cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.10014609
title: A didactical dataset to learn supervised classification with candy

description: A didactical dataset to learn supervised classification
It was obtained from university level students measuring candy that was mixed and distributed in bowls to them. The goal of this dataset creation was to expose the students to the data taking process. Further, the dataset is meant for classification.
Dataset Structure
The dataset consists of 6 csv files:

peanuts.csv represents the entire dataset (a concatenation of all group?.csv files) omitting the sample column
peanuts_all.csv represents the entire dataset (a concatenation of all group?.csv files)
files matching group[1-5].csv represent the measurements of each group
Data Representation
Each file contains 5 columns.  

color, int values, 0: white, 1: black, 2: brown, 3: other
shape, int values, 0: irregular, 1 round, 2: lens-like
height, float values, in millimeter
width, float values, in millimeter
label, category, peanut/nopeanut
For more information on the didactical background, see the original publication that presented the concept for this activity.
DOI: 10.18462/iir.icr.2023.0364
title: Investigating the evolution of the microstructure of stored chicken breast at different superchilling conditions using X-Ray micro-computed tomography.
DOI: 10.18462/iir.icr.2023.0428
title: Experimental study on starch/tetradecane phase change material for cold energy storage.
DOI: 10.18462/iir.icr.2023.0434
title: Wild caught cod (Gadus morhua) and haddock (Melanogrammus aeglefinus) chilled in slurry or flake ice and its effect on product quality.
DOI: 10.18462/iir.icr.2023.0496
title: Effect of freezing on the physicochemical, bioelectrochemical and mechanical properties and microstructure of different apple cultivars.
DOI: 10.18462/iir.icr.2023.0511
title: Development of a new thermometer for the measurement of carcass surface temperature in slaughterhouse.
DOI: 10.18462/iir.icr.2023.0515
title: Experimental and modelling study of water condensation and evaporation at the surface of fruits during cold chain breaks.
DOI: 10.18462/iir.icr.2023.0526
title: The interrelation between ice crystal size and the texture of commercial ice cream: a quantitative analysis.
DOI: 10.18462/iir.icr.2023.0875
title: The effect of fine bubbles on fish freshness retention.
DOI: 10.18462/iir.icr.2023.0809
title: A study of ice clearness and production rate trade-offs in icemaking.
DOI: 10.18462/iir.icr.2023.0651
title: Prototype design of domestic‐scale freeze‐dryer with natural working fluid‐based refrigeration system and microwave heating system.
DOI: 10.5281/zenodo.10013365
title: Solar X-ray flux data from 2014 to 2023

description: This deposit contains NetCDF files with minutes value of the solar X-ray flux, from 2014 to 2017, each file contains one month's worth of data , and the last files is the daily average from 2017 to 2023. 
This data comes from NOAA GOEX satellite, and the dataset from 1974 to 2020 is download at https://www.ncei.noaa.gov/data/goes-space-environment-monitor/access/avg/ and dataset from 2017 until now is download at https://data.ngdc.noaa.gov/platforms/solar-space-observing-satellites/goes/goes16/l2/data/xrsf-l2-flx1s_science/
DOI: 10.18462/iir.icr.2023.0605
title: Thermal and hydraulic behaviors of a finned coil heat exchanger coupled with fixed-speed fans during frost formation in an industrial food freezer: numerical modelling and field experimental validation.
DOI: 10.18462/iir.icr.2023.0585
title: Investigation on the relationship between freezing temperature and soy protein denaturation.
DOI: 10.18462/iir.icr.2023.0581
title: Experiments and CFD simulations of thermal performance and air flow distribution in freezer with product loading effect.
DOI: 10.5281/zenodo.1149632
title: Phenological Time Lapse Images From Canopy Camera Mc100 In Tammela Spruce Stand

description: This record contains phenological time lapse images from camera Tammela Spruce stand. Camera was mounted at canopy view level at location 60.64598306; 23.80650111(N;E, WGS84).

