cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.1491195
title: Dataset Of Icsme-2018 Paper: A Closer Look At Real-World Patches.

description: Dataset of ICSME-2018 paper: a closer look at real-world patches.

Information:<br>
Keywords folder: patch commits are identified by bug-related keywords.<br>
Linked folder: patch commits are identified by fixed bug IDs that are reported in issue tracking system.<br>
<br>
diffs folder: bug fix code diffs.<br>
preFiles folder: buggy code files in the commits before fixing.<br>
revFiles folder: fixed code files in the commits of submitting fixes.<br>
<br>
File names are named as previous-commit-id_bug-fix-commit-id_code-file-path.txt/.java
DOI: 10.7910/dvn/0sqxlh/1xkja5
title: ACS_0812_BLKGRP.tab
DOI: 10.7910/dvn/0sqxlh/cnil2h
title: ACS_0610_BLKGRP.tab
DOI: 10.7910/dvn/0sqxlh/qqdqd2
title: ACS_0711_BLKGRP.tab
DOI: 10.7910/dvn/0sqxlh/vfe12u
title: ACS_1014_BLKGRP.tab
DOI: 10.5281/zenodo.1491194
title: Dataset Of Icsme-2018 Paper: A Closer Look At Real-World Patches.

description: Dataset of ICSME-2018 paper: a closer look at real-world patches.

Information:<br>
Keywords folder: patch commits are identified by bug-related keywords.<br>
Linked folder: patch commits are identified by fixed bug IDs that are reported in issue tracking system.<br>
<br>
diffs folder: bug fix code diffs.<br>
preFiles folder: buggy code files in the commits before fixing.<br>
revFiles folder: fixed code files in the commits of submitting fixes.<br>
<br>
File names are named as previous-commit-id_bug-fix-commit-id_code-file-path.txt/.java
DOI: 10.5281/zenodo.1491450
title: Deprecated - VAMDC extraction with query token = starkb:3dec15c4-fc5b-4679-aa6a-3244d77436eb:head

description: Deprecated because the file upload was corrupted.

This is a dataset extracted from http://stark-b.obspm.fr/12.07/vamdc/tap/ VAMDC node.

Query originating this dataset: query=select * where ( atomsymbol = 'li' and ioncharge = 0 );

Data source version: 2017-06-23

Data format: XSAMS 12.07

Query uuid in VAMDC query store: 17053a9a-e56e-451b-9bd2-8e0cddda0d5d
description: {"references": ["N.N. (2018).", "Dimitrijevi\u0107 M.S. and  Sahal-Br\u00e9chot S. (1991). Stark broadening of Li I lines. JQSRT.", "Dimitrijevi\u0107 M.S. and  Sahal-Br\u00e9chot S. (1991). Broadening of of LiI lines by collisions with charged particles. Bull. Obs. Astron. Belgrade.", "Dimitrijevi\u0107\u00a0M.\u00a0S. and  Feautrier N. and  Sahal-Br\u00e9chot S. (1981). Comparison between quantum and semiclassical calculations of the electron impact broadening of the Li I resonance line. J. Phys. B: At. Mol. Phys.."]}
DOI: 10.5281/zenodo.1491451
title: Deprecated - VAMDC extraction with query token = starkb:3dec15c4-fc5b-4679-aa6a-3244d77436eb:head

description: Deprecated because the file upload was corrupted.

This is a dataset extracted from http://stark-b.obspm.fr/12.07/vamdc/tap/ VAMDC node.

Query originating this dataset: query=select * where ( atomsymbol = 'li' and ioncharge = 0 );

