cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17639337
title: Espoonlahti mobile laser scanning tree species classification

description: General description

This dataset consists of 1915 samples of tree point clouds across 8 species (pine, spruce, birch, maple, aspen, rowan, alder and lime). The data was collected from Espoonlahti, Espoo, Finland in June 2024. The measurement areas contain urban, semiurban and natural environments. The data was collected by a backpack-mounted laser scanner (FARO orbis, wavelength = 905 nm).

The dataset was used in the publication:

NormalView: sensor-agnostic tree species classification from backpack and aerial lidar data using geometric projections. Korkeala, J., Muhojoki, J., Taher, J., Salolahti, K., Hyyppä, M., Kukko, A. and Hyyppä, J. (2025). ArXiv preprint arXiv:2512.05610, doi: https://doi.org/10.48550/arXiv.2512.05610

Any scientific study using the data should cite the above article.

Data

The dataset consists of the following files:



The tree segments are in the MLS_tree_segments.zip zip-file (1915 in total). The name of each .laz -file is the unique id used in the reference. The coordinates are centered so that the approximated tree trunk is in the origin.

The reference data is in MLS_species_ref.csv -file. The reference file has 5 columns:



id: The segment specific id of the sample.

Species code: The species of the tree in the segment (see table below).

height: Approximated height of the tree (evaluated as the difference between the 1st and 99th z-coordinate percentiles).

xy_area: The 2D-area of the convex hull of the coordinates in the xy-plane.

point_density: (Amount of points in a segment) / (xy_area of the segment).

Count: Some trees were captured in multiple scans, and hence there are segments in the dataset which are different, but correspond to the same tree. The value of Count indicates how many times the tree in the segment is present in the dataset. If Count > 1, then there are other segments which correspond to the same tree. Most of the tree are captured only once.



The model weights for the models used in the study are in Model_weights.zip:



The weights are stored as .pt (PyTorch) files, as given out by YOLOv11x by Ultralytics.

The first part of the file name (ALS, ALS9, MLS, Imagesize) refers to the data the model was ttrained on.

The second part (intensity1, normal, etc...) refers to the image creation method.



Specieswise_statistics.pdf contains two species-level statistics plot derived from the tree segments.


The mapping between species codes and actual species is




Species code
Species
Sample count


1
Pine
755


2
Spruce
310


3
Birch
374


4
Maple
234


5
Aspen
108


6
Rowan
57


8
Lime
66


9
Alder
11




Note that the alders were not included in the classification tests in the paper due to low sample count. For further details on data acquisition and processing, we refer the reader to sections 2.1.-2.3. in Korkeala et. al. (arXiv:2512.05610, 2025).

The tree segments are in LAS version 1.2 point format 3.
DOI: 10.35079/hbm799.khfc.246
title: Histology data from the uterus of a 30-year-old white female
DOI: 10.3886/e244858v1
title: 08122868281 Pan-Atlantic University, Lagos 2026/27 Direct Entry/Transfer Application/Admission Form

description: 08122868281 Pan-Atlantic University, Lagos 2026/27 Direct Entry/Transfer Application/Admission Form call(08122868281)(+2348122868281 IS STILL ON SALE . Call the school admin office [DR MRS Maryan Adeyemo] Predegree/Part Time Form/Conversion form on (08122868281)(+2348122868281] For HND in Community Health Extension Workers (CHEWs), Junior Community Health Extension Workers (JCHEWs), environmental health officers (EH medical technicians (MT) and records clerks (RC)
DOI: 10.35079/hbm353.trkn.948
title: RNAseq data from the uterus of a 30-year-old white female
DOI: 10.3886/e244857v1
title: 08122868281 Covenant University Ota 2026/27 Direct Entry/Transfer Application/Admission Form

description: 08122868281 Covenant University Ota 2026/27 Direct Entry/Transfer Application/Admission Form call(08122868281)(+2348122868281 IS STILL ON SALE . Call the school admin office [DR MRS Maryan Adeyemo] Predegree/Part Time Form/Conversion form on (08122868281)(+2348122868281] For HND in Community Health Extension Workers (CHEWs), Junior Community Health Extension Workers (JCHEWs), environmental health officers (EH medical technicians (MT) and records clerks (RC)
DOI: 10.15468/dl.q3m2dz
title: Occurrence Download

description: A dataset containing 972966 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Annelida",
 "DecimalLatitude is greater than or equal to 65",
 "HasCoordinate is true"
 ]
}

