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Fig. 3 in Two new rapacious nematodes from intertidal sediments, Gammanema magnum sp. nov. and Synonchium caudatubatum sp. nov. (Nematoda, Selachinematidae)

Fig. 3. Gammanema magnum sp. nov., holotype, ♂. A. Surface view of head, showing the large amphideal fovea, outer labial setae (arrowheads), the slender cephalic setae (white arrows), and the transverse rows of punctuations. B. Neck region, showing the leaf-like inner labial setae (black arrows), the broad anterior buccal cavity reinforced by cuticularized rhabdia, each with about six pointed denticles at each posterior end, the narrow and cylindrical posterior buccal cavity surrounded by six broad rhabdia. C. Overview, showing the slender body and conical tail. D. Globular to oval sperm cells. E. Two unequally long spicules. F. Posterior region, showing the opposed testes with globular to oval sperm, the caudal glands with spinneret, and the conical tail. Scale bars: A–B = 50 μm, C–F = 100 μm.

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Fig. 1 in Two new rapacious nematodes from intertidal sediments, Gammanema magnum sp. nov. and Synonchium caudatubatum sp. nov. (Nematoda, Selachinematidae)

Fig. 1. Gammanema magnum sp. nov., holotype, ♂. A. Surface view of head, showing the very large amphideal fovea, six leaf-like outer labial setae, four slender cephalic and four slender cervical setae, and the transverse rows of punctuations. B. Inside view of head, showing the broad anterior buccal cavity reinforced by cuticularized rhabdia each with about six pointed denticles at the posterior end, the narrow and cylindrical posterior buccal cavity surrounded by six broad rhabdia, and the anterior pharynx swelling but not forming a bulb. C. Neck region, showing the pharynx surrounded by numerous cells, nerve ring, the large intestine cells filled of inclusions, and the irregular intestine lumen. D. Posterior region, showing the opposed testes with globular to oval sperm cells (arrowheads), the unequally long spicules, the caudal glands (arrows), and the short and conical tail. E. Two spicules. Scale bars: 50 μm.

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Fig. 2 in Two new rapacious nematodes from intertidal sediments, Gammanema magnum sp. nov. and Synonchium caudatubatum sp. nov. (Nematoda, Selachinematidae)

Fig. 2. Gammanema magnum sp. nov., paratype, ♀. A. Overview, showing the slender body shape, the cylindrical pharynx with anterior swollen portion, the two reflexed ovaries, the caudal glands with spinneret, and the conical tail. B. Surface view of head, showing the very small multispiral amphideal fovea, leaf-like inner (arrowheads) and outer (arrows) labial setae, four slender cephalic and four slender cervical setae, and the transverse rows of punctuations. C. Inside view of head, showing similar features as the male holotype. D. Cuticle with transverse rows of punctuations. E. Vulva. Scale bars: A = 100 μm, B–E = 50 μm.

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Dataset of Axon Segmentation and Centerlines, Acquired using a Two-photon Microscope in the Live Mouse Cortex

<p>This dataset contains 20 images of real axons that were published previously in Bass et al (2017). This subset dataset has been added labels&nbsp;of binary images for segmentation of the axons, and of centerline for tracing of the axons.</p> <p>We provide the following:</p> <ul> <li>Images-MAX: 2D images of axons (.png)</li> <li>Images-TIFF: 3D images of axons (.tiff)</li> <li>Labels-binary: Manual&nbsp;segmentation of the axons as binary images (.png)</li> <li>Labels-tracing: Manual tracing of the axons (.swc)</li> </ul> <p>This data was collected in the live mouse cortex, using a two-photon microscope,&nbsp;with a 40x&nbsp;objective, at zoom 4, and with a resolution of 512 &times; 512 pixels, 0.147&nbsp;<em>&mu;</em>m per pixel for the&nbsp;<em>x</em>,&nbsp;<em>y</em>&nbsp;planes, and 1&nbsp;<em>&mu;</em>m for the&nbsp;<em>z</em>&nbsp;plane.&nbsp;.&nbsp;</p> <p><strong>Please cite the following papers when using this dataset:</strong></p> <p>T. Dai, M. Dubois, K. Arulkumaran, J. Campbell, B. Billot, C. Bass, Z. Uslu, V. De Paola, C. Clopath, and A. A. Bharath. Deep reinforcement learning for subpixel neural tracking.&nbsp;<em>Medical Imaging with Deep Learning</em>.&nbsp;2019.</p> <p>Bass C, Helkkula P, De Paola V, Clopath C, Bharath AA. Detection of axonal synapses in 3D two-photon images. Giniger E, ed. <em>PLoS ONE</em>. 2017;12(9):e0183309. doi:10.1371/journal.pone.0183309.</p>

