cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.3907250
title: Real-time measurement and source apportionment of elements in Delhi's atmosphere

description: Here we present semi-continuous and real-time measurements of elemental composition for PM2.5 and PM10 aerosols in Delhi, India, at a time resolution of 30 min to 1 h during two consecutive winters in 2018 and 2019, to identify the prevailing sources. Nine different aerosol sources were identified during both winters using positive matrix factorization (PMF), including dust, brake wear, a S-rich factor, two solid fuel combustion (SFC) factors and four industrial/combustion factors related to plume events (Cr-30 Ni-Mn, Cu-Cd-Pb, Pb-Sn-Se and Cl-Br-Se). Most of these sources had the highest relative contributions during late night (22:00 local time (LT)) and early morning hours (between 03:00 to 08:00 LT), which is consistent with enhanced emissions into a shallow boundary layer. Modelling of airmass source geography revealed that the pollutants enter Delhi via three distinct air corridors during winters including Nepal and Uttar Pradesh (India) in the east, and Pakistan, Punjab (India) and Haryana (India) in the north-west, during winter, when the national capital’s air quality is at its worst. This repository has excel file corresponding to each figures presented in main text published version.
DOI: 10.5281/zenodo.3907249
title: Real-time measurement and source apportionment of elements in Delhi's atmosphere

description: Here we present semi-continuous and real-time measurements of elemental composition for PM2.5 and PM10 aerosols in Delhi, India, at a time resolution of 30 min to 1 h during two consecutive winters in 2018 and 2019, to identify the prevailing sources. Nine different aerosol sources were identified during both winters using positive matrix factorization (PMF), including dust, brake wear, a S-rich factor, two solid fuel combustion (SFC) factors and four industrial/combustion factors related to plume events (Cr-30 Ni-Mn, Cu-Cd-Pb, Pb-Sn-Se and Cl-Br-Se). Most of these sources had the highest relative contributions during late night (22:00 local time (LT)) and early morning hours (between 03:00 to 08:00 LT), which is consistent with enhanced emissions into a shallow boundary layer. Modelling of airmass source geography revealed that the pollutants enter Delhi via three distinct air corridors during winters including Nepal and Uttar Pradesh (India) in the east, and Pakistan, Punjab (India) and Haryana (India) in the north-west, during winter, when the national capital’s air quality is at its worst. This repository has excel file corresponding to each figures presented in main text published version.
DOI: 10.25405/data.ncl.12550670
title: DOM FIGURE 5 Gene expression of Prkaa1 and Prkaa2 is increased by substrate challenge in hepatocytes from vehicle treated mice ex vivo and by chronic treatment with AZD1656 (3mg/kg) for 8 wk.

description: mRNA levels for Prkaa1 (AMPK-alpha1) and Prkaa2 (AMPK-alpha2) were determined in the experiments described in Fig. 4 in hepatocytes isolated from mice treated for 8-weeks with vehicle or AZD1656 (1 or 3 mg/kg) and then challenged for 4h with the substrates indicated as in Fig. 4I-P. A-B. mRNA levels for Prkaa1 and Prkaa2 normalized to hepatocytes from vehicle treated mice in basal conditions (5mM glucose). C-D. mRNA levels of Prkaa1 and Prkaa2 normalized to the respective controls at 5mM glucose. Means ± SEM, n=4, *P&lt; 0.05 vs respective control (5G); # P &lt; 0.05 vs respective untreated (0 mg/kg).
DOI: 10.25405/data.ncl.12550670.v1
title: DOM FIGURE 5 Gene expression of Prkaa1 and Prkaa2 is increased by substrate challenge in hepatocytes from vehicle treated mice ex vivo and by chronic treatment with AZD1656 (3mg/kg) for 8 wk.

description: mRNA levels for Prkaa1 (AMPK-alpha1) and Prkaa2 (AMPK-alpha2) were determined in the experiments described in Fig. 4 in hepatocytes isolated from mice treated for 8-weeks with vehicle or AZD1656 (1 or 3 mg/kg) and then challenged for 4h with the substrates indicated as in Fig. 4I-P. A-B. mRNA levels for Prkaa1 and Prkaa2 normalized to hepatocytes from vehicle treated mice in basal conditions (5mM glucose). C-D. mRNA levels of Prkaa1 and Prkaa2 normalized to the respective controls at 5mM glucose. Means ± SEM, n=4, *P&lt; 0.05 vs respective control (5G); # P &lt; 0.05 vs respective untreated (0 mg/kg).
DOI: 10.25405/data.ncl.12550736
title: DOM FIGURE S3 Gene expression in hepatocytes from AZD1656 treatments (4-8 weeks).