 The dataset includes 972966 records from 344 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007019-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18458214
title: Anonymized dataset for hybrid very high-power short-duration and ablation index–guided pulmonary vein isolation

description: This repository contains an anonymized dataset used in a retrospective observational study comparing a hybrid pulmonary vein isolation (PVI) strategy combining very high-power short-duration posterior wall ablation with ablation index–guided anterior wall ablation versus conventional ablation index–guided PVI.

The dataset includes baseline clinical characteristics, procedural metrics, acute efficacy outcomes (first-pass isolation), peri-procedural complications, and follow-up data on arrhythmia recurrence and repeat ablation within 12 months.

The data were collected at a single high-volume electrophysiology center and were used to generate the analyses reported in the associated manuscript submitted to Europace. All data have been anonymized prior to deposition.
DOI: 10.5281/zenodo.18458215
title: Anonymized dataset for hybrid very high-power short-duration and ablation index–guided pulmonary vein isolation

description: This repository contains an anonymized dataset used in a retrospective observational study comparing a hybrid pulmonary vein isolation (PVI) strategy combining very high-power short-duration posterior wall ablation with ablation index–guided anterior wall ablation versus conventional ablation index–guided PVI.

The dataset includes baseline clinical characteristics, procedural metrics, acute efficacy outcomes (first-pass isolation), peri-procedural complications, and follow-up data on arrhythmia recurrence and repeat ablation within 12 months.

The data were collected at a single high-volume electrophysiology center and were used to generate the analyses reported in the associated manuscript submitted to Europace. All data have been anonymized prior to deposition.
DOI: 10.35079/hbm978.zgbc.527
title: Histology data from the uterus of a 30-year-old white female
DOI: 10.35079/hbm258.shng.525
title: RNAseq data from the uterus of a 30-year-old white female
DOI: 10.35079/hbm943.htjg.627
title: Histology data from the uterus of a 30-year-old white female
DOI: 10.35079/hbm737.lfrk.445
title: RNAseq data from the uterus of a 30-year-old white female
DOI: 10.35079/hbm337.rgnk.725
title: Histology data from the uterus of a 30-year-old white female
DOI: 10.35079/hbm929.hhns.385
title: RNAseq data from the uterus of a 30-year-old white female
DOI: 10.5281/zenodo.18456618
title: Global gridded scenarios of residential cooling energy demand to 2050

description: # ggACene (global gridded Air Conditioning energy) projections

### Output AC and AC electricity gridded data

This repository hosts output data for SSPs126, 245, 370 and 585 on the estimated and future projected ownership of residential air conditioning (% of households), the related energy consumption (TWh/yr.), and the underlying population counts (useful to quantify the per-capita average consumption or the headcount of people affected by the cooling gap). These data are contained in the multi-layer .nc (NCDF) files, which can be opened and processed in any GIS software/library, or visualised in softwares such as Panoply.

### Input data and analysis replication

The repository also hosts input data to replicate the entire data generating process. A twin Github repository hosts code (https://github.com/giacfalk/ggACene) to run the model generating the ggACene (global gridded Air Conditioning energy) projections dataset.

## InstructionsTo reproduce the model and generate the dataset from scratch, please refer to the following steps:- Download input data "replication_package_input_data.7z" by cloning the repository- Decompress the folder using 7-Zip (https://www.7-zip.org/download.html)- Open RStudio and adjust the path folder in the sourcer.R script- Run the sourcer.R script to train the ML model, make projections, and represent result files

### Figures replication package

Finally, the source_code_data_replication_figures.zip archive contains an R script and processed input data to replicate all the figures contained in the manuscript.