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Fig. 4 in Two new species of deep-water Calcigorgia gorgonians (Anthozoa: Octocorallia) from the Kurile Islands, Sea of Okhotsk, with a review of distinctive characters of the known species of the genus

Fig. 4. Calcigorgia matua sp. nov., holotype (MIMB 20722), sclerites from the coenenchyme. A. Clubs  with a head consisting of leafy processes. B. Warty clubs. C. Spindles. D.  Well  calcified  capstans.  E. Capstans with less developed processes. F. Ovals. Scale bar: 0.1 mm.

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Fig. 13 in Two new species of deep-water Calcigorgia gorgonians (Anthozoa: Octocorallia) from the Kurile Islands, Sea of Okhotsk, with a review of distinctive characters of the known species of the genus

Fig. 13. Calcigorgia simushiri sp. nov., paratype (MIMB 20703), sclerites of the coenenchyme. A. Ovals. B.  Capstans  with  unequally  developed  ends.  C.  Capstans  (8-radiate  sclerites)  with  symmetrically  developed  end  with  well  calcified  processes.  D.  Capstans  (8-radiate  sclerites)  with  less  calcified  processes. E. Spindles. Scale bar: 0.1 mm.

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Fig. 9 in Two new species of deep-water Calcigorgia gorgonians (Anthozoa: Octocorallia) from the Kurile Islands, Sea of Okhotsk, with a review of distinctive characters of the known species of the genus

Fig. 9. Calcigorgia simushiri sp. nov., holotype (MIMB 20721), sclerites from the lower part of the polyp  body wall. A. Densely ornamented short clubs. B. Longer clubs with slightly curved handles. C. Clublike spindle. D. Spindles densely ornamented with inclined conical hillocks. E. Ovals. F.  Capstans  ornamented with girdled warts. G. Thick spindles covered by warts tending to be girdled. Scale bar: 0.1 mm.

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Fig. 7 in Two new species of deep-water Calcigorgia gorgonians (Anthozoa: Octocorallia) from the Kurile Islands, Sea of Okhotsk, with a review of distinctive characters of the known species of the genus

Fig. 7. Calcigorgia simushiri sp.  nov., holotype (MIMB  20721), sclerites  from  the tentacles  of polyp.  A. Clubs. B. Club-like spindles.  C. Spindles ornamented with tubercles. D. Spindles ornamented with conical hillocks inclined toward the spindle ends. Scale bar: 0.1 mm.

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Fig. 11 in Two new species of deep-water Calcigorgia gorgonians (Anthozoa: Octocorallia) from the Kurile Islands, Sea of Okhotsk, with a review of distinctive characters of the known species of the genus

Fig. 11. Calcigorgia simushiri sp. nov., paratype (MIMB 20703), sclerites from the tentacles of polyp.  A.  Clubs.  B.  Club-like  spindles.  C. Spindles ornamented with conical hillocks inclined toward the spindle ends. D. Narrow tapered spindles ornamented with tubercles. Scale bar: 0.1 mm.

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Fig. 3 in Two new species of deep-water Calcigorgia gorgonians (Anthozoa: Octocorallia) from the Kurile Islands, Sea of Okhotsk, with a review of distinctive characters of the known species of the genus

Fig. 3. Calcigorgia matua sp. nov., holotype (MIMB 20722), sclerites from the polyp body wall. A. Clubs  with a head consisting of leafy processes. B. Longer clubs with staggered leafy processes on a head. C. Warty clubs. D. Club-like spindles ornamented with well-developed warts. E. Capstans ornamented  with girdled warts. F. Ovals. G. Spindles. Scale bar: 0.1 mm.

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Fig. 6 in Two new species of deep-water Calcigorgia gorgonians (Anthozoa: Octocorallia) from the Kurile Islands, Sea of Okhotsk, with a review of distinctive characters of the known species of the genus

Fig. 6. Calcigorgia simushiri sp. nov. A.  Holotype  (MIMB  20721),  Kurile  Islands,  Sea  of  Okhotsk.  B. Paratype (MIMB 20703), Kurile Islands, Sea of Okhotsk. Scale bar: 10 mm.