description: Experimental details are as in Fig. 4: mRNA levels of the indicated genes in hepatocytes from 4-week treatments (A-D) or 8-week treatments (E-L) challenged the with substrates indicated for 4h. Means ± SEM, n= 3-5 (A-D), n=4 (E-L), *P&lt; 0.05 vs respective control (5G); # P &lt; 0.05 vs respective untreated (0 mg/kg).<br>
DOI: 10.25405/data.ncl.12550736.v1
title: DOM FIGURE S3 Gene expression in hepatocytes from AZD1656 treatments (4-8 weeks).

description: Experimental details are as in Fig. 4: mRNA levels of the indicated genes in hepatocytes from 4-week treatments (A-D) or 8-week treatments (E-L) challenged the with substrates indicated for 4h. Means ± SEM, n= 3-5 (A-D), n=4 (E-L), *P&lt; 0.05 vs respective control (5G); # P &lt; 0.05 vs respective untreated (0 mg/kg).<br>
DOI: 10.25405/data.ncl.12550724
title: DOM FIGURE S2 Liver immunoactive protein for AZD1656 treated mice.

description: Experimental details were as in Fig. 3(E-L). C57BL/6 mice were treated with AZD1656 (1 mg/kg or 3 mg/kg body weight) for either 4 weeks or 8 weeks (n=6 per group culled for liver analysis). Immunoactivity to GKRP, G6Pase and Gpd2 is expressed relative to β-actin.<br>
DOI: 10.25405/data.ncl.12550724.v1
title: DOM FIGURE S2 Liver immunoactive protein for AZD1656 treated mice.

description: Experimental details were as in Fig. 3(E-L). C57BL/6 mice were treated with AZD1656 (1 mg/kg or 3 mg/kg body weight) for either 4 weeks or 8 weeks (n=6 per group culled for liver analysis). Immunoactivity to GKRP, G6Pase and Gpd2 is expressed relative to β-actin.<br>
DOI: 10.25405/data.ncl.12550697
title: DOM FIGURE S1 Supplementary data for studies in Figure 3.

description: A,B. Body weights of the 1-wk study (Fig. 3A-D). C. Body weights for the 4-week and 8-week study (Fig. 3E-L). D. Liver gene expression of 1-wk treatment with PF-04991532. E-G. Plasma insulin of drug tolerance test of 4-8 week study; H-L, blood glucose for drug tolerance test (DTT). Pre-DTT = time 0; Post-DTT = 120 min. Means ± SEM for N=12 (C,E,F,H,I) or N=6 (A,B,D,G,J). *P&lt;0.05 vs respective control (5G), # P&lt;0.05 vs respective untreated (0 mg/kg).<br>
DOI: 10.25405/data.ncl.12550697.v1
title: DOM FIGURE S1 Supplementary data for studies in Figure 3.

description: A,B. Body weights of the 1-wk study (Fig. 3A-D). C. Body weights for the 4-week and 8-week study (Fig. 3E-L). D. Liver gene expression of 1-wk treatment with PF-04991532. E-G. Plasma insulin of drug tolerance test of 4-8 week study; H-L, blood glucose for drug tolerance test (DTT). Pre-DTT = time 0; Post-DTT = 120 min. Means ± SEM for N=12 (C,E,F,H,I) or N=6 (A,B,D,G,J). *P&lt;0.05 vs respective control (5G), # P&lt;0.05 vs respective untreated (0 mg/kg).<br>
DOI: 10.25405/data.ncl.12550541
title: DOM FIGURE 2 Comparison of AZD1656 and PF-04991532 (+)/(-) enantiomers with substrate challenge on gene expression in mouse hepatocytes.

