></th><td>&male;</td><td>Mean (5)</td><td>9.94</td><td>1.81</td><td>0.32</td><td>1.02</td><td>1.24</td><td>3.17</td><td>1.25</td><td>3.14</td><td>6.08</td><td>0.45</td><td>0.63</td><td>0.91</td><td>3.61</td></tr><tr><th></th><td></td><td>SD</td><td>0.3</td><td>0.12</td><td>0.02</td><td>0.04</td><td>0.09</td><td>0.26</td><td>0.09</td><td>0.08</td><td>0.2</td><td>0.04</td><td>0.04</td><td>0.06</td><td>0.24</td></tr><tr><th></th><td></td><td>Minimum</td><td>9.44</td><td>1.7</td><td>0.29</td><td>0.97</td><td>1.12</td><td>2.89</td><td>1.17</td><td>3.06</td><td>5.75</td><td>0.41</td><td>0.57</td><td>0.84</td><td>3.34</td></tr><tr><th></th><td></td><td>Maximum</td><td>10.22</td><td>1.99</td><td>0.34</td><td>1.08</td><td>1.35</td><td>3.51</td><td>1.4</td><td>3.26</td><td>6.3</td><td>0.51</td><td>0.66</td><td>1.01</td><td>3.87</td></tr><tr><th></th><td>&female;</td><td>Mean (5)</td><td>9.94</td><td>1.8</td><td>0.32</td><td>1.05</td><td>0.96</td><td>2.45</td><td>1.31</td><td>3.17</td><td>6.28</td><td>0.46</td><td>0.66</td><td>0.93</td><td>3.73</td></tr><tr><th></th><td></td><td>SD</td><td>0.31</td><td>0.15</td><td>0.03</td><td>0.04</td><td>0.1</td><td>0.09</td><td>0.18</td><td>0.15</td><td>0.25</td><td>0.04</td><td>0.04</td><td>0.04</td><td>0.23</td></tr><tr><th></th><td></td><td>Minimum</td><td>9.54</td><td>1.62</td><td>0.3</td><td>1.01</td><td>0.84</td><td>2.35</td><td>1.06</td><td>3</td><td>5.93</td><td>0.42</td><td>0.62</td><td>0.88</td><td>3.38</td></tr><tr><th></th><td></td><td>Maximum</td><td>10.3</td><td>1.99</td><td>0.37</td><td>1.1</td><td>1.12</td><td>2.57</td><td>1.51</td><td>3.33</td><td>6.51</td><td>0.51</td><td>0.73</td><td>0.98</td><td>3.94</td></tr><tr><th><i>P.ractepilosa</i> sp. nov.</th><td>&male;</td><td>Mean (2)</td><td>8.93</td><td>1.86</td><td>0.37</td><td>0.86</td><td>0.9</td><td>2.13</td><td>1</td><td>2.74</td><td>5.51</td><td>0.47</td><td>0.5</td><td>0.85</td><td>3.39</td></tr><tr><th></th><td></td><td>SD</td><td>0.49</td><td>0.15</td><td>0.03</td><td>0</td><td>0.17</td><td>0.12</td><td>0.3</td><td>0.14</td><td>0.6</td><td>0.05</td><td>0.14</td><td>0.07</td><td>0.25</td></tr><tr><th></th><td></td><td>Minimum</td><td>8.59</td><td>1.75</td><td>0.34</td><td>0.86</td><td>0.77</td><td>2.04</td><td>0.79</td><td>2.64</td><td>5.09</td><td>0.44</td><td>0.4</td><td>0.8</td><td>3.21</td></tr><tr><th></th><td></td><td>Maximum</td><td>9.27</td><td>1.96</td><td>0.39</td><td>0.86</td><td>1.02</td><td>2.21</td><td>1.21</td><td>2.83</td><td>5.93</td><td>0.5</td><td>0.6</td><td>0.9</td><td>3.57</td></tr><tr><th></th><td>&female;</td><td>Mean (5)</td><td>9.19</td><td>1.99</td><td>0.37</td><td>0.93</td><td>0.9</td><td>2.23</td><td>1.1</td><td>2.99</td><td>5.47</td><td>0.51</td><td>0.55</td><td>0.84</td><td>3.86</td></tr><tr><th></th><td></td><td>SD</td><td>0.67</td><td>0.1</td><td>0.02</td><td>0.03</td><td>0.06</td><td>0.13</td><td>0.12</td><td>0.21</td><td>0.47</td><td>0.04</td><td>0.07</td><td>0.01</td><td>0.26</td></tr><tr><th></th><td></td><td>Minimum</td><td>8.32</td><td>1.83</td><td>0.34</td><td>0.89</td><td>0.82</td><td>2.02</td><td>0.97</td><td>2.66</td><td>4.89</td><td>0.44</td><td>0.43</td><td>0.81</td><td>3.44</td></tr><tr><th></th><td></td><td>Maximum</td><td>10.19</td><td>2.08</td><td>0.4</td><td>0.97</td><td>0.97</td><td>2.37</td><td>1.27</td><td>3.22</td><td>6.2</td><td>0.56</td><td>0.6</td><td>0.85</td><td>4.1</td></tr><tr><th><i>P. tricolor</i> sp. nov.</th><td>&male;</td><td>Mean (2)</td><td>8.66</td><td>1.58</td><td>0.29</td><td>0.91</td><td>0.99</td><td>2.47</td><td>1.17</td><td>2.65</td><td>5.3</td><td>0.42</td><td>0.54</td><td>0.84</td><td>2.92</td></tr><tr><th></th><td></td><td>SD</td><td>0.16</td><td>0.04</td><td>0.01</td><td>0.05</td><td>0.09</td><td>0.07</td><td>0.01</td><td>0.05</td><td>0.05</td><td>0</td><td>0.03</td><td>0.02</td><td>0.17</td></tr><tr><th></th><td></td><td>Minimum</td><td>8.55</td><td>1.56</td><td>0.29</td><td>0.88</td><td>0.93</td><td>2.42</td><td>1.16</td><td>2.61</td><td>5.26</td><td>0.42</td><td>0.51</td><td>0.82</td><td>2.8</td></tr><tr><th></th><td></td><td>Maximum</td><td>8.77</td><td>1.61</td><td>0.3</td><td>0.95</td><td>1.05</td><td>2.52</td><td>1.17</td><td>2.68</td><td>5.33</td><td>0.42</td><td>0.56</td><td>0.86</td><td>3.04</td></tr><tr><th></th><td>&female;</td><td>Mean (3)</td><td>9.33</td><td>1.7</td><td>0.31</td><td>0.92</td><td>0.9</td><td>2.17</td><td>1.13</td><td>2.77</td><td>5.6</td><td>0.39</td><td>0.6</td><td>0.85</td><td>3.2</td></tr><tr><th></th><td></td><td>SD</td><td>0.74</td><td>0.03</td><td>0.02</td><td>0.01</td><td>0.02</td><td>0.09</td><td>0.13</td><td>0.1</td><td>0.23</td><td>0.04</td><td>0.02</td><td>0.04</td><td>0.19</td></tr><tr><th></th><td></td><td>Minimum</td><td>8.7</td><td>1.67</td><td>0.29</td><td>0.91</td><td>0.88</td><td>2.07</td><td>1.02</td><td>2.66</td><td>5.44</td><td>0.35</td><td>0.58</td><td>0.8</td><td>2.98</td></tr><tr><th></th><td></td><td>Maximum</td><td>10.15</td><td>1.73</td><td>0.32</td><td>0.93</td><td>0.92</td><td>2.25</td><td>1.28</td><td>2.86</td><td>5.76</td><td>0.42</td><td>0.61</td><td>0.87</td><td>3.34</td></tr></tbody></table>

