cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/crrnn733nj.1
title: Malaysia PWEL of PM10 in 2000, 2008 and 2013 dataset

description: Abstract: Epidemiological studies have found that particulate matter less than 10 microns in diameter (PM10) is hazardous to human health. Population-weighted exposure level (PWEL) estimation is one of the methods that provide quantitative assessments of areas where population is vulnerable to the harmful pollutant. This study assessed the PWEL of PM10 concentrations in the states of Malaysia for years 2000, 2008 and 2013 using remote sensing and geographic information system (GIS). Estimated PM10 annual mean concentrations with a spatial resolution of 5 kilometers retrieved from satellite data, and population count obtained from the Gridded Population of the World version 4 (GPWv4) from the Center for International Earth Science Information Network (CIESIN), were overlaid to generate PWEL of PM10. PWEL of PM10 for each state during the key period were then calculated to study the trend of PWEL of PM10. Concentrations of the pollutant were then classified based on the World Health Organization interim target (WHO IT) guideline. Data revealed that population distribution was non-uniform in each state of Malaysia. Generally, PWEL of PM10 was overall lower than the mean concentration in most states. Higher PWEL of PM10 concentrations were observed in the central region. Results have shown that the population in urban and industrialized states were most vulnerable to adverse health effects attributable to PM10 pollution. These results can be used as a decision-making tool and reference for health risk assessment of the population and regions that need more attention to curb air pollution. Excel workbook = Sheet 1: Malaysian population distribution, estimated PM10 values and calculated PWEL in 2000, 2008 and 2013 Sheet 2: Malaysian population and area distribution in different vulnerability levels according to WHO AQG & interim targets Sheet 3: Malaysian population and area distribution in different vulnerability levels according to Malaysia AQG & interim targets Sheet 4: Calculated PM10 from satellite data validation with ground-based PM10 measurement Sheet 5: Calculated relative humidity from satellite data IBM SPSS output: Correlation between population density and PWEL
DOI: 10.17632/jvbcp22w43.2
title: Fig. 2. Surface tension on actinomycetes isolates growing on glycerol, n-hexane and molase substrate media

description: The resulting free cell supernatant is measured by its surface tension value using a Du Nouy tensiometer at room temperature. The results of surface tension measurements and a decrease in the value of the surface tension to the control can be seen in Fig 2. The value of the surface tension measured at day 0 (control) and day 7). The decrease in surface tension is caused by the presence of biosurfactants in the supernatant produced by bacterial isolates during the growth process.
DOI: 10.17171/1-6-350
title: Steelyard 0025
title: Inv.Nr. 74058 (Inventario Sangiorgio Nr. 161), Museo archeologico nazionale di Napoli (MANN), Naples (Napoli)

description: Ancient Steelyards
DOI: 10.17171/1-6-351
title: Steelyard 0250

description: Ancient Steelyards
DOI: 10.17171/1-6-352
title: Steelyard 0253

description: Ancient Steelyards
DOI: 10.17171/1-6-353
title: Steelyard 0027
title: Inv.Nr. 74069, Museo archeologico nazionale di Napoli (MANN), Naples (Napoli)

description: Ancient Steelyards
DOI: 10.17171/1-6-354
title: Steelyard 0028
title: Inv.Nr. 74066, Museo archeologico nazionale di Napoli (MANN), Naples (Napoli)

description: Ancient Steelyards
DOI: 10.17171/1-6-355
title: Steelyard 0029
title: Inv.Nr. 110014, Museo archeologico nazionale di Napoli (MANN), Naples (Napoli)

description: Ancient Steelyards
DOI: 10.17171/1-6-356
title: Steelyard 0295
title: Inv.Nr. 1891,0420.1, British Museum (BM), London

description: Ancient Steelyards
DOI: 10.17171/1-6-501-53
title: Image of steelyard 0233

description: Ancient Steelyards
DOI: 10.17171/1-6-501-54
title: Image of steelyard 0233

description: Ancient Steelyards
DOI: 10.17171/1-6-504-5
title: Image of steelyard 0221

description: Ancient Steelyards
DOI: 10.17171/1-6-504-6
title: Image of steelyard 0221