description: A-D. Comparison of (+) and (-) enantiomers of PF-04991532 and AZD1656 on glucokinase activity assayed at 0.5mM glucose (A-B) and gene expression in hepatocytes in MEM with 5mM glucose (C-D). E. Pathway showing xylitol metabolism to fructose 6-P (F6P) and triose phosphates and sites of action of: AZD1656 and PF-04991532 (GKAs); S4048 (inhibitor of G6P hydrolysis); AOA (amino-oxyacetate, inhibitor of oxidation of cytoplasmic NADH). F-N. Hepatocytes from C57BL/6 mice were incubated for either 1h for metabolite analysis (F,G) or 4h for mRNA analysis (H-O) in MEM containing 5mM glucose (5G) and the additions indicated: 10μM AZD1656 (AZD); 10μM PF(+)04991532 (PF); xylitol (2mM, XY); AOA (0.1 mM) or with 25mM glucose without (25G) or with 0.4μM S4048 (25GS). Cell G6P and G3P are expressed as nmol/mg protein and cell ATP as % 5mM glucose control. mRNA levels are normalized to control incubations with 5mM glucose alone. Values are means ± SEM for n=4 (AOA, xylitol) or n=8 (all other conditions) hepatocyte preparations, * P &lt; 0.05 relative to 5mM glucose alone.
DOI: 10.25405/data.ncl.12550541.v1
title: DOM FIGURE 2 Comparison of AZD1656 and PF-04991532 (+)/(-) enantiomers with substrate challenge on gene expression in mouse hepatocytes.

description: A-D. Comparison of (+) and (-) enantiomers of PF-04991532 and AZD1656 on glucokinase activity assayed at 0.5mM glucose (A-B) and gene expression in hepatocytes in MEM with 5mM glucose (C-D). E. Pathway showing xylitol metabolism to fructose 6-P (F6P) and triose phosphates and sites of action of: AZD1656 and PF-04991532 (GKAs); S4048 (inhibitor of G6P hydrolysis); AOA (amino-oxyacetate, inhibitor of oxidation of cytoplasmic NADH). F-N. Hepatocytes from C57BL/6 mice were incubated for either 1h for metabolite analysis (F,G) or 4h for mRNA analysis (H-O) in MEM containing 5mM glucose (5G) and the additions indicated: 10μM AZD1656 (AZD); 10μM PF(+)04991532 (PF); xylitol (2mM, XY); AOA (0.1 mM) or with 25mM glucose without (25G) or with 0.4μM S4048 (25GS). Cell G6P and G3P are expressed as nmol/mg protein and cell ATP as % 5mM glucose control. mRNA levels are normalized to control incubations with 5mM glucose alone. Values are means ± SEM for n=4 (AOA, xylitol) or n=8 (all other conditions) hepatocyte preparations, * P &lt; 0.05 relative to 5mM glucose alone.
DOI: 10.25405/data.ncl.12550508
title: DOM FIGURE 1 Effect of single exposure to AZD1656 or PF-04991532 on blood glucose and insulin and liver gene expression.

description: Male C57BL/6 mice were treated with vehicle or AZD1656 (A,E) at the doses indicated 2h before an oral glucose tolerance test or with PF-04991532 (B,F) 1h before the oral glucose tolerance test. C,G. Changes in blood glucose (C) and insulin (G) after treatment with AZD1656 or PF-04991532 before glucose gavage. D. Blood glucose, area under the curve. H. Plasma insulin, area under the curve. I. Liver mRNA levels for the indicated genes normalized to TATA-Binding Protein (TBP) and to vehicle controls. Means ± SEM, n=8, * P &lt; 0.05 relative to vehicle, except for C,G relative to time zero.
DOI: 10.25405/data.ncl.12550508.v1
title: DOM FIGURE 1 Effect of single exposure to AZD1656 or PF-04991532 on blood glucose and insulin and liver gene expression.

description: Male C57BL/6 mice were treated with vehicle or AZD1656 (A,E) at the doses indicated 2h before an oral glucose tolerance test or with PF-04991532 (B,F) 1h before the oral glucose tolerance test. C,G. Changes in blood glucose (C) and insulin (G) after treatment with AZD1656 or PF-04991532 before glucose gavage. D. Blood glucose, area under the curve. H. Plasma insulin, area under the curve. I. Liver mRNA levels for the indicated genes normalized to TATA-Binding Protein (TBP) and to vehicle controls. Means ± SEM, n=8, * P &lt; 0.05 relative to vehicle, except for C,G relative to time zero.
DOI: 10.25405/data.ncl.12550661
title: DOM FIGURE 4 Improved ATP homeostasis and attenuated ChREBP target gene induction after 4 week or 8 week treatment with AZD1656.