Data source version: 2017-06-23

Data format: XSAMS 12.07

Query uuid in VAMDC query store: 17053a9a-e56e-451b-9bd2-8e0cddda0d5d
description: {"references": ["N.N. (2018).", "Dimitrijevi\u0107 M.S. and  Sahal-Br\u00e9chot S. (1991). Stark broadening of Li I lines. JQSRT.", "Dimitrijevi\u0107 M.S. and  Sahal-Br\u00e9chot S. (1991). Broadening of of LiI lines by collisions with charged particles. Bull. Obs. Astron. Belgrade.", "Dimitrijevi\u0107\u00a0M.\u00a0S. and  Feautrier N. and  Sahal-Br\u00e9chot S. (1981). Comparison between quantum and semiclassical calculations of the electron impact broadening of the Li I resonance line. J. Phys. B: At. Mol. Phys.."]}
DOI: 10.5517/ccdc.csd.cc204cxg
title: CCDC 1851255: Experimental Crystal Structure Determination

description: Related Article: Jinsong Chai,  Sha Yang,  Ying Lv,  Tao Chen,  Shuxin Wang,  Haizhu Yu,  and Manzhou Zhu|2018|J.Am.Chem.Soc.|140|15582|doi:10.1021/jacs.8b09162
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc204cyh
title: CCDC 1851256: Experimental Crystal Structure Determination

description: Related Article: Jinsong Chai,  Sha Yang,  Ying Lv,  Tao Chen,  Shuxin Wang,  Haizhu Yu,  and Manzhou Zhu|2018|J.Am.Chem.Soc.|140|15582|doi:10.1021/jacs.8b09162
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.7910/dvn/0sqxlh/s8mxb2
title: ACS_0913_BLKGRP.tab
DOI: 10.7910/dvn/5y5ivf/4savbj
title: LV_Shoreline_line.sbn
DOI: 10.7910/dvn/5y5ivf/gvtmth
title: LV_Shoreline_line.cpg
DOI: 10.7910/dvn/5y5ivf/m6oph7
title: LV_Shoreline_line.dbf
DOI: 10.7910/dvn/xteeki/aaho7x
title: ACS_0610_TRACT.tab
DOI: 10.7910/dvn/xteeki/agmufg
title: ACS_0913_TRACT.tab
DOI: 10.7910/dvn/xteeki/gxzknb
title: ACS_0812_TRACT.tab
DOI: 10.7910/dvn/xteeki/tvtamp
title: ACS_1014_TRACT.tab
DOI: 10.7910/dvn/xteeki/vjqp0r
title: ACS_0711_TRACT.tab
DOI: 10.5281/zenodo.1487974
title: Deeppredspeech: Computational Models Of Predictive Speech Coding Based On Deep Learning

description: This dataset contains all data, source code, pre-trained computational predictive models and experimental results related to:  

Hueber T., Tatulli E., Girin L., Schwatz, J-L "How predictive can be predictions in the neurocognitive processing of auditory and audiovisual speech? A deep learning study." (biorXiv preprint https://doi.org/10.1101/471581). 


	Raw data are extracted from the publicly available database NTCD-TIMIT (10.5281/zenodo.260228). 
	
		Audio recordings are available in the audio_clean/ directory
		Post-processed lip image sequences are available in the lips_roi/ directory (67x67 pixels, 8bits, obtained by lossless inverse DCT-2D transform from the DCT feature available in the original repository of NTCD-TIMIT)
		Phonetic segmentation (extracted from NTCD-TIMIT original zenodo repository) is available in the HTK MLF file volunteer_labelfiles.mlf
	
	
	Audio features (MFCC-spectrogram and log-spectrogram) are available in the mfcc_16k/ and fft_16k/ directories. 
	Models (audio-only, video-only and audiovisual, based on deep feed-forward neural networks and/or convolutional neural network, in .h5 format, trained with Keras 2.0 toolkit) and data normalization parameters (in .dat scikit-learn format) are available in models_mfcc/ and models_logspectro/ directories
	Predicted and target (ground truth) MFCC-spectro (resp. log-spectro) for the test databases (1909 sentences), and for the different values of \(\tau_p\) or \(\tau_f\) are available in pred_testdb_mfccspectro/ (resp. pred_testdb_logspectro/) directory


Source code for extracting audio features, training and evaluating the models is available on GitHub https://github.com/thueber/DeepPredSpeech/

All directories have been zipped before upload.

Feel free to contact me for more details.