First set of images were taken between 31.03.2014--31.12.2016 (Version 1). Subsequent Versions extend the record with newer images, and the version number indicates the years covered by the record.<br>
Cameras were set to fix white balance, brightness automatically adjusted by camera.Image have equal resolution throughout the time series, time indicated in UTC+2. Images are taken half-hourly during fixed day-time period over the year. Gaps in time series and dark images possibly exist.<br>
More details on the camera installations and operation history can be found at  http://doi.org/10.5281/zenodo.777952 .<br>
The cameras were set up and images collected under EU Life+ (LIFE ENV/FI/000409) Monimet project, http://monimet.fmi.fi.<br>
For further information contact Mikko Peltoniemi (mikko.peltoniemi@luke.fi)
DOI: 10.5281/zenodo.3719109
title: Phenological time lapse images from canopy camera MC100 in Tammela Spruce stand

description: This record contains phenological time lapse images from camera Tammela Spruce stand. Camera was mounted at canopy view level at location 60.64598306; 23.80650111(N;E, WGS84). First set of images were taken between 31.03.2014--31.12.2016 (Version 1). Subsequent Versions extend the record with newer images, and the version number indicates the years covered by the record.<br> Cameras were set to fix white balance, brightness automatically adjusted by camera.Image have equal resolution throughout the time series, time indicated in UTC+2. Images are taken half-hourly during fixed day-time period over the year. Gaps in time series and dark images possibly exist.<br> More details on the camera installations and operation history can be found at http://doi.org/10.5281/zenodo.777952 .<br> The cameras were set up and images collected under EU Life+ (LIFE ENV/FI/000409) Monimet project, http://monimet.fmi.fi.<br> For further information contact Mikko Peltoniemi (mikko.peltoniemi@luke.fi)
DOI: 10.5281/zenodo.3724850
title: Phenological time lapse images from canopy camera MC100 in Tammela Spruce stand

description: This record contains phenological time lapse images from camera Tammela Spruce stand. Camera was mounted at canopy view level at location 60.64598306; 23.80650111(N;E, WGS84). First set of images were taken between 31.03.2014--31.12.2016 (Version 1). Subsequent Versions extend the record with newer images, and the version number indicates the years covered by the record.<br> Cameras were set to fix white balance, brightness automatically adjusted by camera.Image have equal resolution throughout the time series, time indicated in UTC+2. Images are taken half-hourly during fixed day-time period over the year. Gaps in time series and dark images possibly exist.<br> More details on the camera installations and operation history can be found at http://doi.org/10.5281/zenodo.777952 .<br> The cameras were set up and images collected under EU Life+ (LIFE ENV/FI/000409) Monimet project, http://monimet.fmi.fi.<br> For further information contact Mikko Peltoniemi (mikko.peltoniemi@luke.fi)
DOI: 10.5281/zenodo.4634005
title: Phenological time lapse images from canopy camera MC100 in Tammela Spruce stand

description: This record contains phenological time lapse images from camera Tammela Spruce stand. Camera was mounted at canopy view level at location 60.64598306; 23.80650111(N;E, WGS84). First set of images were taken between 31.03.2014--31.12.2016 (Version 1). Subsequent Versions extend the record with newer images, and the version number indicates the years covered by the record.<br> Cameras were set to fix white balance, brightness automatically adjusted by camera.Image have equal resolution throughout the time series, time indicated in UTC+2. Images are taken half-hourly during fixed day-time period over the year. Gaps in time series and dark images possibly exist.<br> More details on the camera installations and operation history can be found at http://doi.org/10.5281/zenodo.777952 .<br> The cameras were set up and images collected under EU Life+ (LIFE ENV/FI/000409) Monimet project, http://monimet.fmi.fi.<br> For further information contact Mikko Peltoniemi (mikko.peltoniemi@luke.fi)
DOI: 10.5281/zenodo.815450
title: Phenological Time Lapse Images From Canopy Camera Mc100 In Tammela Spruce Stand (2014-2016)

description: This dataset contains phenological time lapse images from camera Tammela Spruce stand. Camera was mounted at canopy view level at location 60.64598306; 23.80650111(N;E, WGS84). Images were taken between 31.03.2014--31.12.2016.<br>
Cameras were set to fix white balance, brightness automatically adjusted by camera.Image have equal resolution throughout the time series, time indicated in UTC+2. Images are taken half-hourly during fixed day-time period over the year. Gaps in time series and dark images possibly exist.<br>
More details on the camera installations and operation history can be found at  http://doi.org/10.5281/zenodo.777952 .<br>
The cameras were set up and images collected under EU Life+ (LIFE ENV/FI/000409) Monimet project, http://monimet.fmi.fi.<br>
For further information contact Mikko Peltoniemi (mikko.peltoniemi@luke.fi)
DOI: 10.5281/zenodo.5813967
title: Phenological time lapse images from canopy camera MC100 in Tammela Spruce stand

