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.
184
datasets available to search
ShareScore release 0.9.0
Dataset results
184 results for “Pandas”
Introduction to Ancient Metagenomics Textbook (Edition 2025): Introduction to Python and Pandas
<p>Data and conda software environment file for the chapter 'Introduction to Python and Pandas' of the SPAAM Community's textbook: Introduction to Ancient Metagenomics (https://www.spaam-community.org/intro-to-ancient-metagenomics-book).</p>
Kung Fu Panda
Open the record for dataset details and reuse information.
Fig. 4 in Graveyards of Giant Pandas at the Bottom of the Sea? A Strange-Looking New Species of Colonial Ascidians in the Genus Clavelina (Tunicata: Ascidiacea)
Fig. 4. Clavelina ossipandae sp. nov., holotype, ICHUM 5837. A, Intestinal loop and gonads, viewed from the right side; B, larva.
Fig. 3 in Graveyards of Giant Pandas at the Bottom of the Sea? A Strange-Looking New Species of Colonial Ascidians in the Genus Clavelina (Tunicata: Ascidiacea)
Fig. 3. Clavelina ossipandae sp. nov., holotype, ICHUM 5837. A, Pharynx opened ventrally; B, enlarged view of a square in A, showing dorsal part of the peripharyngeal area.
Fig. 2 in Graveyards of Giant Pandas at the Bottom of the Sea? A Strange-Looking New Species of Colonial Ascidians in the Genus Clavelina (Tunicata: Ascidiacea)
Fig. 2. Clavelina ossipandae sp. nov., holotype, ICHUM 5837. A, In situ live colony with four zooids; B, a schematic depiction of the colony showing colony organization and zooid insertion; C, D, a single zooid detached from the colony, drawn from the right side (C) and the left side (D).
Fig. 5. A in Graveyards of Giant Pandas at the Bottom of the Sea? A Strange-Looking New Species of Colonial Ascidians in the Genus Clavelina (Tunicata: Ascidiacea)
Fig. 5. A maximum-likelihood tree based on COI sequences (690 bp), showing the phylogenetic position of Clavelina ossipandae sp. nov. among Clavelinidae. Numbers near nodes indicate UF bootstrap values (≥ 50) and posterior probabilities (≥ 0.50).
FIGURE 8 in A late Turolian giant panda from Bulgaria and the early evolution and dispersal of the panda lineage
FIGURE 8. Reconstruction of?A. nikolovi sp. nov. from Bulgaria. Artwork by Velizar Simeonovski, Chicago. The reconstruction was developed by a regressive estimate of the coloration of the modern A. melanoleuca, based on the variation of the coloration of Ursus arctos. Ursus arctos is used for calibration because the variation of its coloration (geographic, ecological, and individual) provides the most comprehensive model for the evolution of the coloration in Ursidae genera.
FIGURE 6 in A late Turolian giant panda from Bulgaria and the early evolution and dispersal of the panda lineage
FIGURE 6. Lower teeth of Agriarctos and Ailurarctos. A, cf. Agriarctos sp. from Gau-Weinheim, m1 and m2 (reversed), from Weitzel and Tobien (1952) and Tobien (1955); B, cf. Ag. depereti from Gau-Weinheim, m1, from Weitzel and Tobien (1952); C, Agriarctos depereti from Melchingen, from top to bottom m1 and m2 (both reversed), from Schlosser (1902), Depéret and Llueca (1928); D, cf. Ag.?depereti from Dorn-Dürkheim 1, from top to bottom m1 and m2 (both reversed), from Roth and Morlo (1997); E, Ai. lufengensis p4, V6892.13 (reversed); F, Ag. vighi, HSGI Ob/ 5691 from Rózsaszentmárton, m1 (reversed), photos courtesy of J. Wagner; G1, Ag. gaali V.60.1751 from Hatvan, from top to bottom p3 and p4, photos courtesy of J. Wagner; G2, Ag. gaali V.60.1751 from Hatvan, from top to bottom m1 and m2, photos courtesy of J. Wagner; H1, Ai. yuanmouensis, from top to bottom m1 (YICRA YV2509.5, reversed) and m2 (YICRA YV2509.4, reversed); H2, Ai. yuanmouensis, from top to bottom m2 (YICRAYV2509.2) and m2 (YICRAYV2509.3, reversed); I1, Ai. lufengensis, from top to bottom m1 (IVPP V6892.9), m3 (IVPP V6892.11, reversed), and m3 (IVPP V6892.10); I2, Ai. lufengensis, from top to bottom m1 (IVPP V25032), m2 (IVPP V6892.10); J1, A. melanoleuca from top to bottom m1 and m2 (IOZ32755, reversed); J2, A. melanoleuca from top to bottom p4 and m3 (IOZ32755, reversed). Not to scale.
FIGURE 3 in A late Turolian giant panda from Bulgaria and the early evolution and dispersal of the panda lineage
FIGURE 3. Upper dentition (PA) of?Agriarctos nikolovi in comparison with other representatives of Ailuropodini. A, cf. Ag. depereti, uncatalogued cast of MHNL AA52bis in the collection of the University of Vienna; B,?Ag. nikolovi NMNHS FM3546-a (reversed for comparison); C, Ai. yuanmouensis, YICRA YV2509.1 (reversed); D, Ai. lufengensis, IVPP V6892.12; E, A. microta, IVPP V14564; F1-3, A. melanoleuca, IOZ32756, IOZ26449, IOZ32755. Not to scale.
FIGURE 2 in A late Turolian giant panda from Bulgaria and the early evolution and dispersal of the panda lineage
FIGURE 2. Teeth of?Ag. nikolovi: A, NMNHS FM3546-b, upper canine in labial and lingual views; B, NMNHS FM3546-a, P4 in buccal, occlusal, and lingual views.
