cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.3355271
title: Human Bony Labyrinth: Co-Registered CT and micro-CT Images, Surface Models and Anatomical Landmarks

description: This data set consists of 23 specimens of the human bony labyrinth. For each specimen clinical CT (0.15×0.15×0.2 mm3, voxel size) and co-registered microCT (0.06 mm isotropic voxel size) images are available. Image labels for the bony labyrinth are provided for the same image coordinates. From the image labels, 3D surface models were generated. In addition, each specimen has a descriptor file containing the coordinates of anatomical landmarks as well as a cochlear coordinate system. The data set can be used to study the morphology of the inner ear or to evaluate (semi-)automated segmentation algorithms (e.g., for the preoperative planning of surgical procedures such as cochlear implantation).
description: This work was supported by the Swiss National Science Foundation under grant no. P400P2_180822.
description: {"references": ["Wimmer, Wilhelm et al. (2019) Robust Cochlear Modiolar Axis Detection in CT (arXiv:1907.01870 )."]}
DOI: 10.5281/zenodo.3355272
title: Human Bony Labyrinth: Co-Registered CT and micro-CT Images, Surface Models and Anatomical Landmarks

description: This data set consists of 23 specimens of the human bony labyrinth. For each specimen clinical CT (0.15×0.15×0.2 mm3, voxel size) and co-registered microCT (0.06 mm isotropic voxel size) images are available. Image labels for the bony labyrinth are provided for the same image coordinates. From the image labels, 3D surface models were generated. In addition, each specimen has a descriptor file containing the coordinates of anatomical landmarks as well as a cochlear coordinate system. The data set can be used to study the morphology of the inner ear or to evaluate (semi-)automated segmentation algorithms (e.g., for the preoperative planning of surgical procedures such as cochlear implantation).
description: This work was supported by the Swiss National Science Foundation under grant no. P400P2_180822.
description: {"references": ["Wimmer, Wilhelm et al. (2019) Robust Cochlear Modiolar Axis Detection in CT (arXiv:1907.01870 )."]}
DOI: 10.15128/r1jd472w47k
title: Nickel-catalysed vapour-phase hydrogenation of furfural, insights into reactivity and deactivation [dataset]

description: Furfural is a key bioderived platform molecule, and its hydrogenation affords access to a number of important chemical intermediates that can act as “drop-in” replacements to those derived from crude oil or novel alternatives with desirable properties. Here, the vapour phase hydrogenation of furfural to furfuryl alcohol at 180 °C over standard impregnated nickel catalysts is reported and contrasted with the same reaction over copper chromite. Whilst the selectivity to furfuryl alcohol of the unmodified nickel catalysts is much lower than for copper chromite as expected, the activity of the nickel catalysts in the vapour phase is significantly higher, and the deactivation profile remarkably similar. In the case of the supported nickel catalysts, possible contribution to the deactivation by acidic sites on the catalyst support is discounted based on the similarity of deactivation kinetics on Ni/SiO2 with those seen for less acidic Ni/TiO2 and Ni/CeO2. Powder x-ray diffraction is used to exclude sintering as a primary deactivation pathway. Significant coking of the catalyst (~ 30 wt. % over 16 h) is observed using temperature programmed oxidation. This, in combination with the solvent extraction analysis and infrared spectroscopy of the coked catalysts points to deactivation by polymeric condensation products of (reactant or) products and hydrocarbon like coke. These findings pave the way for targeted modification of nickel catalysts to use for this important biofeedstock-to-chemicals transformation.
DOI: 10.5519/qd.80ztxqbm
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (432407 records)
DOI: 10.5519/qd.fldwuins
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (1471393 records)
DOI: 10.5281/zenodo.3357804
title: SCRUM framework adaptations - dataset of systematic mapping study

description: Dataset from the SCRUM framework adaptations systematic mapping study
description: Funded by: CAPES-Brazil (finance code 001) and FAPESP-Brazil
DOI: 10.17632/cwwcr799v7.1
title: Data for: Safety management during clinical placements of undergraduate Nursing students. A scoping review.