Thomas Hueber, Ph. D., CNRS research fellow, GIPSA-lab, Grenoble, France, thomas.hueber@gipsa-lab.fr
DOI: 10.5517/ccdc.csd.cc20jzcx
title: CCDC 1863359: Experimental Crystal Structure Determination

description: Related Article: Jinsong Chai,  Sha Yang,  Ying Lv,  Tao Chen,  Shuxin Wang,  Haizhu Yu,  and Manzhou Zhu|2018|J.Am.Chem.Soc.|140|15582|doi:10.1021/jacs.8b09162
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc211yxz
title: CCDC 1878721: Experimental Crystal Structure Determination

description: Related Article: Rong Zhao, Yan-Jun Li, Yun-Feng Chen, Ye Cong, Jiang Zhang, Zhi-Jun Dong, Guan-Ming Yuan, Zheng-Wei Cui, Xuan-Ke Li|2019|Polyhedron|166|44|doi:10.1016/j.poly.2019.03.028
description: Related Article: Zhao Rong|2018|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc211yy0
title: CCDC 1878722: Experimental Crystal Structure Determination

description: Related Article: Rong Zhao, Yan-Jun Li, Yun-Feng Chen, Ye Cong, Jiang Zhang, Zhi-Jun Dong, Guan-Ming Yuan, Zheng-Wei Cui, Xuan-Ke Li|2019|Polyhedron|166|44|doi:10.1016/j.poly.2019.03.028
description: Related Article: Zhao Rong|2018|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.7910/dvn/5y5ivf/dmf7el
title: LV_Shoreline_line.prj
DOI: 10.7910/dvn/5y5ivf/eevvtq
title: LV_Shoreline_polyline_metadata.pdf
DOI: 10.7910/dvn/5y5ivf/rez6hn
title: LV_Shoreline_line.shx
DOI: 10.7910/dvn/5y5ivf/so58sr
title: LV_Shoreline_line.shp
DOI: 10.7910/dvn/5y5ivf/tlx0bz
title: LV_Shoreline_line.sbx
DOI: 10.7910/dvn/5y5ivf/u3rmqv
title: LV_Shoreline_line.shp.xml
DOI: 10.5281/zenodo.1490008
title: The Rodrigo Corpus

description: The Rodrigo<em> </em>corpus was obtained from the digitisation of the book “Historia de España del arçobispo Don Rodrigo”, written in ancient Spanish in 1545. It is a single writer book where most pages consist of a single block of well-separated lines of calligraphical text.

This dataset is free available for research purposes. It contains 15,010 images of text lines with their paleographic transcription. It is divided into three partitions: 9000 text lines for training, 1000 for validation and 5010 for testing.
description: Work partially supported by projects READ: Recognition and Enrichment of Archival Documents - 674943 (European Union's H2020) and CoMUN-HaT: Context, Multimodality and User Collaboration in Handwritten Text Processing - TIN2015-70924-C2-1-R (MINECO/FEDER).
description: {"references": ["Serrano, N., Castro, F., & Juan, A. (2010, May). The RODRIGO Database. In LREC (pp. 19-21)."]}
DOI: 10.5281/zenodo.1490009
title: The Rodrigo Corpus

description: The Rodrigo<em> </em>corpus was obtained from the digitisation of the book “Historia de España del arçobispo Don Rodrigo”, written in ancient Spanish in 1545. It is a single writer book where most pages consist of a single block of well-separated lines of calligraphical text.

This dataset is free available for research purposes. It contains 15,010 images of text lines with their paleographic transcription. It is divided into three partitions: 9000 text lines for training, 1000 for validation and 5010 for testing.
description: Work partially supported by projects READ: Recognition and Enrichment of Archival Documents - 674943 (European Union's H2020) and CoMUN-HaT: Context, Multimodality and User Collaboration in Handwritten Text Processing - TIN2015-70924-C2-1-R (MINECO/FEDER).
description: {"references": ["Serrano, N., Castro, F., & Juan, A. (2010, May). The RODRIGO Database. In LREC (pp. 19-21)."]}
DOI: 10.17909/t9-537q-4w41
title: FUSE spectra used for the archival investigation "A Closer Look at Some Gas-Phase Depletions in the ISM: Trends for O, Ge and Kr vs. F*, f(H2), and Starlight Intensity"

