Find research datasets worth reusing
Search datasets from major research repositories and use ShareScore to quickly assess how well each record supports discovery, access, and reuse.
1,014
datasets available to search
ShareScore release 0.9.0
Dataset results
1,014 results for “hair”
Proteins required for stereocilia elongation during mammalian hair cell development ensure precise and steady heights during adult life
<p>This dataset contains all source data for Hartig <em>et al </em>2024, PNAS, including:</p> <p>Data files</p> <p>Raw images and TDT ABR/DPOAE files</p> <p>ROIS and raw measurements from quantifications in ImageJ</p> <p>R scripts for data visualization and statistics</p> <p>Reports of statistical analyses including diagnostic qq plots and distributions</p>
Elk hair trace minerals and treponeme-associated hoof disease surveillance metadata in the US Pacific Northwest
<p>This is the publicly accessible dataset reporting concentrations of thirteen analyzed minerals from hair using inductively coupled plasma mass spectrometry and relevant metadata from treponeme-associated hoof disease in Pacific Northwest elk. The data presented here were analyzed for the manuscript entitled "Associations between hair trace mineral concentrations and the occurrence of treponeme-associated hoof disease in elk (<em>Cervus canadensis</em>)."</p> <p>Please note that reported mineral concentrations are in their adjusted values and raw forms represented by the column name having ".Raw", (e.g., "Selenium" versus "Selenium.Raw"). Elk ecotype is represented by a four letter abbreviation for either Roosevelt (ROOS) or Rocky Mountain (ROMO). Unknown values for some variables (e.g., age class, county) are denoted with a "U."</p>
Dataset of hair cortisol concentration in 950 finishing pigs on 20 commercial farms
<p>This dataset contains the hair cortisol concentrations of 950 finishing pigs. Pig hair was sampled as part of a study funded by the European project HealthyLivestock. Pigs were sampled in two separate batches on 20 farms (24 pigs/batch, two batches/farm. NB: 10 samples could not be analyzed at the laboratory). Farms were located in western France. A reference to the article relating to this dataset will be added when the article will be published.</p> <p>-The first sheet includes the 950 hair cortisol concentrations, distinguishing the batches and farms where pigs were sampled.</p> <p>-The second sheet includes the estimation of the average size of a pig batch on the 20 farms where hair was sampled + the estimation of the percentage of pigs sampled per batch.</p>
Real and simulated cross-sectional and longitudinal images of hair
<p>This is the dataset containing simulated and real data used in the analyses for the paper "<em><a href="https://www.biorxiv.org/content/10.1101/2020.11.24.392191v1">High-throughput phenotyping methods for quantifying hair fiber morphology</a>" </em>and is part of the<em> <a href="https://tinalasisi.github.io/2020_HairPheno_manuscript/index.html">Hair Phenotyping Methods Project</a> </em>run by <a href="https://www.tinalasisi.com/">Tina Lasisi</a>. </p> <p>The data can be analyzed with the <em>fibermorph</em> Python package available on <a href="https://pypi.org/project/fibermorph/">PyPi</a> and <a href="https://github.com/tinalasisi/fibermorph">Github</a>. </p> <p>This repository has 2 datasets with 2 different types of data:</p> <ol> <li>Simulated hair data <ol> <li>Cross-sectional data (simulated ellipses)</li> <li>Curvature data (simulated arcs)</li> </ol> </li> <li>Real hair data <ol> <li>Cross-sectional data (micrographs of hair fiber cross-sections)</li> <li>Curvature data (longitudinal images of hair fiber fragments)</li> </ol> </li> </ol> <p>Visit the <a href="https://tinalasisi.github.io/2020_HairPheno_manuscript/index.html"><em>Hair Phenotyping Methods Project</em></a> website for the most up to date information about this project and any updates relevant to this dataset.</p> <p>-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------</p> <p><strong>Details</strong></p> <p><strong>Simulated data</strong></p> <ol> <li>Cross-sectional data <ul> <li>These ellipses were simulated with a python script developed as part of <a href="https://github.com/tinalasisi/fibermorph/"><em>fibemorph</em></a>. A version of that code that doesn't require the original Python package has been made available with the dataset (sim_ellipse.py).