description: Ancient Steelyards
DOI: 10.17171/1-6-702-19
title: Image of steelyard 1202

description: Ancient Steelyards
DOI: 10.17171/1-6-702-20
title: Image of steelyard 1202

description: Ancient Steelyards
DOI: 10.17171/1-6-702-21
title: Image of steelyard 1202

description: Ancient Steelyards
DOI: 10.17171/1-6-702-22
title: Image of steelyard 1202

description: Ancient Steelyards
DOI: 10.17171/1-6-702-23
title: Image of steelyard 1202

description: Ancient Steelyards
DOI: 10.17171/1-6-702-24
title: Image of steelyard 1202

description: Ancient Steelyards
DOI: 10.17171/1-6-702-25
title: Image of steelyard 1202

description: Ancient Steelyards
DOI: 10.17171/1-6-702-26
title: Image of steelyard 1202

description: Ancient Steelyards
DOI: 10.17171/1-6-847
title: Steelyard 0030
title: Inv.Nr. 110580, Museo archeologico nazionale di Napoli (MANN), Naples (Napoli)

description: Ancient Steelyards
DOI: 10.21227/axba-4h18
title: UNS Hoverflies Classification Dataset

description: Dataset was created as part of joint efforts of two research groups from the University of Novi Sad, which were aimed towards development of vision based systems for automatic identification of insect species (in particular hoverflies) based on characteristic venation patterns in the images of the insects' wings.The set of wing images consists of high-resolution microscopic wing images of several hoverfly species. There is a total of 868 wing images of eleven selected hoverfly species from two different genera, Chrysotoxum and Melanostoma. Besides images of the whole wings "UNS_Hoverflies" dataset also consists of small image patches (64x64 pixels) corresponding to 18 predetermined landmark points in each wing, which were systematically collected from the preprocessed wing images and organized inside the second root folder named "Training - test set".Each wing specimen was uniquely numbered and associated with the corresponding taxonomy group.
DOI: 10.17171/1-6-357
title: Steelyard 0031
title: Inv.Nr. 117693, Museo archeologico nazionale di Napoli (MANN), Naples (Napoli)

description: Ancient Steelyards
DOI: 10.17171/1-6-358
title: Steelyard 0318
title: Inv.Nr. 1865,0408.21, British Museum (BM), London

description: Ancient Steelyards
DOI: 10.17171/1-6-504-1
title: Image of steelyard 0238

description: Ancient Steelyards
DOI: 10.17171/1-6-504-2
title: Image of steelyard 0238

description: Ancient Steelyards
DOI: 10.17171/1-6-504-7
title: Image of steelyard 0221

description: Ancient Steelyards
DOI: 10.17171/1-6-504-8
title: Image of steelyard 0221

description: Ancient Steelyards
DOI: 10.17171/1-6-702-27
title: Image of steelyard 1202

description: Ancient Steelyards
DOI: 10.17171/1-6-702-28
title: Image of steelyard 1202

description: Ancient Steelyards
DOI: 10.17171/1-6-974-1
title: Image of steelyard 1269

description: Ancient Steelyards
DOI: 10.17171/1-6-974-2
title: Image of steelyard 1269

description: Ancient Steelyards
DOI: 10.17171/1-6-974-3
title: Image of steelyard 1269

description: Ancient Steelyards
DOI: 10.17171/1-6-974-4
title: Image of steelyard 1269

description: Ancient Steelyards
DOI: 10.17171/1-6-974-5
title: Image of steelyard 1269

description: Ancient Steelyards
DOI: 10.17171/1-6-974-6
title: Image of steelyard 1269

description: Ancient Steelyards
DOI: 10.17171/1-6-974-7
title: Image of steelyard 1269

description: Ancient Steelyards
DOI: 10.21227/bzdf-0d70
title: UNS Hoverflies Classification Dataset

