cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/27y-wfa-bm7
title: Speyeria aglaja (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/jjz-f43-1t3
title: Scopariinae

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0az-6fg-nqv
title: Boloria aquilonaris (Stichel, 1908)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xy4-vkj-924
title: Clostera pigra (Hufnagel, 1766)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/d53-qnd-ztl
title: Agrochola (Anchoscelis) Guenée, 1839

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/t1t-2dz-da8
title: Aricia artaxerxes (Fabricius, 1793)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0v8-0p7-ma5
title: Hydraecia micacea Esper, 1789

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/g9s-t4l-73g
title: Hydraecia micacea Esper, 1789

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/qmq-rw4-86t
title: Caradrina (Caradrina) morpheus (Hufnagel, 1766)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/l5a-jk2-wgl
title: Ochlodes Scudder, 1872

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/pvr-lqe-g56
title: Lycaena virgaureae (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7ng-qjd-bfh
title: Malacodea regelaria Tengstrom, 1869

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/c90-228-0wd
title: Setina irrorella (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/672-m69-43g
title: Issoria lathonia (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/p68-dqb-8w5
title: Polyommatus icarus (von Rottemburg, 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/f13-sqa-q1a
title: Aricia artaxerxes (Fabricius, 1793)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/rnx-fgv-yxd
title: Helotropha leucostigma Hübner, 1808

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/1cl-qkb-1cl
title: Agrochola (Anchoscelis) Guenée, 1839

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/fs0-v74-a41
title: Macdunnoughia (Macdunnoughia) confusa (Stephens, 1850)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/a2m-dzd-rwk
title: Macdunnoughia (Macdunnoughia) confusa (Stephens, 1850)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/jqf-hz3-jj0
title: Aricia artaxerxes (Fabricius, 1793)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/l91-xpw-9ws
title: Macdunnoughia (Macdunnoughia) confusa (Stephens, 1850)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/4s2-qx8-es3
title: Agrochola (Anchoscelis) Guenée, 1839

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xbv-ks7-btv
title: Boloria Moore, 1900

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ez4-09g-39z
title: Boloria Moore, 1900

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/f25-0p2-1l8
title: Polyommatus icarus (von Rottemburg, 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.5281/zenodo.17715306
title: hiha_100k

description: A dataset of 100k human immune health atlas samples from the Human Immune Health Atlas.
Originally published in Gong Q, Sharma M, Kuan EL, Glass MC, Chander A, Singh M, et al.
Longitudinal Multi-omic Immune Profiling Reveals Age-Related Immune Cell Dynamics in Healthy Adults.
bioRxiv. 2024. p. 2024.09.10.612119. doi:10.1101/2024.09.10.612119


## Processed AnnData Objects

This deposit contains processed AnnData objects (single-cell genomics data) that were processed using the `adata_hf_datasets` Python package. The files are in HDF5 (.h5ad) or Zarr format and contain preprocessed gene expression data along with computed embeddings.

### Available Embeddings (.obsm layers)

The AnnData objects contain the following embedding layers: `X_pca`, `X_scvi_fm`, `X_geneformer`, `X_gs10k`, `X_geneformer-v1`, `X_cw-geneformer`.

## Related Resources

- **HuggingFace Dataset**: [jo-mengr/hiha_100k_single_no_caption](https://huggingface.co/datasets/jo-mengr/hiha_100k_single_no_caption)- **Raw Data Source**: [Download](https://allenimmunology.org/public/publication/download/84792154-cdfb-42d0-8e42-39e210e980b4/filesets/568ad40c-516a-4646-9426-bdcd7029c1f5/human_immune_health_atlas_full.h5ad)

## Package Information

These files were processed using the `adata_hf_datasets` package. For more information about the processing pipeline, please refer to the associated HuggingFace dataset repository.
DOI: 10.3535/bvh-r1m-21s
title: Melitaea cinxia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/vyy-xv3-6ez
title: Lycaena virgaureae (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.5281/zenodo.17715305
title: hiha_100k

description: A dataset of 100k human immune health atlas samples from the Human Immune Health Atlas.
Originally published in Gong Q, Sharma M, Kuan EL, Glass MC, Chander A, Singh M, et al.
Longitudinal Multi-omic Immune Profiling Reveals Age-Related Immune Cell Dynamics in Healthy Adults.
bioRxiv. 2024. p. 2024.09.10.612119. doi:10.1101/2024.09.10.612119


## Processed AnnData Objects

This deposit contains processed AnnData objects (single-cell genomics data) that were processed using the `adata_hf_datasets` Python package. The files are in HDF5 (.h5ad) or Zarr format and contain preprocessed gene expression data along with computed embeddings.

### Available Embeddings (.obsm layers)

The AnnData objects contain the following embedding layers: `X_pca`, `X_scvi_fm`, `X_geneformer`, `X_gs10k`, `X_geneformer-v1`, `X_cw-geneformer`.