description: Literature search strategy, and main findings of the 43 included studies in the review
DOI: 10.5281/zenodo.3268712
title: Automatic and feature-­specific prediction related neural activity in the human auditory system

description: Downsampled (to 100Hz) data of the paper "Automatic and feature specific prediction related neural activity in the human auditory system"
DOI: 10.5281/zenodo.3268713
title: Automatic and feature-­specific prediction related neural activity in the human auditory system

description: Downsampled (to 100Hz) data of the paper "Automatic and feature specific prediction related neural activity in the human auditory system"
DOI: 10.5281/zenodo.3357913
title: ST131_4071_genome_assembly_annotation_files_theExtra2

description: SRR3290149_prokka.gff.gz and ERR1971796_prokka.gff.gz
DOI: 10.5281/zenodo.3357914
title: ST131_4071_genome_assembly_annotation_files_theExtra2

description: SRR3290149_prokka.gff.gz and ERR1971796_prokka.gff.gz
DOI: 10.5281/zenodo.3357927
title: Biomass encounter rates limit the size scaling of feeding interactions: trial data

description: Experimental trial data for the publication: Biomass encounter rates limit the size scaling of feeding interactions.
DOI: 10.5281/zenodo.3357928
title: Biomass encounter rates limit the size scaling of feeding interactions: trial data

description: Experimental trial data for the publication: Biomass encounter rates limit the size scaling of feeding interactions.
DOI: 10.5255/ukda-sn-853612
title: Leadership for literacy 2016-2017
DOI: 10.7910/dvn/bmrpvh/k6nbec
title: counties_share-1.tab

description: County-Level dataset in CSV format
DOI: 10.7910/dvn/bmrpvh/hdhgjh
title: counties_share.tab

description: County-Level dataset in DTA format
DOI: 10.7910/dvn/bmrpvh/neiwna
title: state_share-1.tab

description: State-Level dataset in CSV format
DOI: 10.7910/dvn/bmrpvh/0wqqmt
title: state_share.tab

description: State-Level dataset in DTA format
DOI: 10.7910/dvn/bmrpvh/qhmryj
title: zipcode_share-1.tab

description: Zipcode-Level dataset in CSV format
DOI: 10.7910/dvn/bmrpvh/b0klcm
title: zipcode_share.tab

description: State-Level dataset in DTA format
DOI: 10.7910/dvn/bmrpvh/cpqinx
title: year_share.tab

description: Annually dataset in CSV format
DOI: 10.7910/dvn/bmrpvh/fa9dvu
title: year_share-1.tab

description: Annually dataset in DTA format
DOI: 10.7910/dvn/bmrpvh/j5ydlu
title: Entrepreneurship_by_County.tab

description: Aggregate Quality, Quantity, RECPI, and REAI for all US counties in Startup Cartography Project, 1988 to 2016
DOI: 10.7910/dvn/bmrpvh/9lrdxi
title: Entrepreneurship_by_State.tab

description: Aggregate Quality, Quantity, RECPI, and REAI for all US states in Startup Cartography Project, 1988 to 2016
DOI: 10.7910/dvn/bmrpvh/zyft7g
title: Entrepreneurship_National.tab

description: Aggregate Quality, Quantity, RECPI, and REAI at the national level in Startup Cartography Project, 1988 to 2016
DOI: 10.7910/dvn/bmrpvh/njxktn
title: Entrepreneurship_by_ZIP_Code.tab

description: Aggregate Quality, Quantity, RECPI, and REAI for all US ZIP Codes in Startup Cartography Project, 1988 to 2016
DOI: 10.7910/dvn/bmrpvh/rdaoki
title: auxiliary--State_of_American_Entrepreneurship_Replication_Data.dta

description: Replication Data for paper Guzman, Jorge and Scott Stern. "The State of American Entrepreneurship." American Economic Journal: Economic Policy.
DOI: 10.7910/dvn/bmrpvh/nwghaj
title: Entrepreneurship_by_State_policy.tab

description: Policy Index: Aggregate Quality, Quantity, RECPI, and REAI for all US states in Startup Cartography Project, 1988 to 2016
DOI: 10.7910/dvn/bmrpvh/f0xhse
title: Entrepreneurship_by_County_policy.tab

description: Policy Index: Aggregate Quality, Quantity, RECPI, and REAI for all US counties in Startup Cartography Project, 1988 to 2016
DOI: 10.7910/dvn/bmrpvh/viw6y2
title: Entrepreneurship_by_ZIP_Code_policy.tab