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Fig. 2 in Two new species of deep-water Calcigorgia gorgonians (Anthozoa: Octocorallia) from the Kurile Islands, Sea of Okhotsk, with a review of distinctive characters of the known species of the genus

Fig. 2. Calcigorgia matua sp.  nov.,  holotype  (MIMB  20722),  sclerites  from  the  tentacles  of  polyp.  A. Flattened bodies. B. Clubs with a head consisting of leafy processes. C. Longer clubs with staggered leafy processes on a head. D. Warty clubs. E. Spindles. Scale bar: 0.1 mm.

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Fig. 12 in Two new species of deep-water Calcigorgia gorgonians (Anthozoa: Octocorallia) from the Kurile Islands, Sea of Okhotsk, with a review of distinctive characters of the known species of the genus

Fig. 12. Calcigorgia simushiri sp.  nov., paratype  (MIMB  20703), sclerites from  the  polyp  body  wall.  A. Densely ornamented short clubs. B. Longer clubs with slightly curved handles. C. Tapered spindles ornamented with tubercles. D. Club-like spindle. E. Ovals. F. Capstans ornamented with girdled warts.  G. Thick spindles covered by warts tending to be girdled. Scale bar: 0.1 mm.

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Fig. 10 in Two new species of deep-water Calcigorgia gorgonians (Anthozoa: Octocorallia) from the Kurile Islands, Sea of Okhotsk, with a review of distinctive characters of the known species of the genus

Fig. 10. Calcigorgia simushiri sp. nov., holotype (MIMB 20721), sclerites of the coenenchyme. A. Ovals. B.  Capstans  with  unequally  developed  ends.  C.  Capstans  (8-radiate  sclerites)  with  symmetrically  developed  end  with  well  calcified  processes.  D.  Capstans  (8-radiate  sclerites)  with  less  calcified  processes. E. Spindles. Scale bar: 0.1 mm.

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Fig. 8 in Two new species of deep-water Calcigorgia gorgonians (Anthozoa: Octocorallia) from the Kurile Islands, Sea of Okhotsk, with a review of distinctive characters of the known species of the genus

Fig. 8. Calcigorgia simushiri sp.  nov.,  holotype  (MIMB  20721),  sclerites  from  the  upper  part  of  the  body wall of polyp. A. Short warty clubs. B. Longer clubs with curved handles. C. Spindles. D. Ovals. E. Capstans ornamented with girdled warts. F. Club-like spindles. Scale bar: 0.1 mm.

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Fig. 1 in Two new species of deep-water Calcigorgia gorgonians (Anthozoa: Octocorallia) from the Kurile Islands, Sea of Okhotsk, with a review of distinctive characters of the known species of the genus

Fig. 1. Calcigorgia matua sp. nov. A.  Holotype  (MIMB  20722),  Kurile  Islands,  Sea  of  Okhotsk.  B. Paratype (MIMB 20724), Kurile Islands, Sea of Okhotsk. Scale bar: 10 mm.

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Fig. 5 in Two new species of deep-water Calcigorgia gorgonians (Anthozoa: Octocorallia) from the Kurile Islands, Sea of Okhotsk, with a review of distinctive characters of the known species of the genus

Fig. 5. Calcigorgia matua sp. nov., paratype (MIMB 20724), sclerites. A. Leafy clubs of the tentacles. B. Warty clubs from the tentacles. C. Spindles from the tentacles. D. Leafy clubs from the polyp body wall. E. Warty club from polyp body wall. F.  Capstans  and  8-radiate bodies  of  the  polyp  body  wall.  G. Leafy clubs from the coenenchyme. H.  Capstans  and  8-radiate  bodies  from  the  coenenchyme.  I. Warty club from the coenenchyme. J. Spindle from coenenchyme. Scale bar: 0.1 mm.