description: Dataset was created as part of joint efforts of two research groups from the University of Novi Sad, which were aimed towards development of vision based systems for automatic identification of insect species (in particular hoverflies) based on characteristic venation patterns in the images of the insects' wings.The set of wing images consists of high-resolution microscopic wing images of several hoverfly species. There is a total of 868 wing images of eleven selected hoverfly species from two different genera, Chrysotoxum and Melanostoma. Besides images of the whole wings "UNS_Hoverflies" dataset also consists of small image patches (64x64 pixels) corresponding to 18 predetermined landmark points in each wing, which were systematically collected from the preprocessed wing images and organized inside the second root folder named "Training - test set".Each wing specimen was uniquely numbered and associated with the corresponding taxonomy group.
DOI: 10.17171/1-6-359
title: Steelyard 0034
title: Inv.Nr. 5569, Pompei Scavi, Pompeii (Pompei, Pompeji)

description: Ancient Steelyards
DOI: 10.17171/1-6-360
title: Steelyard 0341
title: Inv.Nr. 40.17, Dumbarton Oaks Coll., Washington D.C.

description: Ancient Steelyards
DOI: 10.17171/1-6-361
title: Steelyard 0345
title: Inv.Nr. Misc. 10817, Antikensammlung (AS) der Staatlichen Museen zu Berlin (SMB), Berlin

description: Ancient Steelyards
DOI: 10.17171/1-6-362
title: Steelyard 0035
title: Inv.Nr. 4037, Pompei Scavi, Pompeii (Pompei, Pompeji)

description: Ancient Steelyards
DOI: 10.17171/1-6-363
title: Steelyard 0395
title: Inv.Nr. UC 74887, The Petrie Museum, London

description: Ancient Steelyards
DOI: 10.17171/1-6-504-3
title: Image of steelyard 0238

description: Ancient Steelyards
DOI: 10.17171/1-6-504-4
title: Image of steelyard 0238

description: Ancient Steelyards
DOI: 10.17171/1-6-505-1
title: Image of steelyard 0254

description: Ancient Steelyards
DOI: 10.17171/1-6-505-3
title: Image of steelyard 0254

description: Ancient Steelyards
DOI: 10.17171/1-6-848
title: Steelyard 0037
title: Inv.Nr. 74062, Museo archeologico nazionale di Napoli (MANN), Naples (Napoli)

description: Ancient Steelyards
DOI: 10.17171/1-6-849
title: Steelyard 0038
title: Inv.Nr. 74076, Museo archeologico nazionale di Napoli (MANN), Naples (Napoli)

description: Ancient Steelyards
DOI: 10.17171/1-6-850
title: Steelyard 0039
title: Inv.Nr. 1791, Musée du Louvre, Paris

description: Ancient Steelyards
DOI: 10.17171/1-6-974-10
title: Image of steelyard 1269

description: Ancient Steelyards
DOI: 10.17171/1-6-974-11
title: Image of steelyard 1269

description: Ancient Steelyards
DOI: 10.17171/1-6-974-12
title: Image of steelyard 1269

description: Ancient Steelyards
DOI: 10.17171/1-6-974-13
title: Image of steelyard 1269

description: Ancient Steelyards
DOI: 10.17171/1-6-974-14
title: Image of steelyard 1269

description: Ancient Steelyards
DOI: 10.17171/1-6-974-15
title: Image of steelyard 1269

description: Ancient Steelyards
DOI: 10.17171/1-6-974-8
title: Image of steelyard 1269

description: Ancient Steelyards
DOI: 10.17171/1-6-974-9
title: Image of steelyard 1269

description: Ancient Steelyards
DOI: 10.21227/3f6q-6039
title: UNS Hoverflies Classification Dataset

description: Dataset was created as part of joint efforts of two research groups from the University of Novi Sad, which were aimed towards development of vision based systems for automatic identification of insect species (in particular hoverflies) based on characteristic venation patterns in the images of the insects' wings.The set of wing images consists of high-resolution microscopic wing images of several hoverfly species. There is a total of 868 wing images of eleven selected hoverfly species from two different genera, Chrysotoxum and Melanostoma. Besides images of the whole wings "UNS_Hoverflies" dataset also consists of small image patches (64x64 pixels) corresponding to 18 predetermined landmark points in each wing, which were systematically collected from the preprocessed wing images and organized inside the second root folder named "Training - test set".Each wing specimen was uniquely numbered and associated with the corresponding taxonomy group.
DOI: 10.21227/cy43-4q71
title: UNS Hoverflies Classification Dataset