description: Policy Index: Aggregate Quality, Quantity, RECPI, and REAI for all US ZIP Codes in Startup Cartography Project, 1988 to 2016
DOI: 10.7910/dvn/bmrpvh/yutxlt
title: Entrepreneurship_National_policy.tab

description: Policy Index: Aggregate Quality, Quantity, RECPI, and REAI at the national level in Startup Cartography Project, 1988 to 2016
DOI: 10.7910/dvn/bmrpvh/z55jec
title: Entrepreneurship_by_MSA_policy.tab

description: Policy Index: Aggregate Quality, Quantity, RECPI, and REAI for all US MSAs in Startup Cartography Project, 1988 to 2016
DOI: 10.7910/dvn/bmrpvh/nb7sup
title: Entrepreneurship_by_MSA_academic.tab

description: Academic Index: Aggregate Quality, Quantity, RECPI, and REAI for all US MSAs in Startup Cartography Project, 1988 to 2016
DOI: 10.7910/dvn/bmrpvh/4e2iuj
title: Entrepreneurship_by_County_academic.tab

description: Academic Index: Aggregate Quality, Quantity, RECPI, and REAI for all US counties in Startup Cartography Project, 1988 to 2016
DOI: 10.7910/dvn/bmrpvh/nfutrp
title: Entrepreneurship_by_State_academic.tab

description: Academic Index: Aggregate Quality, Quantity, RECPI, and REAI for all US states in Startup Cartography Project, 1988 to 2016
DOI: 10.7910/dvn/bmrpvh/iuntcn
title: Entrepreneurship_by_ZIP_Code_academic.tab

description: Academic Index: Aggregate Quality, Quantity, RECPI, and REAI for all US ZIP Codes in Startup Cartography Project, 1988 to 2016
DOI: 10.7910/dvn/bmrpvh/1wazo9
title: Entrepreneurship_National_academic.tab

description: Academic Index: Aggregate Quality, Quantity, RECPI, and REAI at the national level in Startup Cartography Project, 1988 to 2016
DOI: 10.7910/dvn/bmrpvh/utnkyi
title: Entrepreneurship_by_County_academic.tab

description: Academic Index: Aggregate Quality, Quantity, RECPI, and REAI for all US counties in Startup Cartography Project, 1988 to 2016
DOI: 10.7910/dvn/bmrpvh/v8skjm
title: Entrepreneurship_by_County_policy.tab

description: Policy Index: Aggregate Quality, Quantity, RECPI, and REAI for all US counties in Startup Cartography Project, 1988 to 2016
DOI: 10.7910/dvn/bmrpvh/siawkr
title: Entrepreneurship_by_MSA_academic.tab

description: Academic Index: Aggregate Quality, Quantity, RECPI, and REAI for all US MSAs in Startup Cartography Project, 1988 to 2016
DOI: 10.7910/dvn/bmrpvh/xs0v43
title: Entrepreneurship_by_MSA_policy.tab

description: Policy Index: Aggregate Quality, Quantity, RECPI, and REAI for all US MSAs in Startup Cartography Project, 1988 to 2016
DOI: 10.7910/dvn/bmrpvh/aqtidr
title: Entrepreneurship_by_State_academic.tab

description: Academic Index: Aggregate Quality, Quantity, RECPI, and REAI for all US states in Startup Cartography Project, 1988 to 2016
DOI: 10.7910/dvn/bmrpvh/ag2jhr
title: Entrepreneurship_by_State_policy.tab

description: Policy Index: Aggregate Quality, Quantity, RECPI, and REAI for all US states in Startup Cartography Project, 1988 to 2016
DOI: 10.7910/dvn/bmrpvh/4o2lpl
title: Entrepreneurship_by_ZIP_Code_academic.tab

description: Academic Index: Aggregate Quality, Quantity, RECPI, and REAI for all US ZIP Codes in Startup Cartography Project, 1988 to 2016
DOI: 10.7910/dvn/bmrpvh/3cdypa
title: Entrepreneurship_by_ZIP_Code_policy.tab

description: Policy Index: Aggregate Quality, Quantity, RECPI, and REAI for all US ZIP Codes in Startup Cartography Project, 1988 to 2016
DOI: 10.7910/dvn/bmrpvh/kdsmvr
title: Entrepreneurship_National_academic.tab