### ReferenceFalchetta, G., De Cian, E., Pavanello, F., & Wing, I. S. Inequalities in global residential cooling energy use to 2050. Nature Communications. https://www.nature.com/articles/s41467-024-52028-8
DOI: 10.5281/zenodo.7845125
title: Global gridded scenarios of residential cooling energy demand to 2050

description: # ggACene (global gridded Air Conditioning energy) projections

### Output AC and AC electricity gridded data

This repository hosts output data for SSPs126, 245, 370 and 585 on the estimated and future projected ownership of residential air conditioning (% of households), the related energy consumption (TWh/yr.), and the underlying population counts (useful to quantify the per-capita average consumption or the headcount of people affected by the cooling gap). These data are contained in the multi-layer .nc (NCDF) files, which can be opened and processed in any GIS software/library, or visualised in softwares such as Panoply.

### Input data and analysis replication

The repository also hosts input data to replicate the entire data generating process. A twin Github repository hosts code (https://github.com/giacfalk/ggACene) to run the model generating the ggACene (global gridded Air Conditioning energy) projections dataset.

## InstructionsTo reproduce the model and generate the dataset from scratch, please refer to the following steps:- Download input data "replication_package_input_data.7z" by cloning the repository- Decompress the folder using 7-Zip (https://www.7-zip.org/download.html)- Open RStudio and adjust the path folder in the sourcer.R script- Run the sourcer.R script to train the ML model, make projections, and represent result files

### Figures replication package

Finally, the source_code_data_replication_figures.zip archive contains an R script and processed input data to replicate all the figures contained in the manuscript.

### ReferenceFalchetta, G., De Cian, E., Pavanello, F., & Wing, I. S. Inequalities in global residential cooling energy use to 2050. Nature Communications. https://www.nature.com/articles/s41467-024-52028-8
DOI: 10.35079/hbm545.tpvl.359
title: Histology data from the uterus of a 30-year-old white female
DOI: 10.35079/hbm955.hlmg.427
title: RNAseq data from the uterus of a 30-year-old white female
DOI: 10.35079/hbm274.jbzw.748
title: Histology data from the uterus of a 30-year-old white female
DOI: 10.35079/hbm378.rfpj.723
title: RNAseq data from the uterus of a 30-year-old white female
DOI: 10.35079/hbm595.qprc.663
title: Histology data from the uterus of a 30-year-old white female
DOI: 10.35079/hbm799.bwrp.584
title: RNAseq data from the uterus of a 30-year-old white female
DOI: 10.35079/hbm423.cmcd.758
title: Histology data from the uterus of a 30-year-old white female
DOI: 10.35079/hbm674.kxfm.374
title: RNAseq data from the ovary (left) of a 19-year-old white female
DOI: 10.35079/hbm794.fgtb.438
title: Histology data from the ovary (left) of a 19-year-old white female
DOI: 10.35079/hbm498.gmrv.393
title: RNAseq data from the ovary (left) of a 19-year-old white female
DOI: 10.35079/hbm952.rdms.394
title: Histology data from the ovary (left) of a 19-year-old white female
DOI: 10.35079/hbm672.ttqz.399
title: RNAseq data from the ovary (left) of a 19-year-old white female
DOI: 10.35079/hbm385.tpgf.596
title: Histology data from the ovary (left) of a 19-year-old white female
DOI: 10.35079/hbm439.bwsc.562
title: RNAseq data from the ovary (left) of a 19-year-old white female
DOI: 10.35079/hbm549.xgbz.438
title: Histology data from the ovary (left) of a 19-year-old white female
DOI: 10.82503/aqora.2602.y45qe
title: N2-CS-VQE
title: N₂ dissociation curve: CS-VQE quantum hardware
DOI: 10.15468/eiymy1
title: Museu Paraense Emilio Goeldi - Annelida Collection

description: Annelida collection from Museu Paraense Emílio Goeldi.
DOI: 10.15468/q1iarh
title: Museu Paraense Emílio Goeldi - Ornithology Collection - Skin