description: Used for measurements of absorption features of molecular hydrogen
DOI: 10.5281/zenodo.1491481
title: Maelstrom Results (Supporting Dataset For Gimmemotifs Manuscript)

description: Supporting data for the GimmeMotifs manuscript: https://simonvh.github.io/gimmemotifs-manuscript/.
DOI: 10.5281/zenodo.1491482
title: Maelstrom Results (Supporting Dataset For Gimmemotifs Manuscript)

description: Supporting data for the GimmeMotifs manuscript: https://simonvh.github.io/gimmemotifs-manuscript/.
DOI: 10.7910/dvn/xb2tlu/hz6bev
title: CNCAU_1403-1509_R_v1_03-03-2016.tgz
DOI: 10.7910/dvn/xb2tlu/khqait
title: CNCAU_1403-1509_R_v1_03-03-2016_requests-02.gz
DOI: 10.7910/dvn/xb2tlu/rp9usi
title: Canvas_Network_Courses-Activities-Users_Data_Dictionary.pdf
DOI: 10.7910/dvn/xb2tlu/wi6tjx
title: CNCAU_1403-1509_R_v1_03-03-2016_requests-01.gz
DOI: 10.7910/dvn/xb2tlu/z82hks
title: Canvas_Network_Courses-Activities-Users_Documentation.pdf
DOI: 10.17909/t9-0mtk-2a73
title: STIS E140M spectra used for the archival investigation "A Closer Look at Some Gas-Phase Depletions in the ISM: Trends for O, Ge and Kr vs. F*, f(H2), and Starlight Intensity"

description: Used for measurements of absorption features of H I (Lyman alpha), Mg II, Mn II, Kr I, and Ge II
DOI: 10.17909/t9-dre3-6g69
title: STIS E140H spectra used for the archival investigation "A Closer Look at Some Gas-Phase Depletions in the ISM: Trends for O, Ge and Kr vs. F*, f(H2), and Starlight Intensity"

description: Used for measurements of absorption features of H I (Lyman alpha), Mg II, Mn II, Kr I, and Ge II
DOI: 10.5281/zenodo.1491448
title: Multi-Publication Data Set On Experienced-Based And Description-Based Risky Choice

description: The data of 28 publications studying the description-experience gap, involving experience- and description-based risky choices, that served as the basis for the meta analysis reported in Wulff, D. U., Mergenthaler-Canseco, M., & Hertwig, R. (2018). A meta-analytic review of two modes of learning and the description-experience gap. <em>Psychological Bulletin, 144</em>(2), 140-176.
description: {"references": ["Wulff, D. U., Mergenthaler-Canseco, M., & Hertwig, R. (2018). A meta-analytic review of two modes of learning and the description-experience gap.\u00a0Psychological Bulletin, 144(2), 140-176."]}
DOI: 10.5281/zenodo.1491449
title: Multi-Publication Data Set On Experienced-Based And Description-Based Risky Choice

description: The data of 28 publications studying the description-experience gap, involving experience- and description-based risky choices, that served as the basis for the meta analysis reported in Wulff, D. U., Mergenthaler-Canseco, M., & Hertwig, R. (2018). A meta-analytic review of two modes of learning and the description-experience gap. <em>Psychological Bulletin, 144</em>(2), 140-176.
description: {"references": ["Wulff, D. U., Mergenthaler-Canseco, M., & Hertwig, R. (2018). A meta-analytic review of two modes of learning and the description-experience gap.\u00a0Psychological Bulletin, 144(2), 140-176."]}
DOI: 10.7910/dvn/g8jmas/ccfmku
title: Lake_Vic_Watershed.tif.aux.xml
DOI: 10.7910/dvn/g8jmas/lha1bl
title: LV_Watershed_metadata.pdf
DOI: 10.7910/dvn/g8jmas/x5mclk
title: LV_Watershed_read_me.txt
DOI: 10.17632/fwsrc43d7d.1
title: Data for: Assessing the alignment of national-level adaptation plans to the Paris Agreement