description: Academic Index: Aggregate Quality, Quantity, RECPI, and REAI at the national level in Startup Cartography Project, 1988 to 2016
DOI: 10.7910/dvn/bmrpvh/lmfcrj
title: Entrepreneurship_National_policy.tab

description: Policy Index: Aggregate Quality, Quantity, RECPI, and REAI at the national level in Startup Cartography Project, 1988 to 2016
DOI: 10.7910/dvn/bmrpvh/do8prf
title: Entrepreneurship_by_County_academic.tab

description: Academic Index: Aggregate Quality, Quantity, RECPI, and REAI for all US counties in Startup Cartography Project, 1988 to 2016
DOI: 10.7910/dvn/bmrpvh/akhaf2
title: Entrepreneurship_by_County_policy.tab

description: Policy Index: Aggregate Quality, Quantity, RECPI, and REAI for all US counties in Startup Cartography Project, 1988 to 2016
DOI: 10.7910/dvn/bmrpvh/gmhbm4
title: Entrepreneurship_by_MSA_academic.tab

description: Academic Index: Aggregate Quality, Quantity, RECPI, and REAI for all US MSAs in Startup Cartography Project, 1988 to 2016
DOI: 10.7910/dvn/bmrpvh/hxsppx
title: Entrepreneurship_by_MSA_policy.tab

description: Policy Index: Aggregate Quality, Quantity, RECPI, and REAI for all US MSAs in Startup Cartography Project, 1988 to 2016
DOI: 10.7910/dvn/bmrpvh/cblei5
title: Entrepreneurship_by_State_academic.tab

description: Academic Index: Aggregate Quality, Quantity, RECPI, and REAI for all US states in Startup Cartography Project, 1988 to 2016
DOI: 10.7910/dvn/bmrpvh/ujuyav
title: Entrepreneurship_by_State_policy.tab

description: Policy Index: Aggregate Quality, Quantity, RECPI, and REAI for all US states in Startup Cartography Project, 1988 to 2016
DOI: 10.7910/dvn/bmrpvh/ibfajw
title: Entrepreneurship_by_ZIP_Code_academic.tab

description: Academic Index: Aggregate Quality, Quantity, RECPI, and REAI for all US ZIP Codes in Startup Cartography Project, 1988 to 2016
DOI: 10.7910/dvn/bmrpvh/i4tgks
title: Entrepreneurship_by_ZIP_Code_policy.tab

description: Policy Index: Aggregate Quality, Quantity, RECPI, and REAI for all US ZIP Codes in Startup Cartography Project, 1988 to 2016
DOI: 10.7910/dvn/bmrpvh/jegwx1
title: Entrepreneurship_National_academic.tab

description: Academic Index: Aggregate Quality, Quantity, RECPI, and REAI at the national level in Startup Cartography Project, 1988 to 2016
DOI: 10.7910/dvn/ltgh26/hrekjj
title: rareearth_vekasi_data.tab

description: US and Japanese HHI, Chinese quotas, Google trends, event dummies
DOI: 10.7910/dvn/ltgh26/q0ldjf
title: Vekasi Replication File.R

description: .R file for VECM replication
DOI: 10.7910/dvn/bmrpvh/oi1f3e
title: Entrepreneurship_National_policy.tab

description: Policy Index: Aggregate Quality, Quantity, RECPI, and REAI at the national level in Startup Cartography Project, 1988 to 2016
DOI: 10.12751/g-node.80dd9a
title: Epilepsy DTI Microstructural Evaluation Mahalanobis Dataset

description: Shared data related to the in review PLoS One manuscript: Personalized microstructural evaluation using a Mahalanobis-distance based outlier detection strategy on epilepsy patients’ DTI data – theory, simulations and example cases, by G Gyebnár , Z Klimaj, L Entz, D Fabó, G Rudas, P Barsi & LR Kozák
DOI: 10.7910/dvn/bmrpvh/ra3v1d
title: Entrepreneurship_by_MSA_academic.tab

description: Academic Index: Aggregate Quality, Quantity, RECPI, and REAI for all US MSAs in Startup Cartography Project, 1988 to 2016
DOI: 10.7910/dvn/bmrpvh/gahjeo
title: Entrepreneurship_by_MSA_policy.tab