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BRAIN Journal-ANNSVM: A Novel Method for Graph-Type Classification by Utilization of Fourier Transformation, Wavelet Transformation, and Hough Transformation-Figure 1. Example displaying two scatter plots with different characteristics and patterns

<p>In addition to this introductory section, the remainder of this paper is organized as follows. In Section 2, we present previous work related to our present study. In Section 3, we describe details regarding the methodology used in this study. In Section 4, we describe our experiments and results, then discuss our findings. Finally, we summarize the key content of our study in Section 5.&nbsp;&nbsp;</p>

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BRAIN Journal-Swarm Robotics with Circular Formation Motion Including Obstacles Avoidance-Figure 22: Fifth Obstacle (obstacle with two entries that each allow the passing of one robot)

<p>The swarm movement and obstacle avoidance are shown in Figures 8, 9 and 10 for the first obstacle. Figures 11, 12 and 13 are to present the second obstacle and its avoidance. Figures 14, 15, 16 and 17 are to present the third obstacle and its avoidance. Figures 18, 19, 20 and 21 are to present the fourth obstacle and its avoidance. Figures 22, 23, 24 and 25 present the fifth obstacle and its avoidance.&nbsp;</p>

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Data - Effect of electrolytes as adjuvants in GFP and LPS partitioning on aqueous two-phase systems: 1. Polymer-polymer systems