description: C57BL/6 mice were treated for either 4-wk (A-H) or 8-wk (I-P) without (0) or with AZD1656 (1 or 3mg/kg body wt) and used for the studies in Fig. 3E-H before they were euthanized for hepatocyte isolation. After overnight culture of hepatocytes, parallel incubations were performed in MEM with the substrates indicated (see legend to Fig. 2 for 4-wk treatments) for either 1h for determination of G6P, G3P, ATP (A-D,I-L) or 4h for mRNA analysis of the indicated genes (E-H,M-P). E,M: Basal mRNA levels at 5mM glucose normalized to vehicle 5mM glucose; F-H,N-P, mRNA levels of the indicated genes as % respective controls at 5mM glucose. Means ± SEM, n= 3-5 (4-wk, A-H) or n=4 (8-wk, I-P), *P&lt; 0.05 vs respective control (5G); # P &lt; 0.05 vs respective untreated (0 mg/kg).
DOI: 10.25405/data.ncl.12550661.v1
title: DOM FIGURE 4 Improved ATP homeostasis and attenuated ChREBP target gene induction after 4 week or 8 week treatment with AZD1656.

description: C57BL/6 mice were treated for either 4-wk (A-H) or 8-wk (I-P) without (0) or with AZD1656 (1 or 3mg/kg body wt) and used for the studies in Fig. 3E-H before they were euthanized for hepatocyte isolation. After overnight culture of hepatocytes, parallel incubations were performed in MEM with the substrates indicated (see legend to Fig. 2 for 4-wk treatments) for either 1h for determination of G6P, G3P, ATP (A-D,I-L) or 4h for mRNA analysis of the indicated genes (E-H,M-P). E,M: Basal mRNA levels at 5mM glucose normalized to vehicle 5mM glucose; F-H,N-P, mRNA levels of the indicated genes as % respective controls at 5mM glucose. Means ± SEM, n= 3-5 (4-wk, A-H) or n=4 (8-wk, I-P), *P&lt; 0.05 vs respective control (5G); # P &lt; 0.05 vs respective untreated (0 mg/kg).
DOI: 10.5519/qd.qpxbcpz8
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (62468 records)
DOI: 10.25430/researchdata.cab.unipd.it.00000359
title: PRODID project

description: This dataset is obtained by merging three different datasets coming from the University of Padua (academic year: 2012-2013). The first one is the standard online survey carried out by the University to measure students' opinions on the didactic activities of bachelor degree courses. The second one is the administrative dataset that collects information on the teachers and the didactic activities. The third one is an innovative dataset, collected by means of a new online survey aiming at providing a picture of the teaching experiences developed in the university classrooms. Indeed, the University of Padua in 2013 promoted the PRODID (“Teacher professional development and academic educational innovation” – in italian “Preparazione alla professionalità docente e innovazione didattica”). The goal of this project is to highlight teachers' needs, beliefs and practices of teaching and learning.
DOI: 10.25405/data.ncl.12550574
title: DOM FIGURE 3 Chronic effects of AZD1656 on blood glucose, liver triglycerides and glucokinase activity.

description: A-D: C57BL/6 mice were treated for 1-wk without or with AZD1656 (at 0.3, 1, 3 and 9 mg/kg body wt): A, Blood glucose; B, plasma insulin at the times indicated; C, Liver mRNA levels; D, liver glucokinase activity. Means ± SEM for n=6, * P&lt; 0.05 vs vehicle.<br>E-L: C57BL/6 mice were treated for 4-wk or 8-wk without (0) or with AZD1656 (1 or 3mg/kg body wt): E, blood glucose; F, plasma insulin; G, Acute (120min) blood glucose lowering by AZD1656 (drug tolerance test); H, blood triglycerides (TAGs); I, liver triglycerides (TAGs); J, liver mRNA after 4-weeks; K, liver mRNA after 8 weeks; L, liver glucokinase activity. Means ± SEM for n= (10-12, E-H) or n=6 (I-L).
DOI: 10.25405/data.ncl.12550574.v1
title: DOM FIGURE 3 Chronic effects of AZD1656 on blood glucose, liver triglycerides and glucokinase activity.

