cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.69gucx
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phyllanthus vanderystii Hutch. & De Wild."
 ]
}

 The dataset includes 18 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0075043-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pvf6hz
title: Occurrence Download

description: A dataset containing 96 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Planchonella macrantha (Merr.) Swenson"
 ]
}

 The dataset includes 96 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0075045-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ckhbha
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pimpinella peucedanifolia Fisch. ex Ledeb."
 ]
}

 The dataset includes 29 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0075046-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6dqg2z
title: Occurrence Download

description: A dataset containing 638 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pleioceras barteri Baill."
 ]
}

 The dataset includes 638 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0075048-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5hbaax
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Polyalthia bromantha I.M.Turner"
 ]
}

 The dataset includes 5 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0075047-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5fhggg
title: Occurrence Download

description: A dataset containing 126 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Planchonella maingayi (C.B.Clarke) P.Royen"
 ]
}

 The dataset includes 126 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0075051-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uahvyz
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phyllanthus vatovaviensis Leandri ex Ralim. & Petra Hoffm."
 ]
}

 The dataset includes 14 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0075049-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hx3bz3
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phlomoides tadshikistanica (B.Fedtsch.) Adylov, Kamelin & Makhm."
 ]
}

 The dataset includes 4 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0075050-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h5v52u
title: Occurrence Download

description: A dataset containing 67 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((32.14519 34.45564,33.10626 34.45564,33.10626 35.12935,32.14519 35.12935,32.14519 34.45564))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Anacamptis sancta (L.) R.M.Bateman, Pridgeon & M.W.Chase"
 ]
}

 The dataset includes 67 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0075052-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rd5b23
title: Occurrence Download

description: A dataset containing 225025 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-4.47421 36.6601,-4.44379 36.6601,-4.44379 36.68033,-4.47421 36.68033,-4.47421 36.6601))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 225025 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0075010-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4zyrxv
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pimpinella physotrichioides C.Norman"
 ]
}

 The dataset includes 8 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0075053-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x7prsv
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Polyalthia brunneifolia J.Sinclair"
 ]
}

 The dataset includes 8 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0075054-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qhn7cp
title: Occurrence Download

description: A dataset containing 157 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pleioceras gilletii Stapf"
 ]
}

 The dataset includes 157 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0075055-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5xeaev
title: Occurrence Download

description: A dataset containing 241 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Planchonella malaccensis (C.B.Clarke) Swenson"
 ]
}

 The dataset includes 241 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0075056-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gueetd
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phyllanthus veillonii M.Schmid"
 ]
}

 The dataset includes 10 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0075058-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8q6kvk
title: Occurrence Download

description: A dataset containing 166 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phlomoides tatsienensis (Bureau & Franch.) Kamelin & Makhm."
 ]
}

 The dataset includes 166 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0075057-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6hdwfv
title: Occurrence Download

description: A dataset containing 38 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pimpinella pimpinelloides (Hochst.) H.Wolff"
 ]
}

 The dataset includes 38 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0075059-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.taxqxz
title: Occurrence Download

description: A dataset containing 34 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pleioceras orientale Vollesen"
 ]
}

 The dataset includes 34 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0075061-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b59bpr
title: Occurrence Download

description: A dataset containing 43 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Polyalthia bullata King"
 ]
}

 The dataset includes 43 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0075060-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7u67z7
title: Occurrence Download

description: A dataset containing 43 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Planchonella mandjeliana Munzinger & Swenson"
 ]
}

 The dataset includes 43 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0075062-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.93mfhf
title: Occurrence Download

description: A dataset containing 2641 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Geotargeting spatial and temporal data of Italian freshwater high-altitude macroinvertebrates"
 ]
}

 The dataset includes 2641 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0075065-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.audsaq
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phyllanthus venustulus Leandri"
 ]
}

 The dataset includes 17 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0075063-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.euynfc
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phlomoides thyrsiflora (Benth.) Salmaki"
 ]
}

 The dataset includes 19 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0075064-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sqffnc
title: Occurrence Download

description: A dataset containing 36 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pimpinella pretenderis (Heldr.) Orph. ex Halácsy"
 ]
}

 The dataset includes 36 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0075066-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.apkzt5
title: Occurrence Download

description: A dataset containing 78 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pleioceras zenkeri Stapf"
 ]
}

 The dataset includes 78 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0075067-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yuyxda
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Polyalthia castanea Ridl."
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0075068-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ansjsy
title: Occurrence Download

description: A dataset containing 46 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Planchonella membranacea H.J.Lam"
 ]
}

 The dataset includes 46 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0075069-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xvywtj
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phyllanthus vergens Baill."
 ]
}

 The dataset includes 6 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0075071-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.af7sxp
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phlomoides tianschanica (Popov) Adylov, Kamelin & Makhm."
 ]
}