<p><strong>Overview</strong></p> <p>The production of recombinant biopharmaceuticals is highly dependent of a proper choice of the downstream processing stages. Particularly, the purification that must ensure that all the endotoxins (lipopolysaccharide - LPS) are efficiently removed from the final product. This dataset contains the raw data and statistical analysis for the research entitled - &quot;Effect of electrolytes as adjuvants in GFP and LPS partitioning on aqueous two-phase systems: 1. Polymer-polymer systems&quot;.&nbsp;</p> <p><strong>Info</strong></p> <p>ANOVA_Turkey_Sub.R &lt;-&nbsp;code for ANOVA analysis in R statistic 3.3.3&nbsp; &nbsp;&nbsp;<br> glm.R &lt;-&nbsp;code for GLM analysis in R statistic 3.3.3<br> K&amp;REC_LPS_PEG_NaPA.xlsx &lt;-&nbsp;File with raw values organized in a spreadsheet of GFP&nbsp;partition coefficient (K) and recover (REC) for ANOVA analysis<br> K&amp;REC_LPS_PEG_NaPA_K.docx &lt;-&nbsp;File with ANOVA result of&nbsp;partition coefficient (K) for GFP<br> K&amp;REC_LPS_PEG_NaPA_REC.docx&nbsp;&lt;-&nbsp;File with ANOVA result of&nbsp;recover (REC) for GFP &nbsp; &nbsp; &nbsp; &nbsp;&nbsp;<br> K_GFP_Pol_005.csv &lt;-&nbsp;File with raw values organized in a spreadsheet of GFP&nbsp;partition coefficient (K)&nbsp;for GLM analysis in 0.05M salt assays&nbsp;&nbsp; &nbsp;<br> K_GFP_Pol_005.doc &lt;-&nbsp;File with&nbsp;GLM analysis&nbsp;of GFP&nbsp;partition coefficient (K) in 0.05M salt assays&nbsp;&nbsp;<br> K_GFP_Pol_005_QQ.png &lt;- Residual quantile plot of GLM analysis for partition coefficient (K) in 0.05M salt assays&nbsp;&nbsp;<br> K_GFP_Pol_025.csv &lt;-&nbsp;File with raw values organized in a spreadsheet of GFP&nbsp;partition coefficient (K)&nbsp;for GLM analysis in 0.25M salt assays&nbsp;&nbsp;<br> K_GFP_Pol_025.doc&nbsp; &lt;-&nbsp;File with&nbsp;GLM analysis&nbsp;of GFP&nbsp;partition coefficient (K) in 0.25M salt assays&nbsp;&nbsp;<br> K_GFP_Pol_025_QQ.png &lt;- Residual quantile plot of GLM analysis for partition coefficient (K) in 0.25M salt assays&nbsp;&nbsp;&nbsp;&nbsp; &nbsp; &nbsp;&nbsp;<br> REC_GFP_Pol_005.csv&nbsp;&lt;-&nbsp;File with raw values organized in a spreadsheet of GFP&nbsp;recover (REC) for GLM analysis in 0.05M salt assays&nbsp;&nbsp; &nbsp; &nbsp; &nbsp;&nbsp;<br> REC_GFP_Pol_005.doc&nbsp; &lt;-&nbsp;File with&nbsp;GLM analysis&nbsp;of GFP recover (REC)&nbsp;in 0.05M salt assays&nbsp;&nbsp; &nbsp;<br> REC_GFP_Pol_005_QQ.png&nbsp;&lt;- Residual quantile plot of GLM analysis of GFP recover (REC) in 0.05M salt assays &nbsp;&nbsp;<br> REC_GFP_Pol_025.csv &lt;-&nbsp;File with raw values organized in a spreadsheet of GFP&nbsp;recover (REC) for GLM analysis in 0.25M salt assays&nbsp;&nbsp; &nbsp; &nbsp; &nbsp;&nbsp;&nbsp;<br> REC_GFP_Pol_025.doc&nbsp;&nbsp;&lt;-&nbsp;File with&nbsp;GLM analysis&nbsp;of GFP recover (REC) in 0.25M salt assays&nbsp;<br> REC_GFP_Pol_025_QQ.png&nbsp;&lt;- Residual quantile plot of GLM analysis of GFP recover (REC) in 0.25M salt assays &nbsp;&nbsp;&nbsp; &nbsp; &nbsp;<br> REM_LPS_PEG_NaPA.docx&nbsp;&nbsp;&lt;-&nbsp;File with ANOVA result of LPS removal&nbsp; &nbsp; &nbsp; &nbsp; &nbsp;&nbsp;<br> REM_LPS_PEG_NaPA.xlsx &lt;-&nbsp;File with raw values organized in a spreadsheet of LPS removal&nbsp;for ANOVA analysis<br> Stability_GFP_PEG_NaPA.docx &lt;-&nbsp;File with ANOVA result of GFP stability<br> Stability_GFP_PEG_NaPA.xlsx&nbsp;&lt;-&nbsp;File with raw values organized in a spreadsheet of GFP stability results for ANOVA analysis</p> <p>REM_LPS_Pol_005.csv&nbsp;&nbsp;&lt;-&nbsp;File with raw values organized in a spreadsheet of LPS removal&nbsp;(REM) for GLM analysis in 0.05M salt assays&nbsp;&nbsp; &nbsp; &nbsp; &nbsp;&nbsp;<br> REM_LPS_Pol_005.doc&nbsp; &lt;-&nbsp;File with&nbsp;GLM analysis&nbsp;of LPS removal&nbsp;(REM)&nbsp;in 0.05M salt assays&nbsp;&nbsp; &nbsp;<br> REM_LPS_Pol_005_QQ.png &lt;- Residual quantile plot of GLM analysis of LPS removal&nbsp;(REM)&nbsp;in 0.05M salt assays &nbsp;<br> REM_LPS_Pol_025.csv&nbsp;&nbsp;&lt;-&nbsp;File with raw values organized in a spreadsheet of LPS removal&nbsp;(REM) for GLM analysis in 0.25M salt assays&nbsp;&nbsp; &nbsp; &nbsp; &nbsp;&nbsp;<br> REM_LPS_Pol_025.doc&nbsp;&nbsp; &lt;-&nbsp;File with&nbsp;GLM analysis&nbsp;of LPS removal&nbsp;(REM)&nbsp;in 0.25M salt assays&nbsp;&nbsp; &nbsp;<br> REM_LPS_Pol_025_QQ.png&nbsp;&lt;- Residual quantile plot of GLM analysis of LPS