description: A-D: C57BL/6 mice were treated for 1-wk without or with AZD1656 (at 0.3, 1, 3 and 9 mg/kg body wt): A, Blood glucose; B, plasma insulin at the times indicated; C, Liver mRNA levels; D, liver glucokinase activity. Means ± SEM for n=6, * P&lt; 0.05 vs vehicle.<br>E-L: C57BL/6 mice were treated for 4-wk or 8-wk without (0) or with AZD1656 (1 or 3mg/kg body wt): E, blood glucose; F, plasma insulin; G, Acute (120min) blood glucose lowering by AZD1656 (drug tolerance test); H, blood triglycerides (TAGs); I, liver triglycerides (TAGs); J, liver mRNA after 4-weeks; K, liver mRNA after 8 weeks; L, liver glucokinase activity. Means ± SEM for n= (10-12, E-H) or n=6 (I-L).
DOI: 10.17632/wyn7959sxf.5
title: Data for: Experimental study on the performance of heat pump water heating system coupled with air type PV/T collector

description: Natural weather datas, thermal and electrical performance of the air type PV/T solar collector, heat pump performance combined with PV/T solar collector
DOI: 10.14457/tu.res.2009.272
title: ความเป็นไปได้ในการจัดทำแผนที่อาชญากรรม [Crime Mapping] ในประเทศไทย
DOI: 10.14457/tu.res.2005.1
title: การพัฒนา Lossless discrete cosine transform แบบใหม่ สำหรับการอัดข้อมูลภาพที่ใช้ได้ทั้งแบบมีการสูญเสีย (Lossy) และไม่มีการสูญเสีย (Lossless)
DOI: 10.14457/tu.the.2006.424
title: การนำระบบคุมประพฤติมาใช้ในชั้นก่อนฟ้อง
DOI: 10.14457/tu.the.2006.425
title: ความสัมพันธ์ระหว่างตะกอนแขวนลอย และความเข้มข้นของธาตุอาหาร (ไนเตรท-ไนโตรเจน แอมโมเนีย-ไนโตรเจนและฟอสเฟต) ในแม่น้ำป่าสัก
DOI: 10.14457/tu.the.2006.426
title: การกระทำความผิดอาญาโดยวาจา ศึกษากรณี : การกำหนดลักษณะการกระทำความผิดตามประมวลกฎหมายอาญา
DOI: 10.14457/tu.the.2006.427
title: การจ้างงานและการคุ้มครองแรงงานคนพิการตามกฎหมายไทย : ศึกษาภายใต้กรอบอนุสัญญาขององค์การแรงงานระหว่างประเทศ และกฎหมายต่างประเทศ
DOI: 10.5281/zenodo.2635732
title: Valence band-anticrossing in GaP1−xBix dilute bismide alloys: giant bowing of the band gap and spin-orbit splitting energy

description: Using spectroscopic ellipsometry measurements on GaP1−xBix/GaP epitaxial layers up to x = 3.7% we observe a giant bowing of the direct band gap (EgΓ) and valence band spin-orbit splitting energy (∆SO). EgΓ (∆SO) is measured to decrease (increase) by approximately 200 meV (240 meV) with the incorporation of 1% Bi, corresponding to a greater than fourfold increase in ∆SO in going from GaP to GaP0.99Bi0.01. The evolution of EgΓ and ∆SO with x is characterised by strong, composition-dependent bowing. We demonstrate that a simple valence band-anticrossing model, parametrised directly from atomistic supercell calculations, quantitatively describes the measured evolution of EgΓ and ∆SO with x. In contrast to the well-studied GaAs1−xBix alloy, in GaP1−xBix substitutional Bi creates localised impurity states lying energetically within the GaP host matrix band gap. This leads to the emergence of an optically active band of Bi-hybridised states, accounting for the overall large bowing of EgΓ and ∆SO and in particular for the giant bowing observed for x &lt;=􏰁 1%. Our analysis provides insight into the action of Bi as an isovalent impurity, and constitutes the first detailed experimental and theoretical analysis of the GaP1−xBix alloy band structure.
description: Data for paper published at: https://www.nature.com/articles/s41598-019-43142-5
DOI: 10.5281/zenodo.2635731
title: Valence band-anticrossing in GaP1−xBix dilute bismide alloys: giant bowing of the band gap and spin-orbit splitting energy