</li> <li>The script simulates a single cross-section per image.</li> <li>Each image has a width of 5200px and a height of 3900 with a resolution set to 4.25 px/micron.</li> </ul> </li> <li>Curvature data <ul> <li>An R script used for curvature simulation, written by <a href="https://www.arslanzaidi.com/">Arslan Zaidi,</a> has also been made available with this dataset (sim_curvature.R). </li> <li>The script generates 25 arcs per image. We used a set length of 1.57.</li> <li>Each image has a resolution of 132 px/mm. </li> </ul> </li> </ol> <p>Please note that due to the use of random generations, it is not possible to recreate the exact same datasets that are saved here. </p> <p><strong>Real data</strong></p> <p>The real data images are very large files and have been split into multiple zip files. Please check the specific instructions for unzipping split zip files for your OS. </p> <p>The images are from hair samples collected by the <a href="https://shriverlab.psu.edu/">Shriver Lab</a> at Penn State. There were a total of 192 samples, although not all images made it past quality control so certain IDs may have cross-section images but not curvature images or vice versa. </p> <p>The images have been de-identified and the hair samples for these individuals were collected with informed consent and ethical approval by The Pennsylvania State University Institutional Review Board (#44929 and #45727).</p> <ol> <li>Cross-sectional data <ol> <li>We developed and used <a href="https://www.protocols.io/view/sample-preparation-protocol-for-cross-sectional-mi-bbwcipaw">this protocol</a> to embed, section, and image the hairs.</li> <li>We embedded 6 samples per person and took images of both sides of the sectioned sample (A and B). These should be mirror images of each other.</li> </ol> </li> <li>Curvature data <ol> <li>We developed and used <a href="https://www.protocols.io/view/sample-preparation-protocol-for-hair-fiber-curvatu-bbweipbe">this protocol</a> to cut, wash, and image the hairs.</li> <li>We used 3-5 hairs per person where available. A number of samples did not have enough hair for this, so the images contain fewer fragments. We have made these available for full transparency although we filtered them from our analyses downstream.</li> </ol> </li> </ol> <p>Please see the <a href="https://github.com/tinalasisi/2020_HairPheno_manuscript">GitHub repository</a> for additional related participant data we used in our analyses.</p> <p> </p> <p> </p>
Figs 77–84. Pholcus arayat Huber, 2011 in The Philippine hair wax spiders and their relatives: revision of the Pholcus bicornutus species group (Araneae, Pholcidae)
Figs 77–84. Pholcus arayat Huber, 2011, ZFMK Ar 15509. 77. Male prosoma, frontal view. 78. Male ocular horns and modified hairs. 79. Female prosoma, frontal view. 80. Male ocular area, dorsal view. 81. Right genital bulb, prolateral view. 82. Left male palpal trochanter and procursus, dorsal view (arrow points at bifid process). 83–84. Tip of right procursus, prolateral and prolatero-distal views (arrows point at bifid process). Scale lines: 77, 79 = 300 µm; 78 = 50 µm; 80–82 = 200 µm; 83–84 = 100 µm.
Figs 71–76 in The Philippine hair wax spiders and their relatives: revision of the Pholcus bicornutus species group (Araneae, Pholcidae)
Figs 71–76. Pholcus baguio Huber, sp. nov., ZFMK Ar 15507–08. 71–72. Left genital bulb, prolateral and prolatero-distal views. 73. Male distal cheliceral apophysis (arrows point at modified hairs). 74. Male ALS. 75. Epigynum. 76. Female ALS and PMS. Scale lines: 71–72, 75 = 200 µm; 73–74, 76 = 20 µm.
Figs 91–98. Pholcus pagbilao Huber, 2011 in The Philippine hair wax spiders and their relatives: revision of the Pholcus bicornutus species group (Araneae, Pholcidae)
Figs 91–98. Pholcus pagbilao Huber, 2011, ZFMK Ar 15515–16. 91. Male prosoma, frontal view. 92. Male ocular horns and modified hairs. 93. Female prosoma, frontal view. 94–95. Male ocular area, dorsal and latero-dorsal views. 96. Male distal cheliceral apophysis (arrows point at modified hairs). 97. Left procursus, dorsal view (arrow points at semitransparent process). 98. Left genital bulb, prolateral view. Scale lines: 91, 93 = 400 µm; 92 = 60 µm; 94–95, 98 = 200 µm; 96 = 20 µm; 97 = 100 µm.