description: An assessment of 54 National Adaptation Plans or Strategies, based on criteria developed from Article 7 of the Paris Agreement. The scoring system was based on Preston et al. (2011) and was used to develop specific qualitative scoring for each criteria (see Table S1 for more detail). The spreadsheet contains a sheet for each plan and the score for each criteria, with evidence provided for each score (e.g., quotations from plans, description of elements included/excluded.
DOI: 10.5281/zenodo.1490041
title: Zonal Statistics

description: This data set is composed of two parts each having its proper origins, formats and rights. This data set was used to answer a challenge given by a high school to help students to learn the problem of population density and needs.
DOI: 10.5281/zenodo.1490042
title: Zonal Statistics

description: This data set is composed of two parts each having its proper origins, formats and rights. This data set was used to answer a challenge given by a high school to help students to learn the problem of population density and needs.
DOI: 10.5281/zenodo.1491493
title: Solar Energy

description: This data set is composed of three parts each having its proper origins, formats and rights. This data set was used for a local contest where students were asked to propose new applications for helping decision makers to decide on where to implant solar systems.
DOI: 10.5281/zenodo.1491494
title: Solar Energy

description: This data set is composed of three parts each having its proper origins, formats and rights. This data set was used for a local contest where students were asked to propose new applications for helping decision makers to decide on where to implant solar systems.
DOI: 10.7910/dvn/itg2q7/3ed7ys
title: SRTM_FINAL_90m_Flow_Dir.tfw
DOI: 10.7910/dvn/pjc1mj/8p0fix
title: LV_pour_point_read_me.txt
DOI: 10.7910/dvn/pjc1mj/oxgfxi
title: LV_Pourpoint_metadata.pdf
DOI: 10.7910/dvn/pjc1mj/s4i5eq
title: Snapped_Pour.tif.aux.xml
DOI: 10.7910/dvn/uwvrbm/agbkvr
title: LV_Fishnet_20x20FullMetadata.pdf
DOI: 10.5281/zenodo.1491504
title: La Nuit de l'Info

description: This data set is composed of three parts each having its proper origins, formats and rights. It was used as part of the Nuit de l’Info 2017 for participants who wanted to respond to the same objectives as the “Population” data set (UPS partner) that is to say to estimate the population in one area.
DOI: 10.5281/zenodo.1491505
title: La Nuit de l'Info

description: This data set is composed of three parts each having its proper origins, formats and rights. It was used as part of the Nuit de l’Info 2017 for participants who wanted to respond to the same objectives as the “Population” data set (UPS partner) that is to say to estimate the population in one area.
DOI: 10.7910/dvn/itg2q7/1ftd6b
title: LV_FlowDir_metadata.pdf
DOI: 10.7910/dvn/itg2q7/49vt9e
title: LV_flow_dir_read_me.txt
DOI: 10.7910/dvn/itg2q7/dfwbqm
title: SRTM_FINAL_90m_Flow_Dir.tif.xml
DOI: 10.7910/dvn/itg2q7/l7dhoc
title: SRTM_FINAL_90m_Flow_Dir.tif.ovr
DOI: 10.7910/dvn/itg2q7/lwjbbf
title: SRTM_FINAL_90m_Flow_Dir.tif.vat.dbf
DOI: 10.7910/dvn/itg2q7/qgzzuy
title: SRTM_FINAL_90m_Flow_Dir.tif.vat.cpg
DOI: 10.7910/dvn/itg2q7/wjtgcv
title: SRTM_FINAL_90m_Flow_Dir.tif.aux.xml
DOI: 10.7910/dvn/itg2q7/yvki9c
title: SRTM_FINAL_90m_Flow_Dir.tif
DOI: 10.7910/dvn/muvmii/fzu71r
title: LV_SRTM_Mosaic_DEM_read_me.txt
DOI: 10.5281/zenodo.1490850
title: Checking the expression and localization of split-SCN1A constructs in HEK293 cells

description: Examine the functionality (expression, ability to reconstitute, and localization of re-assembled SCN1A) of split-SCN1A-GFP1-10 and split-SCN1A-GFP11 constructs
DOI: 10.5281/zenodo.1490851
title: Checking the expression and localization of split-SCN1A constructs in HEK293 cells