 The dataset includes 20 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0075070-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5ajy8m
title: Occurrence Download

description: A dataset containing 318 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pleiocoryne fernandensis (Hiern) Rauschert"
 ]
}

 The dataset includes 318 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0075074-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tn2k94
title: Occurrence Download

description: A dataset containing 184 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pimpinella procumbens (Boiss.) H.Wolff"
 ]
}

 The dataset includes 184 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0075072-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.25370491.v2
title: MMSCRP-TC系列

description: Combined with the regulations of weather station siting and the high mobility and flexibility of portable weather stations, an MMSCRP-TC model is proposed in response to the time-varying characteristics of rainfall in urban areas and the demand for refined monitoring. The continuous monitoring time period is divided into several subperiods, and portable weather stations are added and relocated according to the changing monitoring demands. The model aims to maximize the coverage benefits (weighted by rainfall values) as its first objective and to minimize the total travel costs incurred in the relocation as its second objective. In addition, the parameter effective monitoring time is included in the model to ensure the quality and accuracy of data. The applicability of the model is verified by taking a rainfall event in Wuhan as an example. The results show the model can effectively provide appropriate locations and the movement paths of portable weather stations during repositioning, responding to rainfall monitoring demands with drastic spatial–temporal variations in a more flexible and timely manner.
DOI: 10.15468/dl.79rngd
title: Occurrence Download

description: A dataset containing 984 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Polyalthia cauliflora Hook.f. & Thomson"
 ]
}

 The dataset includes 984 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0075073-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vfq75d
title: Occurrence Download

description: A dataset containing 51 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Planchonella menait (Vink) Swenson"
 ]
}

 The dataset includes 51 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0075075-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p4euw3
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phyllanthus verrucicaulis Airy Shaw"
 ]
}

 The dataset includes 12 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0075076-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rxpukn
title: Occurrence Download

description: A dataset containing 96 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phlomoides tibetica (C.Marquand & Airy Shaw) Kamelin & Makhm."
 ]
}

 The dataset includes 96 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0075077-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wpd9pp
title: Occurrence Download

description: A dataset containing 39 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pleiogynium hapalum A.C.Sm."
 ]
}

 The dataset includes 39 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0075078-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gs55gt
title: Occurrence Download

description: A dataset containing 1342 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pimpinella propinqua H.Wolff"
 ]
}

 The dataset includes 1342 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0075079-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.et746n
title: Occurrence Download

description: A dataset containing 64 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Polyalthia celebica Miq."
 ]
}

 The dataset includes 64 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0075080-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gkb8jz
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Planchonella micronesica (Kaneh.) Kaneh. ex H.J.Lam"
 ]
}

 The dataset includes 26 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0075081-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xdjp8x
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phyllanthus vespertilio Baill."
 ]
}

 The dataset includes 21 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0075082-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10901774
title: External resources

description: ex_databases: demo database `ex_databases`, which includes three sublists: `LigRec.DB`, `RecTF.DB`, and `TFTG.DB`. Each sublist consists of three columns: `source`, `target`, and `score`. In the aforementioned sublists, the `source` column represents signalling molecules such as ligands, receptors, and transcription factors, while the `target` column represents signalling molecules such as receptors, transcription factors, and target genes. The `score` column in `LigRec.DB` and `TFTG.DB` indicates the frequency of interactions occurring in the collected database, while the `score` column in `RecTF.DB` represents the predicted probabilities of interactions occurring in the collected database.

ex_inputs: The demo data is derived from the breast cancer dataset of 10X Visiumd, which can be found at [here](https://support.10xgenomics.com/spatial-gene-expression/datasets/1.1.0/V1_Breast_Cancer_Block_A_Section_1). We analyzed this spatial transcriptomic data using Seurat (Version 4.0.2) and performed deconvolution using the RCTD method. The demo data `ex_inputs`, which includes:

    `exprMat`: Normalized expression matrix.    `annoMat`: Cell type annotation matrix.    `locaMat`: Spatial location information matrix.    `ligs_of_inter`: Potential ligand lists for different cell types.    `recs_of_inter`: Potential receptor lists for different cell types.    `tgs_of_inter`: Potential target gene lists for different cell types.


unprocessed_ex_inputs: The demo data is derived from the breast cancer dataset of 10X Visiumd, which can be found at [here](https://support.10xgenomics.com/spatial-gene-expression/datasets/1.1.0/V1_Breast_Cancer_Block_A_Section_1). We analyzed this spatial transcriptomic data using Seurat (Version 4.0.2) and performed deconvolution using the RCTD method. The demo data `unprocessed_ex_inputs`, which includes:    `exprMat`: Normalized expression matrix.


               `exprMat`: Unnormalized expression matrix.              `annoMat`: Cell type annotation matrix.              `locaMat`: Spatial location information matrix.