description: Dataset was created as part of joint efforts of two research groups from the University of Novi Sad, which were aimed towards development of vision based systems for automatic identification of insect species (in particular hoverflies) based on characteristic venation patterns in the images of the insects' wings.The set of wing images consists of high-resolution microscopic wing images of several hoverfly species. There is a total of 868 wing images of eleven selected hoverfly species from two different genera, Chrysotoxum and Melanostoma. Besides images of the whole wings "UNS_Hoverflies" dataset also consists of small image patches (64x64 pixels) corresponding to 18 predetermined landmark points in each wing, which were systematically collected from the preprocessed wing images and organized inside the second root folder named "Training - test set".Each wing specimen was uniquely numbered and associated with the corresponding taxonomy group.
DOI: 10.21227/ekt5-ea30
title: UNS Hoverflies Classification Dataset

description: Dataset was created as part of joint efforts of two research groups from the University of Novi Sad, which were aimed towards development of vision based systems for automatic identification of insect species (in particular hoverflies) based on characteristic venation patterns in the images of the insects' wings.The set of wing images consists of high-resolution microscopic wing images of several hoverfly species. There is a total of 868 wing images of eleven selected hoverfly species from two different genera, Chrysotoxum and Melanostoma. Besides images of the whole wings "UNS_Hoverflies" dataset also consists of small image patches (64x64 pixels) corresponding to 18 predetermined landmark points in each wing, which were systematically collected from the preprocessed wing images and organized inside the second root folder named "Training - test set".Each wing specimen was uniquely numbered and associated with the corresponding taxonomy group.
DOI: 10.17171/1-6-364
title: Steelyard 0042
title: Inv.Nr. 2133, Antiquario Comunale, Rome (Roma)

description: Ancient Steelyards
DOI: 10.17171/1-6-365
title: Steelyard 0043
title: Inv.Nr. 2143, Antiquario Comunale, Rome (Roma)

description: Ancient Steelyards
DOI: 10.17171/1-6-366
title: Steelyard 0432

description: Ancient Steelyards
DOI: 10.17171/1-6-367
title: Steelyard 0435
title: Inv.Nr. B 2148, Agora-Museum, Athens (Athina)

description: Ancient Steelyards
DOI: 10.17171/1-6-368
title: Steelyard 0047

description: Ancient Steelyards
DOI: 10.17171/1-6-369
title: Steelyard 0050
title: Inv.Nr. ZM 1376, Saalburgmuseum, Bad Homburg v. d. H.

description: Ancient Steelyards
DOI: 10.17171/1-6-370
title: Steelyard 0051
title: Inv.Nr. ZM 1377 + ZM 1377a, Saalburgmuseum, Bad Homburg v. d. H.

description: Ancient Steelyards
DOI: 10.17171/1-6-371
title: Steelyard 0053

description: Ancient Steelyards
DOI: 10.17171/1-6-505-2
title: Image of steelyard 0254

description: Ancient Steelyards
DOI: 10.17171/1-6-711-1
title: Image of steelyard 1285

description: Ancient Steelyards
DOI: 10.17171/1-6-942-1
title: Image of steelyard 1289

description: Ancient Steelyards
DOI: 10.17171/1-6-942-2
title: Image of steelyard 1289

description: Ancient Steelyards
DOI: 10.17171/1-6-942-3
title: Image of steelyard 1289

description: Ancient Steelyards
DOI: 10.17171/1-6-942-4
title: Image of steelyard 1289

description: Ancient Steelyards
DOI: 10.17171/1-6-942-5
title: Image of steelyard 1289

description: Ancient Steelyards
DOI: 10.17171/1-6-942-6
title: Image of steelyard 1289

description: Ancient Steelyards
DOI: 10.17171/1-6-942-7
title: Image of steelyard 1289

description: Ancient Steelyards
DOI: 10.21227/0wvs-9309
title: UNS Hoverflies Classification Dataset