FIGURE 5 in A late Turolian giant panda from Bulgaria and the early evolution and dispersal of the panda lineage
FIGURE 5. Upper teeth of Agriarctos and Ailurarctos. A1, cf. Ag. depereti from Soblay, from top to bottom P4, M1, and M2, from Viret (1949); A2, cf. Ag. depereti from Soblay, from top to bottom P4, M1, and M2, cast from University of Vienna, MC AA 52bis; B, cf. Ag. depereti from Dorn-Dürkheim 1, from top to bottom P4 uncatalogued cast of MHNL AA52bis (reversed), M1 (reversed), and M2, uncatalogued casts of MHNL AA50-51 (reversed), all in the collection of the University of Vienna, modified from Roth and Morlo (1997); C, Ai. yuanmouensis, from top to bottom P4, M1, and M2 (YICRA YV2509.1, reversed); D1, Ai. lufengensis, from top to bottom P4 (IVPP V6892.12), M1 (IVPP V6892.2, reversed), and M2 (IVPP V6892.6, reversed); D2, Ai. lufengensis, from top to bottom P4 (IVPP V6892.1, reversed), M1 (IVPP V6892.3), and M2 (IVPP V6892.6); D3, Ai. lufengensis, from top to bottom P4 (IVPP V6892.8), P2 (left, IVPP V6892.7) and P3 (right, IVPP V6892.7), and M2 (IVPP V6892.5, reversed); E, A. melanoleuca P4, M1 and M2 (IOZ32755, reversed). Not to scale.
FIGURE 7 in A late Turolian giant panda from Bulgaria and the early evolution and dispersal of the panda lineage
FIGURE 7. Proposed dispersal route of Ailuropodini. The red area indicates the possible distribution of the ancestor of Ailuropodini. Background from Geomapapp.
SPAAM Summer School 2022: Introduction to Ancient Metagenomics - 3b2 Introduction to Python and Pandas
<p>Teaching data for practical session: "3b2 Introduction to Python and Pandas" of the 2022 SPAAM Summer School: Introduction to Ancient Metagenomics (Aug. 1-5 2022).</p> <p>See: <a href="https://spaam-community.github.io/wss-summer-school/#/2022/">https://spaam-community.github.io/wss-summer-school/#/2022/</a> or <a href="https://doi.org/10.5281/zenodo.6976711">https://doi.org/10.5281/zenodo.6976711</a> for slides.</p> <p>Once downloaded, run:</p> <pre><code>tar xvfz <session>.tar.gz</code></pre> <p> to decompress the data directory for the session.</p>
Fig. 5 in The Influence Of Dispersal On The Metapopulation Viability Of Giant Panda (Aliuropoda Melanoleuca) In The Minshan Mountains
Fig. 5. Population dynamics in 100 years when changing range of dispersal ages, assuming only males to disperse
Fig. 4 in The Influence Of Dispersal On The Metapopulation Viability Of Giant Panda (Aliuropoda Melanoleuca) In The Minshan Mountains
Fig. 4. Population size of different sexes dispersing with 90% survival of dispersers in 100 years. M90%, F90% and F&M90% indicate dispersal of only males, only females, or both sexes, respectively
Fig. 1 in The Influence Of Dispersal On The Metapopulation Viability Of Giant Panda (Aliuropoda Melanoleuca) In The Minshan Mountains
Fig. 1. The distribution of each subpopulation and the suggested "corridor belts" within the Minshan metapopulation. ZZWG sub-pop, BH sub-pop, MS sub-pop, BCH sub-pop, QFS sub-pop and GGS sub-pop are abbreviations for Zezhawagou subpopulation, Baihe subpopulation, Minshan subpopulation, Baicaohe subpopulation, Qianfoshan subpopulation, and Guangguangshan subpopulation,
Fig. 3 in The Influence Of Dispersal On The Metapopulation Viability Of Giant Panda (Aliuropoda Melanoleuca) In The Minshan Mountains
Fig. 3. Minshan metapopulation size in 100 years, assuming different dispersal rates and probabilities of disperser survival. Different curves correspond to different dispersal rates, as shown in the legend
Figures represent five groups respectively. In group, when the dispersal rate is equal to 1% values of the probability of disperser survival are 1, 0.9, 0.8, 0.7, 0.6, 0.5 respectively as in groups and in The Influence Of Dispersal On The Metapopulation Viability Of Giant Panda (Aliuropoda Melanoleuca) In The Minshan Mountains
Figures represent five groups respectively. In group, when the dispersal rate is equal to 1% values of the probability of disperser survival are 1, 0.9, 0.8, 0.7, 0.6, 0.5 respectively as in groups and
Fig. 2. Stoch-r in The Influence Of Dispersal On The Metapopulation Viability Of Giant Panda (Aliuropoda Melanoleuca) In The Minshan Mountains
Fig. 2. Stoch-r of Baihe subpopulation with different dispersal rate and probability of disperser survival. Curves 1%, 2%, 4%, 8%, 16% represent different dispersal rates
Fig. 20. Lacunipotamon panda n in Fig. 20 in Lanternflies (Hemiptera: Fulgoridae) of Taiwan.
Fig. 20. Lacunipotamon panda n. sp., holotype male (38.3 × 27.4 mm) (ZRC 2022.0706), Vietnam. A, left G1 (ventral view); B, distal part of left G1 (ventral view); C, distal part of left G1 (dorsal view); D, left G2; E, distal part of distal segment of left G2. Scale bars: A, D = 1.0 mm; B, C = 0.5 mm.
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.