description: Collection of Skin of Museu Paraense Emílio Goeldi
DOI: 10.15468/xgy8jn
title: Coleção Entomológica Padre Jesus Santiago Moure (DZUP) - Plecoptera

description: Padre Jesus S. Moure (1912–2010) foi o fundador do Departamento de Zoologia da Universidade Federal do Paraná, em Curitiba, no ano de 1938, ano da fundação da Faculdade de Filosofia, Ciências e Letras da mesma universidade. Apesar de entomólogo, foi o marco inicial da Biologia Marinha no Paraná no ano de 1951, tendo trabalhado muito para a criação de uma Estação de Estudos do Mar. A partir de seus estudos em Insecta, Hymenoptera, mais particularmente abelhas, fundou em 1956 o que se tornou a terceira maior coleção de insetos do País e a qual leva seu nome: Coleção Entomológica Pe. Jesus Santiago Moure (DZUP). O acervo dessa coleção conta com aproximadamente sete milhões de insetos representantes principalmente das ordens Coleoptera, Diptera, Hemiptera, Hymenoptera e Lepidoptera. Atualmente a Coleção Pe. Jesus Santiago Moure conta com a curadoria geral da Dra. Luciane Marinoni.


A Coleção de Plecoptera abriga cerca de 116 exemplares montados em alfinetes entomológicos provenientes de diferentes regiões do Brasil, aproximadamente 400 exemplares estão preservados em álcool e são provenientes do Projeto de Levantamento da Fauna Entomológica do Paraná - PROFAUPAR, coletados em armadilha luminosa e malaise.
DOI: 10.35079/hbm325.tmcp.653
title: RNAseq data from the ovary (left) of a 19-year-old white female
DOI: 10.15468/ukqvdu
title: Coleção Entomológica Padre Jesus Santiago Moure (DZUP) - Megaloptera

description: Padre Jesus S. Moure (1912–2010) foi o fundador do Departamento de Zoologia da Universidade Federal do Paraná, em Curitiba, no ano de 1938, ano da fundação da Faculdade de Filosofia, Ciências e Letras da mesma universidade. Apesar de entomólogo, foi o marco inicial da Biologia Marinha no Paraná no ano de 1951, tendo trabalhado muito para a criação de uma Estação de Estudos do Mar. A partir de seus estudos em Insecta, Hymenoptera, mais particularmente abelhas, fundou em 1956 o que se tornou a terceira maior coleção de insetos do País e a qual leva seu nome: Coleção Entomológica Pe. Jesus Santiago Moure (DZUP). O acervo dessa coleção conta com aproximadamente sete milhões de insetos representantes principalmente das ordens Coleoptera, Diptera, Hemiptera, Hymenoptera e Lepidoptera.
DOI: 10.15468/w87ebk
title: Coleção Entomológica Padre Jesus Santiago Moure (DZUP) - Hemiptera

description: Padre Jesus S. Moure (1912–2010) foi o fundador do Departamento de Zoologia da Universidade Federal do Paraná, em Curitiba, no ano de 1938, ano da fundação da Faculdade de Filosofia, Ciências e Letras da mesma universidade. Apesar de entomólogo, foi o marco inicial da Biologia Marinha no Paraná no ano de 1951, tendo trabalhado muito para a criação de uma Estação de Estudos do Mar. A partir de seus estudos em Insecta, Hymenoptera, mais particularmente abelhas, fundou em 1956 o que se tornou a terceira maior coleção de insetos do País e a qual leva seu nome: Coleção Entomológica Pe. Jesus Santiago Moure (DZUP). O acervo dessa coleção conta com aproximadamente sete milhões de insetos representantes principalmente das ordens Coleoptera, Diptera, Hemiptera, Hymenoptera e Lepidoptera.