description: Policy Index: Aggregate Quality, Quantity, RECPI, and REAI for all US MSAs in Startup Cartography Project, 1988 to 2016
DOI: 10.7910/dvn/4krxd3/8zac0w
title: Law Backgrounds Data (2005-2017) for JJPS article.tab

description: :unav
DOI: 10.7910/dvn/kzk409/adav96
title: do.do

description: :unav
DOI: 10.7910/dvn/kzk409/catqjq
title: README.txt

description: :unav
DOI: 10.7910/dvn/kzk409/2uqkfs
title: data_raw.tab

description: :unav
DOI: 10.7910/dvn/kzk409/zfbhzn
title: DATA.tab

description: :unav
DOI: 10.7910/dvn/kzk409/tumltm
title: log.log

description: :unav
DOI: 10.7910/dvn/kzk409/a8lasv
title: Supplementary.pdf

description: :unav
DOI: 10.5519/qd.hmyur7ms
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (1 records)
DOI: 10.6073/pasta/6a1d12ad97bbcd079625a821e47f86b6
title: Benthic algae chlorophyll measurements for Rowley River tidal creeks associated with long term fertilization experiments, Rowley and Ipswich, MA.

description: Benthic chlorophyll measurements of surface sediments (top 0-2cm) from a variety of habitats in saltmarsh tidal creeks of the Rowley River, Rowley and Ipswich, MA. Habitats include: mudflat, filamentous algae, tall Spartina alterniflora, short Spartina alterniflora and Spartina patens zones. The TIDE project aims to simulate eutrophication on a large scale by the addition of NO3- aiming to reach 70μM concentrations from May to September every year during the growing season. This fertilization of the marsh has been going on at Sweeney Creek since the 2004 growing season through 2016 and at Clubhead Creek in 2005 and then from 2009 till 2016. Years 2017-2018 are recovery years, when fertilization was stopped.
DOI: 10.5281/zenodo.3965807
title: Simulation of a Lo/Ld phase coexistence in a PSM/DOPC/Cholesterol mixture, larger membrane

description: To be added.
DOI: 10.5281/zenodo.3965806
title: Simulation of a Lo/Ld phase coexistence in a PSM/DOPC/Cholesterol mixture, larger membrane

description: To be added.
DOI: 10.5519/qd.mfu9louu
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (154 records)
DOI: 10.5281/zenodo.3358002
title: FY4A_samples

description: Samples of FY4A data: full disk with different SZA values.
DOI: 10.5281/zenodo.3358001
title: FY4A_samples

description: Samples of FY4A data: full disk with different SZA values.
DOI: 10.5066/f7k35szw
title: Soil-Water-Balance model data sets for Fauquier County, Virginia, 1996 - 2015

description: A Soil-Water-Balance (SWB) model was developed to estimate annual recharge and evapotranspiration (ET) for Fauquier County, Virginia, for the period 1996 through 2015. The model was developed as part of a study to assess groundwater availability in the fractured-rock aquifers underlying Fauquier County. The model is documented in the associated report, U.S. Geological Survey (USGS) Scientific Investigations Report 2019-5056. The model was calibrated by comparing annual base-flow estimates from the hydrograph separation technique PART to annual recharge estimates from the SWB model for available years of streamflow record at two sites (01643700 and 01656000) within the model area. Selected SWB model parameters were adjusted to improve model fit. The calibration procedure is documented in USGS Scientific Investigations Report 2019-5056, and calibration results are included in the calibration.xlsx spreadsheet included in this archive. This data release is broken into several files to reduce the likelihood of download timeouts. Small files (modelgeoref.txt, readme.txt, and the metadata document) are available for download as uncompressed files. Other model archive data are included in several compressed files. For more information about the files available for download in this data release, see the readme.txt file in this archive and the distribution section of the metadata document. This data release accompanies the following publication: McCoy, K.J. and Ladd, D.E., 2019, Documentation of a Soil-Water-Balance model to estimate recharge to Blue Ridge, Piedmont, and Mesozoic Basin fractured-rock aquifers, Fauquier County, Virginia, 1996 through 2015: U.S. Geological Survey Scientific Investigations Report 2019-5056, 22 p., https://doi.org/10.3133/sir20195056.
DOI: 10.25345/c5ts99
title: MassIVE MSV000084163 - Small RNA directs symbiosis, virulence, and natural products biosynthesis in entomopathogenic bacteria
title: Rapid modulation of gene expression is a key feature for the success of bacteria, particularly for those that rapidly have to adapt to different niches. The lifecycles of Photorhabdus and Xenorhabdus involve a mutualistic association with nematodes as well as an entomopathogenic phase, both of which rely on the production of numerous specialized metabolites (SMs). Several regulators have been previously implicated in the regulation of SM production in these genera. However, the molecular mechanisms underlying the regulatory control of SM production, and especially the role of small regulatory RNAs, are unknown. Here we show that the Hfq-dependent small RNA, ArcZ, is required for SM production. We discovered that ArcZ directly base-pairs with the mRNA encoding HexA, a known repressor of SM production. We further demonstrate that the ArcZ regulon is not restricted to SM production, but rather modulates up to ~15% of the transcriptional output in both Photorhabdus and Xenorhabdus. Together, our study shows that small RNAs are key for SM production in these species, provides new targets for biosynthetic pathway manipulations, and offers a new tool for the (over-)production, isolation and identification of unknown natural products.
DOI: 10.5281/zenodo.3357976
title: NCBI taxonomy dump used for specI and mOTUs