## Related Resources

- **HuggingFace Dataset**: [jo-mengr/hiha_100k_single_no_caption](https://huggingface.co/datasets/jo-mengr/hiha_100k_single_no_caption)- **Raw Data Source**: [Download](https://allenimmunology.org/public/publication/download/84792154-cdfb-42d0-8e42-39e210e980b4/filesets/568ad40c-516a-4646-9426-bdcd7029c1f5/human_immune_health_atlas_full.h5ad)

## Package Information

These files were processed using the `adata_hf_datasets` package. For more information about the processing pipeline, please refer to the associated HuggingFace dataset repository.
DOI: 10.3535/lcs-e5j-j4k
title: Polyommatus icarus (von Rottemburg, 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/nsf-fr9-1wh
title: Polyommatus icarus (von Rottemburg, 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.15468/dl.9dkewx
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((107.617 -2.396825, 107.546676 -2.40239, 107.478081 -2.418948, 107.412904 -2.446092, 107.352747 -2.483154, 107.299092 -2.529222, 107.253258 -2.583163, 107.216375 -2.643649, 107.189351 -2.709192, 107.172854 -2.778179, 107.16729 -2.848912, 107.1728 -2.919649, 107.189248 -2.988648, 107.216233 -3.05421, 107.253091 -3.114721, 107.298916 -3.168688, 107.35258 -3.214783, 107.412762 -3.251869, 107.477978 -3.279032, 107.546621 -3.295602, 107.617 -3.301172, 107.687379 -3.295602, 107.756022 -3.279032, 107.821238 -3.251869, 107.88142 -3.214783, 107.935084 -3.168688, 107.980909 -3.114721, 108.017767 -3.05421, 108.044752 -2.988648, 108.0612 -2.919649, 108.06671 -2.848912, 108.061146 -2.778179, 108.044649 -2.709192, 108.017625 -2.643649, 107.980742 -2.583163, 107.934908 -2.529222, 107.881253 -2.483154, 107.821096 -2.446092, 107.755919 -2.418948, 107.687324 -2.40239, 107.617 -2.396825))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031350-251120083545085/datasets/export for details.
DOI: 10.3535/4dl-txh-86x
title: Colobochyla salicalis ([Denis & Schiffermüller], 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.15468/dl.aabwr9
title: Occurrence Download

description: A dataset containing 81 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mimosa montis-carasae"
 ]
}

 The dataset includes 81 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031348-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/nxj-ya8-jb5
title: Boloria aquilonaris (Stichel, 1908)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/zw6-vq2-tvl
title: Colobochyla salicalis ([Denis & Schiffermüller], 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/8nb-71w-1vh
title: Colobochyla salicalis ([Denis & Schiffermüller], 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9ww-4t1-800
title: Polyommatus icarus (von Rottemburg, 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xcd-4zx-641
title: Polyommatus icarus (von Rottemburg, 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/qh4-ag0-rd3
title: Issoria lathonia (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/b4t-d0s-byy
title: Aricia artaxerxes (Fabricius, 1793)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/bj0-mqc-zv9
title: Hydraecia micacea Esper, 1789

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/15g-eqn-697
title: Boloria aquilonaris (Stichel, 1908)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/x8s-a9c-63y
title: Hydraecia micacea Esper, 1789

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7y8-gm0-ke2
title: Boloria aquilonaris (Stichel, 1908)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ac1-y7r-m3c
title: Xestia (Xestia) baja [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7t0-m49-4sv
title: Polyommatus icarus (von Rottemburg, 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/qz6-370-lt5
title: Eulithis testata (Linnaeus, 1761)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ed0-h88-k7v
title: Polyommatus icarus (von Rottemburg, 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/x8y-10t-nzl
title: Mesapamea secalis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.15468/dl.2e3dvz
title: Occurrence Download

description: A dataset containing 30187 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Tracheophyta)",
 "Geometry POLYGON ((12.9979 47.53843, 13.0479 47.53843, 13.0479 47.58843, 12.9979 47.58843, 12.9979 47.53843))"
 ]
}

 The dataset includes 30187 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031349-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/1qq-ykw-jx9
title: Colobochyla salicalis ([Denis & Schiffermüller], 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/6sg-52r-rr5
title: Mesoligia furuncula [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/fhw-9v1-frw
title: Gesneria centuriella [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/cge-khc-0fz
title: Polyommatus icarus (von Rottemburg, 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/z6p-xa6-r5a
title: Clostera pigra (Hufnagel, 1766)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/erc-h72-4z3
title: Colobochyla salicalis ([Denis & Schiffermüller], 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ybs-j87-nhb
title: Eudonia murana Curtis, 1827

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0rw-dtb-hqa
title: Agriades Hübner, 1819

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/17j-q6t-4vv
title: Agriades Hübner, 1819

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/fd6-7jm-pm4
title: Udea lutealis Hübner, 1809

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/6em-x1a-l8t
title: Cosmia (Calymnia) trapezina (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/20m-kmz-kr3
title: Hypena proboscidalis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/n7f-rgy-2ae
title: Ochlodes Scudder, 1872