A Coleção de Hemiptera abriga cerca de 105.000 exemplares montados em alfinetes entomológicos. Possui também 11077 lâminas, representando 63 gêneros e 140 espécies de Aphidoidea. A coleção tem como curador o Dr. Rodney Ramiro Cavicchioli
DOI: 10.15468/54sd1x
title: Museu Paraense Emílio Goeldi - Ornithology Collection - Feathers_and_Skin

description: The Goeldi Museum ornithological collection is the second largest in Brazil and the largest bird collection in the world for Amazonian birds, with a good representation of all Amazonian areas of endemism, and also the Caatinga and Cerrado biomes in northeastern and central Brazil, respectively.
DOI: 10.15468/f6emsr
title: Museu Paraense Emílio Goeldi - Crocodylia Collection

description: O Acervo de Herpetologia do Museu Paraense Emílio Goeldi, possui atualmente 95.255 exemplares de anfíbios e répteis, principalmente da região Amazônica. São 58.548 exemplares de répteis e 36.707 exemplares de anfíbios. A coleção de Répteis está representada, na sua grande Maioria pelos répteis squamatas (57.140). Os indivíduos são preservados na grande maioria em via úmida (Álcool), contando também com alguns indivíduos em via seco, como é o caso das carapaças e esqueletos dos quelônios. o Acervo Conta também com Amostras de Tecido.
DOI: 10.15468/lt0wet
title: Museu Paraense Emílio Goeldi - Ophidia Collection

description: O Acervo de Herpetologia do Museu Paraense Emílio Goeldi, possui atualmente 95.255 exemplares de anfíbios e répteis, principalmente da região Amazônica. São 58.548 exemplares de répteis e 36.707 exemplares de anfíbios. A coleção de Répteis está representada, na sua grande Maioria pelos répteis squamatas (57.140). Os indivíduos são preservados na grande maioria em via úmida (Álcool), contando também com alguns indivíduos em via seco, como é o caso das carapaças e esqueletos dos quelônios. o Acervo Conta também com Amostras de Tecido.
DOI: 10.15468/snq1oq
title: Coleção de Platyhelminthes do Museu Nacional - UFRJ

description: Coleção de Platyhelminthes do Museu Nacional - UFRJ
DOI: 10.15468/bysjet
title: Coleção Entomológica Padre Jesus Santiago Moure (DZUP) - Orthoptera

description: Base de dados de Orthoptera da DZUP
DOI: 10.15468/ehye3n
title: Coleção de Porifera do Museu Nacional - UFRJ

description: Coleção de Porifera do Museu Nacional - UFRJ
DOI: 10.35079/hbm899.qbwg.658
title: Histology data from the ovary (left) of a 19-year-old white female
DOI: 10.15468/3y8f66
title: Coleção de Ornitologia do Museu de Zoologia da UEL

description: A coleção de aves do MZUEL conta atulmente com cerca de 70 exemplares referentes à aproximadamente 50 espécies. Os exemplares estão preservados em via úmida, como esqueletos secos e taxidermizados. A coleção tem interesse de receber doações de espécimes provinientes de diferentes regiões do Brasil ou do mundo, e fornece identificações e números de tombo do material doado como exemplares-testemunhos (vouchers).

A coleção está aberta para permutas e empréstimos aos docentes de outras universidades e curadores de outras coleções, bem como a seus alunos de graduação e pós-graduação. A coleção de aves do MZUEL destina-se a estudos de Sistemática e Biologia Comparada e a fins didáticos dos professores da própria universidade. O acervo é procedente em sua maior parte do Estado do Paraná, dos arredores de Londrina e de Curitiba.
DOI: 10.15468/7dimki
title: Coleção de Nematomorpha do Museu Nacional - UFRJ

description: Coleção de Nematomorpha do Museu Nacional - UFRJ
DOI: 10.15468/3zckv9
title: Onychophora Collection - Instituto Nacional de Pesquisas da Amazônia (INPA)

description: Onychophora collection from Instituto Nacional de Pesquisas da Amazônia.
DOI: 10.15468/xt4kfa
title: Museu Paraense Emilio Goeldi - Uropygi Collection

description: During the day are found resting beneath woods, stones and other objects which you dig tunnels, and are usually active in the late afternoon and evening. Have the ability to spray as a defense a caustic mixture of vinegar and other organic components through anal glands. In the world there are about 100 described species in 16 genera. In the Americas there are three genera and 15 species recorded.
DOI: 10.15468/tnt5nq
title: Museu Paraense Emílio Goeldi - Myriapoda Collection

