Geoinformatics

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• A dataset of stem reflectance spectra for standing dead Scots pine trees

  Juola, J. (Creator) & Rautiainen, M. (Creator), Mendeley Data, 21 Sept 2022

  DOI: 10.17632/8dvx3vvvk9.1

  Dataset

• Reflectance spectra of common boreal ground lichen species

  Kuusinen, N. (Creator), Juola, J. (Creator), Karki, B. (Creator), Stenroos, S. (Creator) & Rautiainen, M. (Creator), Mendeley Data, 31 Mar 2021

  DOI: 10.17632/k482pn3gp4.1, https://data.mendeley.com/datasets/k482pn3gp4/1

  Dataset

• Historical Ecology of the Mekong in a set of 5 diachronic maps

  Kallio, M. (Creator) & Walker Vadillo, V. (Creator), Zenodo, 29 Jun 2020

  DOI: 10.5281/zenodo.3827019, https://zenodo.org/record/3827019

  Dataset

• r5py: Rapid Realistic Routing with R5 in Python

  Fink, C. (Creator), Klumpenhouwer, W. (Creator), Saraiva, M. (Creator), Pereira, R. (Creator) & Tenkanen, H. (Creator), Zenodo, 2022

  DOI: 10.5281/zenodo.7060437, https://doi.org/10.5281/zenodo.7060438 and 2 more links, https://r5py.readthedocs.io, https://github.com/r5py/r5py (show fewer)

  Dataset: Software or code

• dwang520/LeWoS: LeWoS

  Wang, D. (Creator), Zenodo, 2019

  DOI: 10.5281/zenodo.3516856, https://zenodo.org/record/3562486

  Dataset: Software or code

• A spatial fuzzy influence diagram for modelling spatial objects’ dependencies: a case study on tree-related electric outages

  Virrantaus, K.-K. (Creator), Wang, S. (Contributor), Demšar, U. (Contributor) & Zhang, Z. (Creator), figshare, 11 Oct 2017

  DOI: 10.6084/m9.figshare.5488615.v1, https://figshare.com/articles/A_spatial_fuzzy_influence_diagram_for_modelling_spatial_objects_dependencies_a_case_study_on_tree-related_electric_outages/5488615/1 and one more link, https://ndownloader.figshare.com/files/9492901 (show fewer)

  Dataset

• A 24-hour dynamic population distribution dataset based on mobile phone data from Helsinki Metropolitan Area, Finland

  Bergroth, C. (Creator), Järv, O. (Creator), Tenkanen, H. (Creator), Manninen, M. (Creator) & Toivonen, T. (Creator), Zenodo, 29 Apr 2021

  DOI: 10.5281/zenodo.4724388, https://zenodo.org/api/records/6106064

  Dataset

• SPYSTUF hyperspectral data

  Mõttus, M. (Creator), Markiet, V. (Creator), Hernández-Clemente, R. (Creator), Perheentupa, V. (Creator) & Majasalmi, T. (Creator), IEEE DataPort, 2021

  DOI: 10.21227/v5vh-2816, https://ieee-dataport.org/open-access/spystuf-hyperspectral-data

  Dataset

• Leaf spectra of alder buckthorn, common hazel and European fly honeysuckle

  Mercier, A. (Creator), Karlqvist, S. (Contributor), Hovi, A. (Contributor) & Rautiainen, M. (Contributor), Mendeley Data, 6 Oct 2023

  DOI: 10.17632/3bkrwhk4p3.1, https://data.mendeley.com/datasets/3bkrwhk4p3

  Dataset

• Dataset of tree canopy structure and variation in understory composition in a boreal forest site

  Majasalmi, T. (Creator) & Rautiainen, M. (Contributor), Mendeley Data, 10 Apr 2020

  DOI: 10.17632/dyt4nkp583.1, https://data.mendeley.com/datasets/dyt4nkp583

  Dataset

• Leaf and needle spectra for 25 boreal tree species

  Hovi, A. (Creator) & Rautiainen, M. (Creator), Mendeley Data, 25 Mar 2022

  DOI: 10.17632/nvgjcn5nsx.1, https://data.mendeley.com/datasets/nvgjcn5nsx

  Dataset

• Geographically extensive spectral library of peatland vegetation from 13 hemiboreal, boreal, sub-Arctic and Arctic peatland sites

  Salko, S.-S. (Creator), Hovi, A. (Creator), Burdun, I. (Creator), Juola, J. (Creator) & Rautiainen, M. (Creator), Mendeley Data, 16 Aug 2024

  DOI: 10.17632/3866tj3w8v.1

  Dataset

• Spectral properties of 16 peatland plant species and litter

  Salko, S.-S. (Creator), Hovi, A. (Creator), Juola, J. (Creator) & Rautiainen, M. (Creator), Mendeley Data, 3 Dec 2024