removal&nbsp;(REM)&nbsp;in 0.25M salt assays</p> <p>K_GFP_Pol_025_NaCl_Li2SO4.csv &lt;-&nbsp;File with raw values organized in a spreadsheet of GFP&nbsp;partition coefficient (K)&nbsp;for GLM analysis in 0.25M salt assays comparing NaCl and Li2SO4 effect&nbsp;<br> K_GFP_Pol_025_NaCl_Li2SO4.doc&nbsp;&nbsp;&lt;-&nbsp;File with&nbsp;GLM analysis&nbsp;of GFP&nbsp;partition coefficient (K) in 0.25M salt assays&nbsp;comparing NaCl and Li2SO4 effect&nbsp;<br> K_GFP_Pol_025_NaCl_Li2SO4_QQ.png &lt;- Residual quantile plot of GLM analysis of GFP recover (REC) in 0.25M salt assays&nbsp;comparing NaCl and Li2SO4 effect&nbsp; &nbsp;</p> <p>REM_LPS_Pol_KI_0.05_vs_0.25.csv&nbsp;&lt;-&nbsp;File with raw values organized in a spreadsheet of GFP&nbsp;partition coefficient (K)&nbsp;for GLM analysis in KI assays comparing salt concentration effect&nbsp;&nbsp;<br> REM_LPS_Pol_KI_0.05_vs_0.25.doc &lt;-&nbsp;File with&nbsp;GLM analysis&nbsp;of GFP&nbsp;partition coefficient (K) in KI assays&nbsp;comparing salt concentration effect<br> REM_LPS_Pol_KI_0.05_vs_0.25_QQ.png &lt;- Residual quantile plot of GLM analysis of GFP recover (REC) in KI assays&nbsp;comparing salt concentration effect<br> REM_LPS_Pol_KNO3_0.05_vs_0.25.csv &nbsp;&lt;-&nbsp;File with raw values organized in a spreadsheet of GFP&nbsp;partition coefficient (K)&nbsp;for GLM analysis in KNO3&nbsp;assays comparing salt concentration effect&nbsp;&nbsp;<br> REM_LPS_Pol_KNO3_0.05_vs_0.25.doc &lt;-&nbsp;File with&nbsp;GLM analysis&nbsp;of GFP&nbsp;partition coefficient (K) in KNO3 assays&nbsp;comparing salt concentration effect<br> REM_LPS_Pol_KNO3_0.05_vs_0.25_QQ.png&nbsp;&lt;- Residual quantile plot of GLM analysis of GFP recover (REC) in KNO3 assays&nbsp;comparing salt concentration effect<br> REM_LPS_Pol_Li2SO4_0.05_vs_0.25.csv&nbsp;&lt;-&nbsp;File with raw values organized in a spreadsheet of GFP&nbsp;partition coefficient (K)&nbsp;for GLM analysis in Li2SO4 assays comparing salt concentration effect&nbsp;&nbsp;<br> REM_LPS_Pol_Li2SO4_0.05_vs_0.25.doc &lt;-&nbsp;File with&nbsp;GLM analysis&nbsp;of GFP&nbsp;partition coefficient (K) in Li2SO4 assays&nbsp;comparing salt concentration effect<br> REM_LPS_Pol_Li2SO4_0.05_vs_0.25_QQ.png&nbsp;&lt;- Residual quantile plot of GLM analysis of GFP recover (REC) in Li2SO4 assays&nbsp;comparing salt concentration effect<br> REM_LPS_Pol_NaCl_0.05_vs_0.25.csv&nbsp;&lt;-&nbsp;File with raw values organized in a spreadsheet of GFP&nbsp;partition coefficient (K)&nbsp;for GLM analysis in NaCl assays comparing salt concentration effect&nbsp;&nbsp;<br> REM_LPS_Pol_NaCl_0.05_vs_0.25.doc&nbsp;&lt;-&nbsp;File with&nbsp;GLM analysis&nbsp;of GFP&nbsp;partition coefficient (K) in NaCl assays&nbsp;comparing salt concentration effect&nbsp;<br> REM_LPS_Pol_NaCl_0.05_vs_0.25_QQ.png&nbsp;&lt;- Residual quantile plot of GLM analysis of GFP recover (REC) in NaCl&nbsp;assays&nbsp;comparing salt concentration effect</p> <p>&nbsp;</p> <p><strong>Annotation</strong></p> <p>12/12 - Concentration of 12% of each polymer PEG/NaPA</p> <p>16/16 -&nbsp;Concentration of 16% of each polymer PEG/NaPA</p> <p>P/N -&nbsp;&nbsp;PEG/NaPA</p> <p>10e4, 10e5, 10e6 - Concentration of LPS in scientific notation - 10000, 100000, 100000 EU/mL</p> <p>poly - Polymer</p> <p>salt - Salt concentration in the assay</p> <p>tsalt - Type of salt in the assay (NaCl, KNO3, KI and Li2SO4)</p> <p>lps - lipopolysaccharide</p> <p>K -&nbsp;GFP&nbsp;partition coefficient</p> <p>REM -&nbsp;LPS removal</p> <p>REC -&nbsp;GFP recover</p> <p>wo_salt - Assay without salt addition</p> <p><strong>Acknowledgements</strong></p> <p>The authors are grateful for financial support from FAPESP (S&atilde;o Paulo Research Foundation, Brazil) through the following projects: 2005/60159-7; 2007/51978-0; 2014/16424-7; and 2014/19793-3. The authors also acknowledge the support from CAPES (Coordena&ccedil;&atilde;o de Aperfei&ccedil;oamento de Pessoal de N&iacute;vel Superior, Brazil) through the process #0366/09-9 and CNPq (Conselho Nacional de Desenvolvimento Cient&iacute;fico e Tecnol&oacute;gico, Brazil).</p> <p><strong>Consider citing our work.&nbsp;</strong></p> <p>1. Work in progress...</p>

opencc-by-4.0Mar 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.

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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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