description: Dataset was created as part of joint efforts of two research groups from the University of Novi Sad, which were aimed towards development of vision based systems for automatic identification of insect species (in particular hoverflies) based on characteristic venation patterns in the images of the insects' wings.The set of wing images consists of high-resolution microscopic wing images of several hoverfly species. There is a total of 868 wing images of eleven selected hoverfly species from two different genera, Chrysotoxum and Melanostoma. Besides images of the whole wings "UNS_Hoverflies" dataset also consists of small image patches (64x64 pixels) corresponding to 18 predetermined landmark points in each wing, which were systematically collected from the preprocessed wing images and organized inside the second root folder named "Training - test set".Each wing specimen was uniquely numbered and associated with the corresponding taxonomy group.
DOI: 10.21227/fgz0-qq73
title: UNS Hoverflies Classification Dataset

description: Dataset was created as part of joint efforts of two research groups from the University of Novi Sad, which were aimed towards development of vision based systems for automatic identification of insect species (in particular hoverflies) based on characteristic venation patterns in the images of the insects' wings.The set of wing images consists of high-resolution microscopic wing images of several hoverfly species. There is a total of 868 wing images of eleven selected hoverfly species from two different genera, Chrysotoxum and Melanostoma. Besides images of the whole wings "UNS_Hoverflies" dataset also consists of small image patches (64x64 pixels) corresponding to 18 predetermined landmark points in each wing, which were systematically collected from the preprocessed wing images and organized inside the second root folder named "Training - test set".Each wing specimen was uniquely numbered and associated with the corresponding taxonomy group.
DOI: 10.21227/ncxb-wf66
title: UNS Hoverflies Classification Dataset

description: Dataset was created as part of joint efforts of two research groups from the University of Novi Sad, which were aimed towards development of vision based systems for automatic identification of insect species (in particular hoverflies) based on characteristic venation patterns in the images of the insects' wings.The set of wing images consists of high-resolution microscopic wing images of several hoverfly species. There is a total of 868 wing images of eleven selected hoverfly species from two different genera, Chrysotoxum and Melanostoma. Besides images of the whole wings "UNS_Hoverflies" dataset also consists of small image patches (64x64 pixels) corresponding to 18 predetermined landmark points in each wing, which were systematically collected from the preprocessed wing images and organized inside the second root folder named "Training - test set".Each wing specimen was uniquely numbered and associated with the corresponding taxonomy group.
DOI: 10.21227/vejw-hd11
title: UNS Hoverflies Classification Dataset

description: Dataset was created as part of joint efforts of two research groups from the University of Novi Sad, which were aimed towards development of vision based systems for automatic identification of insect species (in particular hoverflies) based on characteristic venation patterns in the images of the insects' wings.The set of wing images consists of high-resolution microscopic wing images of several hoverfly species. There is a total of 868 wing images of eleven selected hoverfly species from two different genera, Chrysotoxum and Melanostoma. Besides images of the whole wings "UNS_Hoverflies" dataset also consists of small image patches (64x64 pixels) corresponding to 18 predetermined landmark points in each wing, which were systematically collected from the preprocessed wing images and organized inside the second root folder named "Training - test set".Each wing specimen was uniquely numbered and associated with the corresponding taxonomy group.
DOI: 10.17171/1-6-372
title: Steelyard 0056

description: Ancient Steelyards
DOI: 10.17171/1-6-373
title: Steelyard 0061

description: Ancient Steelyards
DOI: 10.17171/1-6-374
title: Steelyard 0066

description: Ancient Steelyards
DOI: 10.17171/1-6-375
title: Steelyard 0067

description: Ancient Steelyards
DOI: 10.17171/1-6-376
title: Steelyard 0068

description: Ancient Steelyards
DOI: 10.17171/1-6-377
title: Steelyard 0007
title: Inv.Nr. B. 165, Museo Archeologico Nazionale (Palazzo della Pilotta), Parma

description: Ancient Steelyards
DOI: 10.17171/1-6-378
title: Steelyard 0071
title: Inv.Nr. BR 3. o Nr. SK43_1, Landesmuseum Württemberg, Stuttgart

description: Ancient Steelyards
DOI: 10.17171/1-6-514-1
title: Image of steelyard 0298

description: Ancient Steelyards
DOI: 10.17171/1-6-942-10
title: Image of steelyard 1289