description: Using spectroscopic ellipsometry measurements on GaP1−xBix/GaP epitaxial layers up to x = 3.7% we observe a giant bowing of the direct band gap (EgΓ) and valence band spin-orbit splitting energy (∆SO). EgΓ (∆SO) is measured to decrease (increase) by approximately 200 meV (240 meV) with the incorporation of 1% Bi, corresponding to a greater than fourfold increase in ∆SO in going from GaP to GaP0.99Bi0.01. The evolution of EgΓ and ∆SO with x is characterised by strong, composition-dependent bowing. We demonstrate that a simple valence band-anticrossing model, parametrised directly from atomistic supercell calculations, quantitatively describes the measured evolution of EgΓ and ∆SO with x. In contrast to the well-studied GaAs1−xBix alloy, in GaP1−xBix substitutional Bi creates localised impurity states lying energetically within the GaP host matrix band gap. This leads to the emergence of an optically active band of Bi-hybridised states, accounting for the overall large bowing of EgΓ and ∆SO and in particular for the giant bowing observed for x &lt;=􏰁 1%. Our analysis provides insight into the action of Bi as an isovalent impurity, and constitutes the first detailed experimental and theoretical analysis of the GaP1−xBix alloy band structure.
description: Data for paper published at: https://www.nature.com/articles/s41598-019-43142-5
DOI: 10.15161/oar.it/30455
title: CovidStat project data

description: This record contains the daily updated data of the CovidStat project. CovidStat is a project carried out by the CovidStat Working Group at INFN, whose creation was promoted within the Italian National Institute of Nuclear Physics with the aim of making a statistical analysis of the data provided daily by the Civil Protection on the spread of the pandemic in Italy. CovidStat data can interactively be browsed at https://covid19.infn.it.
description: The software to process this Root TTree is in the related identifier. Be sure to use the right corresponding version, based on the data in which Root TTree was generated.
DOI: 10.5281/zenodo.3907434
title: Wikidata Dump films

description: RDF dump of wikidata produced with wdumps. all films in wikidata<br> View on wdumper <b>entity count</b>: 245627, <b>statement count</b>: 5488572, <b>triple count</b>: 12264327
DOI: 10.5281/zenodo.3907433
title: Wikidata Dump films

description: RDF dump of wikidata produced with wdumps. all films in wikidata<br> View on wdumper <b>entity count</b>: 245627, <b>statement count</b>: 5488572, <b>triple count</b>: 12264327
DOI: 10.21227/n4z9-d866
title: Data set for various metal types

description: The dataset comprises of image file s of size 20 x 20 pixels for various types of metals and non-metal.The data collected has been augmented, scaled and modified to represetn a number a training set dataset.It can be used to detect and identify object type based on material type in the image.In this process both training data set and test data set can be generated from these image files.
DOI: 10.21227/x5ph-fh35
title: Data set for various metal types

description: The dataset comprises of image file s of size 20 x 20 pixels for various types of metals and non-metal.The data collected has been augmented, scaled and modified to represetn a number a training set dataset.It can be used to detect and identify object type based on material type in the image.In this process both training data set and test data set can be generated from these image files.
DOI: 10.5281/zenodo.3907491
title: Appendix and Figures for the paper "Artificial Intelligence Applications in Transportation: A Meta-Analytic Review"

description: This collection includes the Appendix and Figures for the paper "Artificial Intelligence Applications in Transportation: A Meta-Analytic Review", written by Daniele Miranda and Pastor Taco. The Appendix consists of a summary table of the publications that were part of the literature review described on the paper.
DOI: 10.5281/zenodo.3907490
title: Appendix and Figures for the paper "Artificial Intelligence Applications in Transportation: A Meta-Analytic Review"

description: This collection includes the Appendix and Figures for the paper "Artificial Intelligence Applications in Transportation: A Meta-Analytic Review", written by Daniele Miranda and Pastor Taco. The Appendix consists of a summary table of the publications that were part of the literature review described on the paper.
DOI: 10.21227/hfsn-x623
title: Data set for various metal types

description: The dataset comprises of image file s of size 20 x 20 pixels for various types of metals and non-metal.The data collected has been augmented, scaled and modified to represent a number a training set dataset.It can be used to detect and identify object type based on material type in the image.In this process both training data set and test data set can be generated from these image files.
DOI: 10.5281/zenodo.3906454
title: Datasets for GTN tutorial on SARS-CoV-2 variant analysis

description: A reference genome in FASTA format is provided for SARS-CoV-2, "Severe acute respiratory syndrome coronavirus 2 isolate Wuhan-Hu-1, complete genome", having the accession ID of NC_045512.2. This file was obtained from NCBI within this Galaxy history: https://usegalaxy.org/u/dan/h/nc0455122-from-ncbi