description: Examine the functionality (expression, ability to reconstitute, and localization of re-assembled SCN1A) of split-SCN1A-GFP1-10 and split-SCN1A-GFP11 constructs
DOI: 10.7910/dvn/muvmii/4ono5o
title: SRTM_FINAL_DEM_90m.tif.aux.xml
DOI: 10.7910/dvn/muvmii/deo318
title: SRTM_FINAL_DEM_90m.tif
DOI: 10.7910/dvn/muvmii/fz8hes
title: SRTM_FINAL_DEM_90m.tif.ovr
DOI: 10.7910/dvn/muvmii/g344e2
title: SRTM_FINAL_DEM_90m.tfw
DOI: 10.7910/dvn/muvmii/rpvogf
title: SRTM_FINAL_DEM_90m.tif.xml
DOI: 10.5517/ccdc.csd.cc2136ds
title: CCDC 1879914: Experimental Crystal Structure Determination

description: Related Article: Anthony Linden, Priska Huber, Manfred Hesse|2018|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2136ft
title: CCDC 1879915: Experimental Crystal Structure Determination

description: Related Article: Anthony Linden, Priska Huber, Manfred Hesse|2018|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.17632/pxvyjtgjd4.1
title: Data for: Multi-targeting Aurones with Monoamine Oxidase and Amyloid-beta Inhibitory Activities: Structure-activity Relationship and Translating Multi-potency to Neuroprotection.

description: MAO inhibitory percentage values of all compounds, survival curve scores for the C. elegans paralysis assay, NMR spectra of compounds.
DOI: 10.17632/wy7z8bvnky.1
title: Data for: Analytical modeling of hot behavior of Ti-6Al-4V alloy at large strain

description: All raw data from the mechanical tests that allowed the analytical model to be implemented. The data processing consists of converting the number of revolutions vs torque data to strain vs stress data.
DOI: 10.5281/zenodo.1490859
title: Christ Imperator (Ruthwell Cross Detail)

description: This is 3D model of the Christ Imperator panel of the <strong>Ruthwell Cross</strong> developed as part of the ongoing Visionary Cross project. Image of 3D models (Back) can be located at

<pre>https://doi.org/10.5281/zenodo.1233647 .</pre>

Complete ultra High-Resolution (112M poly count) 3D model of the Ruthwell Cross can be located at 

<pre>https://doi.org/10.5281/zenodo.1233639</pre>

and

a High-Resolution (02M poly count) model can be found at 

<pre>https://doi.org/10.5281/zenodo.1233643</pre>

For complete set of material please visit The Visionary Cross community at https://zenodo.org/communities/the_visionary_cross
DOI: 10.5281/zenodo.1491578
title: Covariate Layers (100 M) For Soil Mapping Canada --- Land Surface Temperatures

description: Compilation and harmonization of environmental covariates for PSM in Canada Developed for: Agriculture and Agri-Food Canada/Agriculture et Agroalimentaire Canada.

Layers (see: CanSIS explanation of names):


	MODIS LST images based on the 2000-2017 time series,


Prepared by: Robert A. MacMillan (bobmacm@gmail.com; LandMapper Environmental Solutions Inc.) and Tom Hengl (EnvirometriX Ltd)
DOI: 10.5281/zenodo.1491579
title: Covariate Layers (100 M) For Soil Mapping Canada --- Land Surface Temperatures

description: Compilation and harmonization of environmental covariates for PSM in Canada Developed for: Agriculture and Agri-Food Canada/Agriculture et Agroalimentaire Canada.

Layers (see: CanSIS explanation of names):


	MODIS LST images based on the 2000-2017 time series,
	Surface water


Prepared by: Robert A. MacMillan (bobmacm@gmail.com; LandMapper Environmental Solutions Inc.) and Tom Hengl (EnvirometriX Ltd)
DOI: 10.5281/zenodo.1491518
title: Preventing Shark Attacks

description: This data set is composed of five parts each having its proper origins, formats and rights. It is used to design a spatial application allowing a visitor who does not know the Reunion Island (i.e. administrative French territory located in the Indian Ocean) and who is sea’s user to locate areas authorized (i.e.  under governmental surveillance in order to reduce the shark risk) to enjoy its favorite water-based activity.