Figs 63–70 in The Philippine hair wax spiders and their relatives: revision of the Pholcus bicornutus species group (Araneae, Pholcidae)
Figs 63–70. Pholcus baguio Huber, sp. nov., ZFMK Ar 15507. 63. Male prosoma, frontal view. 64. Male ocular area, frontal (slightly dorsal) view. 65–66. Male ocular horns and modified hairs. 67. Male ocular area, dorsal view. 68. Male left palpal tarsal organ. 69. Right male palpal trochanter and procursus, retrolatero-dorsal view. 70. Left procursus, distal view. Scale lines: 63 = 500 µm; 64 = 300 µm; 65 = 80 µm; 66, 70 = 100 µm; 67, 69 = 200 µm; 68 = 30 µm.
Figs 58–62 in The Philippine hair wax spiders and their relatives: revision of the Pholcus bicornutus species group (Araneae, Pholcidae)
Figs 58–62. Pholcus baguio Huber, sp. nov., ZFMK Ar 15507–08. 58–59. Left male palp, prolateral and retrolateral views. 60. Male chelicerae, frontal view. 61–62. Cleared female genitalia, ventral and dorsal views. Scale lines: 58–59 = 1 mm; 60–62 = 0.5 mm.
Figs 50–53. Live specimens. 50–52 in The Philippine hair wax spiders and their relatives: revision of the Pholcus bicornutus species group (Araneae, Pholcidae)
Figs 50–53. Live specimens. 50–52. Pholcus baguio Huber, sp. nov., ♁, ♀, and ♀ with egg-sac and emerging juveniles, Mt. Kabuyao. 53. Pholcus arayat Huber, 2011, ♁, Pamulaklakin Forest Trail.
Figs 54–57. Live specimens. 54. Pholcus arayat Huber, 2011 in The Philippine hair wax spiders and their relatives: revision of the Pholcus bicornutus species group (Araneae, Pholcidae)
Figs 54–57. Live specimens. 54. Pholcus arayat Huber, 2011, ♀, Pamulaklakin Forest Trail. 55–57. Pholcus pagbilao Huber, 2011, ♁ from Loboc (55), ♁ from Mt. Banahaw (56), and ♀ with egg-sac from Loboc (57).
Figs 85–90. Pholcus arayat Huber, 2011 in The Philippine hair wax spiders and their relatives: revision of the Pholcus bicornutus species group (Araneae, Pholcidae)
Figs 85–90. Pholcus arayat Huber, 2011, ZFMK Ar 15509. 85. Male distal cheliceral apophysis (arrows point at modified hairs). 86. Male gonopore. 87. Male tarsus 4 comb-hairs. 88. Male ALS. 89. Epigynum. 90. Female ALS. Scale lines: 85, 87–88, 90 = 20 µm; 86 = 50 µm; 89 = 200 µm.
Figs 99–102. Pholcus pagbilao Huber, 2011 in The Philippine hair wax spiders and their relatives: revision of the Pholcus bicornutus species group (Araneae, Pholcidae)
Figs 99–102. Pholcus pagbilao Huber, 2011, ZFMK Ar 15515–16. 99. Male gonopore. 100. Male ALS. 101. Epigynum. 102. Female ALS. Scale lines: 99 = 50 µm; 100, 102 = 20 µm; 101 = 200 µm.
Figs 45–49 in The Philippine hair wax spiders and their relatives: revision of the Pholcus bicornutus species group (Araneae, Pholcidae)
Figs 45–49. Pholcus kawit Huber, sp. nov., ZFMK Ar 15505. 45–46. Left male palp, prolateral and retrolateral views (arrow points at ventral cavity of tibia). 47. Male chelicerae, frontal view. 48– 49. Cleared female genitalia, ventral and dorsal views. Scale lines: 45–46 = 1 mm; 47–49 = 0.5 mm.