description: NCBI taxonomy dump used for: - mOTUs 2.5.0 - progenomes 2
DOI: 10.5281/zenodo.3357977
title: NCBI taxonomy dump used for specI and mOTUs

description: NCBI taxonomy dump used for: - mOTUs 2.5.0 - progenomes 2
DOI: 10.25386/genetics.9118316
title: Supplemental Material for James et al., 2019

description: Variant call format of total SNPs in the 70 strains and their ancestors annotated with functional impact of SNPs. This data set uses more liberal quality filtering.<br>
DOI: 10.25386/genetics.9118316.v1
title: Supplemental Material for James et al., 2019

description: Variant call format of total SNPs in the 70 strains and their ancestors annotated with functional impact of SNPs. This data set uses more liberal quality filtering.<br>
DOI: 10.7910/dvn/ve0ivq/5vngy6
title: Twitch_data.zip.7z

description: :unav
DOI: 10.17632/mzk9v48psc.1
title: Data for: Effects of climate change and episodic heat events on cyanobacteria in a eutrophic polymictic lake
DOI: 10.18430/m36f62
title: X-ray diffraction data for the crystal structure of the SYCP1 N-terminal head-to-head assembly in open conformation (6F62)
DOI: 10.18430/m36pqh
title: X-ray diffraction data for the crystal structure of Asparagine-tRNA ligase from Elizabethkingia sp. CCUG 26117 (6PQH)
DOI: 10.18430/m36pdm
title: X-ray diffraction data for the crystal structure of Human Protein Arginine Methyltransferase 9 (PRMT9) (6PDM)
DOI: 10.6073/pasta/931deb0df7269c55951daecc9db84f7a
title: Digital Elevation Model - Ipswich Watershed - Idrisi Raster File.

description: This datalayer is part of a group of layers used for research in the Ipswich River Watershed. This is Digital Elevation Model data for the study area, in a 30-meter grid. The source elevation tile data was provided on the MassGIS website www.state.ma.us/mgis/massgis.htm in ESRI-format shapefile format and imported into IDRISI software using the ShapeIdr command. The resulting vector elevation files were converted to raster format using successive Lineras macro commands. This has the effect of mosaicing the tiles as well. The raster image was filtered once using a low-pass (mean) filter, then masked to the Ipswich study area parameters (extent). This datalayer was produced as part of a research project concerning the Ipswich River Watershed.
DOI: 10.6073/pasta/f59595dd6a01002b6d48050c4630d619
title: Topography Aspect - Ipswich Watershed - Idrisi Raster File

description: This datalayer is part of a group of layers used for research in the Ipswich River Watershed. This is the aspect model for the study area. The source elevation tile data was provided on the MassGIS website www.state.ma.us/mgis/massgis.htm in ESRI-format shapefile format and imported into IDRISI software using the ShapeIdr command. The resulting vector elevation files were converted to raster format using successive Lineras macro commands. This has the effect of mosaicing the tiles as well. The raster image was filtered once using a low-pass (mean) filter, then masked to the Ipswich study area parameters (extent). The aspect map was created using the surface analysis module. This datalayer was produced as part of a research project concerning the Ipswich River Watershed.