description: This record contains phenological time lapse images from camera Tammela Spruce stand. Camera was mounted at canopy view level at location 60.64598306; 23.80650111(N;E, WGS84). First set of images were taken between 31.03.2014--31.12.2016 (Version 1). Subsequent Versions extend the record with newer images, and the version number indicates the years covered by the record.<br> Cameras were set to fix white balance, brightness automatically adjusted by camera.Image have equal resolution throughout the time series, time indicated in UTC+2. Images are taken half-hourly during fixed day-time period over the year. Gaps in time series and dark images possibly exist.<br> More details on the camera installations and operation history can be found at http://doi.org/10.5281/zenodo.777952 .<br> The cameras were set up and images collected under EU Life+ (LIFE ENV/FI/000409) Monimet project, http://monimet.fmi.fi.<br> For further information contact Mikko Peltoniemi (mikko.peltoniemi@luke.fi)
DOI: 10.5281/zenodo.7500213
title: Phenological time lapse images from canopy camera MC100 in Tammela Spruce stand

description: This record contains phenological time lapse images from camera Tammela Spruce stand. Camera was mounted at canopy view level at location 60.64598306; 23.80650111(N;E, WGS84).


First set of images were taken between 31.03.2014--31.12.2016 (Version 1). Subsequent Versions extend the record with newer images, and the version number indicates the years covered by the record.
Cameras were set to fix white balance, brightness automatically adjusted by camera.Image have equal resolution throughout the time series, time indicated in UTC+2. Images are taken half-hourly during fixed day-time period over the year. Gaps in time series and dark images possibly exist.
More details on the camera installations and operation history can be found at  http://doi.org/10.5281/zenodo.777952 .
The cameras were set up and images collected under EU Life+ (LIFE ENV/FI/000409) Monimet project, http://monimet.fmi.fi.
For further information contact Mikko Peltoniemi (mikko.peltoniemi@luke.fi)
DOI: 10.5281/zenodo.815449
title: Phenological time lapse images from canopy camera MC100 in Tammela Spruce stand

description: This record contains phenological time lapse images from camera Tammela Spruce stand. Camera was mounted at canopy view level at location 60.64598306; 23.80650111(N;E, WGS84).


First set of images were taken between 31.03.2014--31.12.2016 (Version 1). Subsequent Versions extend the record with newer images, and the version number indicates the years covered by the record.
Cameras were set to fix white balance, brightness automatically adjusted by camera.Image have equal resolution throughout the time series, time indicated in UTC+2. Images are taken half-hourly during fixed day-time period over the year. Gaps in time series and dark images possibly exist.
More details on the camera installations and operation history can be found at  http://doi.org/10.5281/zenodo.777952 .
The cameras were set up and images collected under EU Life+ (LIFE ENV/FI/000409) Monimet project, http://monimet.fmi.fi.
For further information contact Mikko Peltoniemi (mikko.peltoniemi@luke.fi)
DOI: 10.18462/iir.icr.2023.0541
title: The vacuum freezing of food products in a novel food storage container equipped with a thermal energy storage system.
DOI: 10.18462/iir.icr.2023.0527
title: Effect of magnetic field application during freezing on ice crystal formation inside food products.
DOI: 10.5281/zenodo.10014641
title: The benchmark datasets for  object tracking in satellite videos

description: A new type of earth observation satellite uses "gaze" method to continuously observe a certain area, and uses "video recording" method to record dynamic information and analyze its instantaneous characteristics. With the development of dynamic acquisition technology for satellite video data, significant progress in target tracking has been made in recent years, which plays an important role in monitoring rapidly changing events. Different from targets in ordinary videos, targets in satellite videos usually demonstrate the phenomenon of a small size occupation pattern (small) and weak feature capture (dim) due to occlusion, illumination variation, and confusion with the surroundings.
DOI: 10.5281/zenodo.8425368
title: The benchmark datasets for  object tracking in satellite videos

description: A new type of earth observation satellite uses "gaze" method to continuously observe a certain area, and uses "video recording" method to record dynamic information and analyze its instantaneous characteristics. With the development of dynamic acquisition technology for satellite video data, significant progress in target tracking has been made in recent years, which plays an important role in monitoring rapidly changing events. Different from targets in ordinary videos, targets in satellite videos usually demonstrate the phenomenon of a small size occupation pattern (small) and weak feature capture (dim) due to occlusion, illumination variation, and confusion with the surroundings.
DOI: 10.5281/zenodo.8425369
title: The benchmark datasets for object tracking in satellite videos