description: Ancient Steelyards
DOI: 10.17171/1-6-942-11
title: Image of steelyard 1289

description: Ancient Steelyards
DOI: 10.17171/1-6-942-12
title: Image of steelyard 1289

description: Ancient Steelyards
DOI: 10.17171/1-6-942-13
title: Image of steelyard 1289

description: Ancient Steelyards
DOI: 10.17171/1-6-942-14
title: Image of steelyard 1289

description: Ancient Steelyards
DOI: 10.17171/1-6-942-15
title: Image of steelyard 1289

description: Ancient Steelyards
DOI: 10.17171/1-6-942-8
title: Image of steelyard 1289

description: Ancient Steelyards
DOI: 10.17171/1-6-942-9
title: Image of steelyard 1289

description: Ancient Steelyards
DOI: 10.17632/6b3yyhv6yn.1
title: Data for: Characterizing Diagenesis of Organic Carbon, Sulfur, and Iron in Sediments of the Middle Okinawa Trough since the Last Glacial Maximum

description: The dataset contains one table (Table S3), which presents grain-size fractions, chemical and isotopic compositions of sediments with depth in core C08.
DOI: 10.21227/k5q0-9h61
title: UNS Hoverflies Classification Dataset

description: Dataset was created as part of joint efforts of two research groups from the University of Novi Sad, which were aimed towards development of vision based systems for automatic identification of insect species (in particular hoverflies) based on characteristic venation patterns in the images of the insects' wings.The set of wing images consists of high-resolution microscopic wing images of several hoverfly species. There is a total of 868 wing images of eleven selected hoverfly species from two different genera, Chrysotoxum and Melanostoma. Besides images of the whole wings "UNS_Hoverflies" dataset also consists of small image patches (64x64 pixels) corresponding to 18 predetermined landmark points in each wing, which were systematically collected from the preprocessed wing images and organized inside the second root folder named "Training - test set".Each wing specimen was uniquely numbered and associated with the corresponding taxonomy group.
DOI: 10.17171/1-6-379
title: Steelyard 0762

description: Ancient Steelyards
DOI: 10.17171/1-6-380
title: Steelyard 0008
title: Inv.Nr. B. 164, B. 193, Museo Archeologico Nazionale (Palazzo della Pilotta), Parma

description: Ancient Steelyards
DOI: 10.17171/1-6-381
title: Steelyard 0800
title: Inv.Nr. 1978.21400 (78.21400), Römermuseum / Augusta Raurica, Augst

description: Ancient Steelyards
DOI: 10.17171/1-6-382
title: Steelyard 0801
title: Inv.Nr. 1958.2231 (58.2231), Römermuseum / Augusta Raurica, Augst

description: Ancient Steelyards
DOI: 10.17171/1-6-383
title: Steelyard 0808
title: Inv.Nr. 815, Stadtgeschichtliches Museum, Jülich

description: Ancient Steelyards
DOI: 10.17171/1-6-384
title: Steelyard 0812
title: Inv.Nr. 00.7123,0-1 (7123), Rheinisches Landesmuseum (LVR-LandesMuseum Bonn), Bonn

description: Ancient Steelyards
DOI: 10.17171/1-6-385
title: Steelyard 0845
title: Inv.Nr. 23,320, Römisch-Germanisches Museum, Cologne (Köln)

description: Ancient Steelyards
DOI: 10.17171/1-6-523-1
title: Image of steelyard 0311

description: Ancient Steelyards
DOI: 10.17171/1-6-524-1
title: Image of steelyard 0313

description: Ancient Steelyards
DOI: 10.17171/1-6-713-1
title: Image of steelyard 1301

description: Ancient Steelyards
DOI: 10.17171/1-6-714-1
title: Image of steelyard 1317

description: Ancient Steelyards
DOI: 10.17171/1-6-714-2
title: Image of steelyard 1317

description: Ancient Steelyards
DOI: 10.17171/1-6-942-16
title: Image of steelyard 1289

description: Ancient Steelyards
DOI: 10.17171/1-6-942-17
title: Image of steelyard 1289

description: Ancient Steelyards