description: Myriapoda Collection
DOI: 10.15468/mupwua
title: Coleção de Ictiologia do Museu de História Natural Capão da Imbuia

description: Coleção de Ictiologia do Museu de História Natural Capão da Imbuia
DOI: 10.15468/pic5qy
title: INPA | Levantamento de Arbóreas presentes na campina do RDSU

description: Inventário Florístico realizado pelo Grupo de Ecologia, Monitoramento e Uso Sustentável de Áreas Úmidas (MAUA) no âmbito do projeto PELD-MAUA em 6 parcelas permanentes de 1 ha na floresta de Campina do Jaú de 24 do 10 de 2013 até 21 do 02 de 2014.Neste inventário foram amostrados todos o indivíduos arboreos com DAP &gt; 10 cm.
DOI: 10.35079/hbm383.cspk.696
title: RNAseq data from the ovary (left) of a 19-year-old white female
DOI: 10.15468/bk9dmf
title: Coleção Entomológica Padre Jesus Santiago Moure (DZUP) - Trichoptera

description: A Coleção de Trichoptera abriga 151.154 exemplares estocados em álcool 70%, a maior parte provenientes de dois anos de coletas mensais (Agosto/1986 - Julho/1988) com Malaise e armadilha luminosa, em oito localidades do Estado do Paraná. O material refere-se ao Projeto de Levantamento da Fauna Entomológica do Paraná - PROFAUPAR, sendo parte integrante da Tese de Doutorado de Gisele Luziane de Almeida "Fauna de Trichoptera (Insecta) do Estado do Paraná, Brasil com ênfase em aspectos de sazonalidade e diversidade". Trichoptera, uma das ordens melhor representadas do PROFAUPAR, foi distribuída em 11 famílias (Calamoceratidae, Ecnomidae, Glossosomatidae, Helicopsychidae, Hydrobiosidae, Hydropsichidae, Hydroptilidae, Leptoceridae, Odontoceridae, Philopotamidae e Polycentropodidae), 33 gêneros e 165 espécies.
DOI: 10.15468/hmlx0r
title: Amblypygi Collection - Instituto Nacional de Pesquisas da Amazônia (INPA)

description: Amblypygi collection from Instituto Nacional de Pesquisas da Amazônia.
DOI: 10.15468/eupzne
title: Hymenoptera Collection - Instituto Nacional de Pesquisas da Amazônia (INPA)

description: Hymenoptera collection from Instituto Nacional de Pesquisas da Amazônia.
DOI: 10.15468/fonyee
title: Museu Paraense Emilio Goeldi - Ornithology Collection - Eggs

description: The Goeldi Museum ornithological collection is the second largest in Brazil and the largest bird collection in the world for Amazonian birds, with a good representation of all Amazonian areas of endemism, and also the Caatinga and Cerrado biomes in northeastern and central Brazil, respectively.
DOI: 10.15468/602rbt
title: Diptera Collection - Instituto Nacional de Pesquisas da Amazônia (INPA)

description: Diptera collection from Instituto Nacional de Pesquisas da Amazônia.
DOI: 10.15468/7s50hy
title: Museu Paraense Emílio Goeldi - Solifugae Collection

description: Occur in tropical and semitropical regions, and some species are distributed in desert regions, but also in grasslands and forests. There are more than 1,000 described species of Solifugae in approximately 140 genera and 12 families, distributed by America, Africa, southern Europe and southwest Asia (Rock, 2002). Solifuges animals are rare, even in suitable habitats its abundance is contemplated to be low.
DOI: 10.15468/n8h37m
title: Herpetology Collection - Instituto Nacional de Pesquisas da Amazônia

description: Herpetology collection from Instituto Nacional de Pesquisas da Amazônia.
DOI: 10.35079/hbm994.mdzz.762
title: Histology data from the ovary (left) of a 19-year-old white female