description: A new type of earth observation satellite uses "gaze" method to continuously observe a certain area, and uses "video recording" method to record dynamic information and analyze its instantaneous characteristics. With the development of dynamic acquisition technology for satellite video data, significant progress in target tracking has been made in recent years, which plays an important role in monitoring rapidly changing events. Different from targets in ordinary videos, targets in satellite videos usually demonstrate the phenomenon of a small size occupation pattern (small) and weak feature capture (dim) due to occlusion, illumination variation, and confusion with the surroundings.
DOI: 10.18462/iir.icr.2023.0029
title: Retaining quality of fresh Chinese kale (Brassica oleracea) during retailing at Thai wet markets by using an ice-cooled display cabinet.
DOI: 10.5281/zenodo.1149645
title: Phenological Time Lapse Images From Canopy Camera Mc108 In Sodankylä Pine Stand

description: This record contains phenological time lapse images from camera Sodankylä Pine stand. Camera was mounted at canopy view level at location 67.3618;26.638167(N;E, WGS84).

First set of images were taken between 22.05.2014--31.12.2016 (Version 1). Subsequent Versions extend the record with newer images, and the version number indicates the years covered by the record.<br>
Cameras were set to fix white balance, brightness automatically adjusted by camera.Image have equal resolution throughout the time series, time indicated in UTC+2. Images are taken half-hourly during fixed day-time period over the year. Gaps in time series and dark images possibly exist.<br>
More details on the camera installations and operation history can be found at DOI 10.5281/zenodo.777952

The cameras were set up and images collected under EU Life+ (LIFE ENV/FI/000409) Monimet project, http://monimet.fmi.fi.<br>
For further information contact mika.aurela@fmi.fi and ali.nadir.arslan@fmi.fi
description: The cameras were set up and images collected under EU Life+ (LIFE ENV/FI/000409) Monimet project, http://monimet.fmi.fi.
DOI: 10.5281/zenodo.3719130
title: Phenological time lapse images from canopy camera MC108 in Sodankylä Pine stand

description: This record contains phenological time lapse images from camera Sodankylä Pine stand. Camera was mounted at canopy view level at location 67.3618;26.638167(N;E, WGS84). First set of images were taken between 22.05.2014--31.12.2016 (Version 1). Subsequent Versions extend the record with newer images, and the version number indicates the years covered by the record.<br> Cameras were set to fix white balance, brightness automatically adjusted by camera.Image have equal resolution throughout the time series, time indicated in UTC+2. Images are taken half-hourly during fixed day-time period over the year. Gaps in time series and dark images possibly exist.<br> More details on the camera installations and operation history can be found at DOI 10.5281/zenodo.777952 The cameras were set up and images collected under EU Life+ (LIFE ENV/FI/000409) Monimet project, http://monimet.fmi.fi.<br> For further information contact mika.aurela@fmi.fi and ali.nadir.arslan@fmi.fi
description: The cameras were set up and images collected under EU Life+ (LIFE ENV/FI/000409) Monimet project, http://monimet.fmi.fi.
DOI: 10.5281/zenodo.3724868
title: Phenological time lapse images from canopy camera MC108 in Sodankylä Pine stand

description: This record contains phenological time lapse images from camera Sodankylä Pine stand. Camera was mounted at canopy view level at location 67.3618;26.638167(N;E, WGS84). First set of images were taken between 22.05.2014--31.12.2016 (Version 1). Subsequent Versions extend the record with newer images, and the version number indicates the years covered by the record.<br> Cameras were set to fix white balance, brightness automatically adjusted by camera.Image have equal resolution throughout the time series, time indicated in UTC+2. Images are taken half-hourly during fixed day-time period over the year. Gaps in time series and dark images possibly exist.<br> More details on the camera installations and operation history can be found at DOI 10.5281/zenodo.777952 The cameras were set up and images collected under EU Life+ (LIFE ENV/FI/000409) Monimet project, http://monimet.fmi.fi.<br> For further information contact mika.aurela@fmi.fi and ali.nadir.arslan@fmi.fi
description: The cameras were set up and images collected under EU Life+ (LIFE ENV/FI/000409) Monimet project, http://monimet.fmi.fi.
DOI: 10.5281/zenodo.815479
title: Phenological Time Lapse Images From Canopy Camera Mc108 In Sodankylä Pine Stand (2014-2016)

description: This dataset contains phenological time lapse images from camera Sodankylä Pine stand. Camera was mounted at canopy view level at location 67.3618;26.638167(N;E, WGS84). Images were taken between 22.05.2014--31.12.2016.<br>
Cameras were set to fix white balance, brightness automatically adjusted by camera.Image have equal resolution throughout the time series, time indicated in UTC+2. Images are taken half-hourly during fixed day-time period over the year. Gaps in time series and dark images possibly exist.<br>
More details on the camera installations and operation history can be found at DOI 10.5281/zenodo.777952