  DOI: 10.17632/kg7627wgp6.1

  Dataset

• Reflectance spectra of nine boreal Sphagnum moss species

  Salko, S.-S. (Creator), Juola, J. (Contributor), Burdun, I. (Contributor), Vasander, H. (Contributor), Hovi, A. (Contributor) & Rautiainen, M. (Contributor), Mendeley Data, 12 Jun 2023

  DOI: 10.17632/wm5fcxdmzd.1, https://data.mendeley.com/datasets/wm5fcxdmzd

  Dataset

• aceacedey/Kolkata_Data_PMC_paper_TrafficCountEstimationUsingCrowdSourcedTrajectory: Kolkata (Webel More) car trajectory, traffic signal, and traffic count data

  Dey, S. (Creator), Zenodo, 14 May 2024

  DOI: 10.5281/zenodo.11191587, https://zenodo.org/records/11191588

  Dataset

• EODIE

  Wittke, S. (Creator), Lehti, P. (Contributor), Varho, J. (Contributor), Puttonen, E. (Contributor), Kivimäki, A. (Creator), Pandžić, M. (Creator), Likey, P. (Creator) & Karjalainen, M. (Creator), Zenodo, 8 Jan 2022

  DOI: 10.5281/zenodo.4762322, https://zenodo.org/record/7467514

  Dataset: Software or code

• carpentries-incubator/deep-learning-intro: First stable version

  Burg, S. V. D. (Creator), Kuppevelt, D. V. (Creator), Steinbach, P. (Creator), Huber, F. (Creator), Sauze, C. (Creator), Weel, B. (Creator), Chandramouli, P. (Creator), Wikfeldt, K. T. (Creator), Lipari, G. (Creator), Geng, C. (Creator), Wittke, S. (Creator), Hodges, T. (Creator), Stevens, S. (Creator), Endemann, C. (Creator), Kleijn, M. D. (Creator), Magaña, M. A. (Creator), Alves, R. (Creator), Sun, Y. (Creator), Kamvar, Z. N. (Creator) & Kutra, D. (Creator), Zenodo, 1 Sept 2023

  DOI: 10.5281/zenodo.8308391, https://zenodo.org/record/8308392

  Dataset: Software or code

• Reference Measurements of Pavement Samples

  Putkiranta, P. (Creator) & Kurkela, M. (Creator), Zenodo, 7 Dec 2021

  DOI: 10.5281/zenodo.5764837

  Dataset

• Leaf spectra of four broadleaved deciduous tree species in Finland

  Kuusinen, N. (Creator), Lakaniemi, E. (Contributor), Hovi, A. (Contributor) & Rautiainen, M. (Contributor), Mendeley Data, 29 Jun 2022

  DOI: 10.17632/3hswxj5nff.1, https://data.mendeley.com/datasets/3hswxj5nff

  Dataset

• Reflectance spectra of boreal forest floor elements: ferns, herbaceous plants and decaying wood

  Mercier, A. (Creator), Karlqvist, S. (Contributor), Hovi, A. (Contributor) & Rautiainen, M. (Contributor), Mendeley Data, 6 Oct 2023

  DOI: 10.17632/dddb2prk4p.1, https://data.mendeley.com/datasets/dddb2prk4p

  Dataset

• Tree leaf and needle spectra for three sites in northern and central Europe

  Hovi, A. (Creator), Juola, J. (Creator), Homolová, L. (Creator), Lukěs, P. (Creator) & Rautiainen, M. (Creator), Mendeley Data, 25 Mar 2022

  DOI: 10.17632/t5f554s7cn.1

  Dataset

• A dataset of stem bark reflectance spectra for boreal and temperate tree species

  Juola, J. (Creator), Hovi, A. (Creator) & Rautiainen, M. (Creator), Mendeley Data, 1 Mar 2022

  DOI: 10.17632/pwfxgzz5fj.2

  Dataset

• LeWoS: A universal leaf‐wood classification method to facilitate the 3D modelling of large tropical trees using terrestrial LiDAR

  Wang, D. (Creator), Takoudjou, S. M. (Contributor) & Casella, E. (Creator), Dryad Digital Repository, 1 Jan 2019

  DOI: 10.5061/dryad.np5hqbzp6, http://datadryad.org/stash/dataset/doi:10.5061/dryad.np5hqbzp6 and one more link, https://zenodo.org/record/4946676 (show fewer)

  Dataset

• pelamsa/wolverine_colonization

  Lämsä, P.-E. (Creator), Zenodo, 14 Feb 2025

  DOI: 10.5281/zenodo.14870957

  Dataset: Software or code

• HTenkanen/pyrosm: v0.6.1

  Tenkanen, H. (Creator), Zenodo, 2021

  DOI: 10.5281/zenodo.3755057, https://zenodo.org/record/5561232

  Dataset: Software or code