opencc-by-4.0Aug 2017View details →
dryad28/100

Data from: Metazoan mitochondrial gene sequence reference datasets for taxonomic assignment of environmental samples

Open the record for dataset details and reuse information.

publicFeb 2018View details →
geo24/100

Deep sequencing analysis of transcription-induced chimeras in human prostate adenocarcinoma and reference samples

GEO Series GSE24284. Homo sapiens. 14 samples. Type: Expression profiling by high throughput sequencing; Genome variation profiling by genome tiling array.

openGEO-OpenSep 2010View details →
geo24/100

Quantifying ChIP-seq data: a spiking method providing an internal reference for sample-to-sample normalization.

GEO Series GSE52049. Mus musculus. 10 samples. Type: Genome binding/occupancy profiling by high throughput sequencing.

openGEO-OpenApr 2014View details →
geo24/100

Epigenomic, transcriptomic and proteomic characterizations of reference samples

GEO Series GSE268608. Homo sapiens. 12 samples. Type: Methylation profiling by high throughput sequencing; Genome binding/occupancy profiling by high throughput sequencing.

openGEO-OpenOct 2024View details →
geo24/100

Comparison of gene expression profiles for heat-shocked and non-heat shocked stationary phase samples from heat tolerant isolates R1-0006 and R1-0007 and reference strain SL476

GEO Series GSE103418. Salmonella enterica subsp. enterica serovar Heidelberg. 18 samples. Type: Expression profiling by high throughput sequencing.

openGEO-OpenSep 2018View details →

ScienceDex guides

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These curated guides explain access requirements, typical timelines, costs, and reuse considerations for widely used research datasets.

Compare curated 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.

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