The cameras were set up and images collected under EU Life+ (LIFE ENV/FI/000409) Monimet project, http://monimet.fmi.fi.<br>
For further information contact mika.aurela@fmi.fi and ali.nadir.arslan@fmi.fi
description: The cameras were set up and images collected under EU Life+ (LIFE ENV/FI/000409) Monimet project, http://monimet.fmi.fi.
DOI: 10.5281/zenodo.5813984
title: Phenological time lapse images from canopy camera MC108 in Sodankylä Pine stand

description: This record contains phenological time lapse images from camera Sodankylä Pine stand. Camera was mounted at canopy view level at location 67.3618;26.638167(N;E, WGS84). First set of images were taken between 22.05.2014--31.12.2016 (Version 1). Subsequent Versions extend the record with newer images, and the version number indicates the years covered by the record.<br> Cameras were set to fix white balance, brightness automatically adjusted by camera.Image have equal resolution throughout the time series, time indicated in UTC+2. Images are taken half-hourly during fixed day-time period over the year. Gaps in time series and dark images possibly exist.<br> More details on the camera installations and operation history can be found at DOI 10.5281/zenodo.777952 The cameras were set up and images collected under EU Life+ (LIFE ENV/FI/000409) Monimet project, http://monimet.fmi.fi.<br> For further information contact mika.aurela@fmi.fi and ali.nadir.arslan@fmi.fi
description: The cameras were set up and images collected under EU Life+ (LIFE ENV/FI/000409) Monimet project, http://monimet.fmi.fi.
DOI: 10.5281/zenodo.7500227
title: Phenological time lapse images from canopy camera MC108 in Sodankylä Pine stand

description: This record contains phenological time lapse images from camera Sodankylä Pine stand. Camera was mounted at canopy view level at location 67.3618;26.638167(N;E, WGS84).


First set of images were taken between 22.05.2014--31.12.2016 (Version 1). Subsequent Versions extend the record with newer images, and the version number indicates the years covered by the record.
Cameras were set to fix white balance, brightness automatically adjusted by camera.Image have equal resolution throughout the time series, time indicated in UTC+2. Images are taken half-hourly during fixed day-time period over the year. Gaps in time series and dark images possibly exist.
More details on the camera installations and operation history can be found at DOI 10.5281/zenodo.777952


The cameras were set up and images collected under EU Life+ (LIFE ENV/FI/000409) Monimet project, http://monimet.fmi.fi.
For further information contact mika.aurela@fmi.fi and ali.nadir.arslan@fmi.fi
description: The cameras were set up and images collected under EU Life+ (LIFE ENV/FI/000409) Monimet project, http://monimet.fmi.fi.
DOI: 10.5281/zenodo.815478
title: Phenological time lapse images from canopy camera MC108 in Sodankylä Pine stand

description: This record contains phenological time lapse images from camera Sodankylä Pine stand. Camera was mounted at canopy view level at location 67.3618;26.638167(N;E, WGS84).


First set of images were taken between 22.05.2014--31.12.2016 (Version 1). Subsequent Versions extend the record with newer images, and the version number indicates the years covered by the record.
Cameras were set to fix white balance, brightness automatically adjusted by camera.Image have equal resolution throughout the time series, time indicated in UTC+2. Images are taken half-hourly during fixed day-time period over the year. Gaps in time series and dark images possibly exist.
More details on the camera installations and operation history can be found at DOI 10.5281/zenodo.777952


The cameras were set up and images collected under EU Life+ (LIFE ENV/FI/000409) Monimet project, http://monimet.fmi.fi.
For further information contact mika.aurela@fmi.fi and ali.nadir.arslan@fmi.fi
description: The cameras were set up and images collected under EU Life+ (LIFE ENV/FI/000409) Monimet project, http://monimet.fmi.fi.