Figs 40–44 in The Philippine hair wax spiders and their relatives: revision of the Pholcus bicornutus species group (Araneae, Pholcidae)
Figs 40–44. Pholcus mulu Huber, sp. nov., ZFMK Ar 15501–02. 40–41. Left male palp, prolateral and retrolateral views. 42. Male chelicerae, frontal view. 43–44. Cleared female genitalia, ventral and dorsal views. Scale lines: 40–41 = 1 mm; 42–44 = 0.5 mm.
Figs 36–39. Live specimens. 36–37 in The Philippine hair wax spiders and their relatives: revision of the Pholcus bicornutus species group (Araneae, Pholcidae)
Figs 36–39. Live specimens. 36–37. Pholcus mulu Huber, sp. nov., ♁, Gunung Mulu. 38–39. Pholcus kawit Huber, sp. nov., ♁ and ♀, Mt. Matutum.
Figs 24–35 in The Philippine hair wax spiders and their relatives: revision of the Pholcus bicornutus species group (Araneae, Pholcidae)
Figs 24–35. Epigyna, ventral views, and cleared female genitalia, ventral and dorsal view. 24–26. Pholcus olangapo Huber, sp. nov., ZFMK Ar 15498. 27–29. Pholcus mulu Huber, sp. nov., ZFMK Ar 15502. 30–32. Pholcus kawit Huber, sp. nov., ZFMK Ar 15505. 33–35. Pholcus baguio Huber, sp. nov., ZFMK Ar 15508.
Figs 7–11 in The Philippine hair wax spiders and their relatives: revision of the Pholcus bicornutus species group (Araneae, Pholcidae)
Figs 7–11. Pholcus olangapo Huber, sp. nov., ZFMK Ar 15497–98. 7–8. Left male palp, prolateral and retrolateral views (asterisk marks prolatero-dorsal process of procursus). 9. Male chelicerae, frontal view. 10–11. Cleared female genitalia, ventral and dorsal views. Scale lines: 7–8 = 1 mm; 9–11 = 0.5 mm.
Figs 12–15 in The Philippine hair wax spiders and their relatives: revision of the Pholcus bicornutus species group (Araneae, Pholcidae)
Figs 12–15. Pholcus olangapo Huber, sp. nov., ZFMK Ar 15497–98. 12. Male prosoma, frontal view. 13, 15. Male ocular horns with modified and 'glued' or 'waxed' hairs, frontal and lateral views. 14. Female prosoma, frontal view. Scale lines: 12, 14 = 400 µm; 13 = 50 µm; 15 = 60 µm.
Figs 3–6 in The Philippine hair wax spiders and their relatives: revision of the Pholcus bicornutus species group (Araneae, Pholcidae)
Figs 3–6. Live specimens, Pholcus olangapo Huber, sp. nov., Pamulaklakin Forest Trail. 3–4. ♁ and ♀ in their natural habitat. 5–6. ♁ and ♀ photographed on a dead leaf.
ScienceDex guides
Understand access before you commit
These curated guides explain access requirements, typical timelines, costs, and reuse considerations for widely used research datasets.
Allen Brain Atlas
Allen Brain Atlas is an Allen Institute collection of brain map atlases, datasets, APIs, and analysis tools covering mouse, human, and non-human primate brain resources.
Annotated Behaviour and Observability Dataset (ABODe)
ABODe is a University of Edinburgh DataShare dataset for behavior classification in group-housed mice using home-cage video, identities, bounding boxes, ground-plate positions, and annotator labels.
DANDI Archive for NWB datasets
DANDI is a BRAIN Initiative archive for publishing and sharing neurophysiology data, including electrophysiology, optophysiology, and behavioral data packaged as NWB and related standards.
International Brain Laboratory public data
The International Brain Laboratory public data releases expose standardized mouse decision-making experiments, including Neuropixels recordings, widefield calcium imaging, behavior, and session metadata accessed through the ONE API.
OpenNeuro
OpenNeuro is a free, open platform for sharing neuroimaging datasets, with public search, dataset pages, and download paths for web, S3, DataLad, and the OpenNeuro CLI.