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/x0l-gw0-a8v
title: Agrotis exclamationis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/q5a-g9z-1xs
title: Hipparchia semele Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/cjb-vrl-p0q
title: Hydraecia micacea Esper, 1789

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/442-682-65j
title: Clostera pigra (Hufnagel, 1766)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/exr-w97-5gg
title: Agrochola (Anchoscelis) Guenée, 1839

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9mx-prr-g64
title: Pleurota bicostella (Clerck, 1761)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ksp-h0w-te8
title: Macdunnoughia (Macdunnoughia) confusa (Stephens, 1850)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/1mc-t6m-tvf
title: Mesoligia furuncula [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7k5-2ds-93b
title: Boloria Moore, 1900

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3l7-v3c-g89
title: Catarhoe rubidata ([Denis & Schiffermüller], 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/6kv-x1k-p0z
title: Catoptria permiscus Petersen, 1924

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/1wg-r6b-37a
title: Mesoligia furuncula [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/nv4-1zn-r75
title: Mesapamea secalis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/e92-rnd-wrv
title: Catoptria margaritellus [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/zx6-aq6-x9w
title: Ceramica pisi Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/8ad-5e1-p6s
title: Clostera pigra (Hufnagel, 1766)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/eak-35z-grv
title: Ceramica pisi Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/h3q-v5j-765
title: Ochlodes Scudder, 1872

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/dhr-l2g-r8y
title: Boloria Moore, 1900

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/t3h-6jn-4m0
title: Ceramica pisi Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/19y-zfe-l8l
title: Agrotis exclamationis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/1sh-fav-t05
title: Crambus nemorella Hübner

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/enw-2ed-3k2
title: Hipparchia semele Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/g83-pkp-sg4
title: Hipparchia semele Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/5vp-8ln-fzb
title: Hipparchia semele Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7dn-yq3-hz9
title: Cosmia (Calymnia) trapezina (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/m3c-yj3-w6m
title: Ceramica pisi Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/rav-glw-ynq
title: Hipparchia semele Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/tzr-wmm-pd4
title: Hipparchia semele Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/jj3-5v4-r5d
title: Agriades Hübner, 1819

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/h23-cwx-n2z
title: Macaria alternata ([Denis & Schiffermüller], 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/lfe-11m-k30
title: Pleurota bicostella (Clerck, 1761)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/sb9-flf-350
title: Abrostola tripartita (Hufnagel, 1766)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.5281/zenodo.15683270
title: Climate warming drives the breakdown of plant-pollinator mutualisms despite phenological synchrony

description: This is the dataset and script used for the research manuscript entitled "Climate warming drives the breakdown of plant-pollinator mutualisms despite phenological synchrony"

Authors: Natasha de Manincor, Alessandro Fisogni, Oscar Godoy, Nicole E. Rafferty

Corresponding author: Natasha de Manincor, natasha.demanincor@gmail.com

 

The repository contains the following:



Data



bee_abund_2022: bee abundance

data_bee_nest_pSEM: bee nesting success used for bee fitness pSEM

data_seed_germ_pSEM: seed germination success used for plant fitness pSEM

flwrcount_temp2022: flower count

imputed_temporal_vars_T: imputed temporal variables used for dynamic pSEM

temp_2022: temperatures

temp22_avg: average temperature

vars_tot_temp: average temperature for each treatment and day

vars_tot2022: raw bee and plant traits data used for imputation

VWC_soil: soil moisture



Script



deManincor-et-al.2025_Warming_RScripts: scripts used for phenology and pSEM analyses
DOI: 10.5281/zenodo.17830772
title: Climate warming drives the breakdown of plant-pollinator mutualisms despite phenological synchrony

description: This is the dataset and script used for the research manuscript entitled "Climate warming drives the breakdown of plant-pollinator mutualisms despite phenological synchrony"

Authors: Natasha de Manincor, Alessandro Fisogni, Oscar Godoy, Nicole E. Rafferty

Corresponding author: Natasha de Manincor, natasha.demanincor@gmail.com

 

The repository contains the following:



Data



bee_abund_2022: bee abundance

data_bee_nest_pSEM: bee nesting success used for bee fitness pSEM

data_seed_germ_pSEM: seed germination success used for plant fitness pSEM

flwrcount_temp2022: flower count

imputed_temporal_vars_T: imputed temporal variables used for dynamic pSEM

temp_2022: temperatures

temp22_avg: average temperature

vars_tot_temp: average temperature for each treatment and day

vars_tot2022: raw bee and plant traits data used for imputation

VWC_soil: soil moisture



Script



deManincor-et-al.2025_Warming_RScripts: scripts used for phenology and pSEM analyses
DOI: 10.17026/ar/hwsiyu
title: PAN-00019372 - finger ring group 4

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00019372&lt;/p&gt;
description: Modified: 2025-08-28T16:00:14+02:00
DOI: 10.3535/222-86g-42t
title: Mesoligia furuncula [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.