cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.21227/c7tf-bg48
title: The data in this paper are under medical ethics review and will not be released for the time being

description: Background: Insomnia as one of the dominant diseases of traditional Chinese medicine (TCM) has been extensively studied in recent years. To explore the novel approaches of research on TCM diagnosis and treatment, this paper presents a strategy for the research of insomnia based on machine learning. Methods: First of all, 654 insomnia cases have been collected from an experienced doctor of TCM as sample data. Secondly, in the light of the characteristics of TCM diagnosis and treatment, the contents of research samples have been divided into four parts: the basic information, the four diagnostic methods, the treatment based on syndrome differentiation and the main prescription. And then, these four parts have been analyzed by three analysis methods, including frequency analysis, association rules and hierarchical cluster analysis. Finally, a comprehensive study of the whole four parts has beenconducted by random forest. Results: Researches of the above four parts revealed some essential connections. Simultaneously, based on the algorithm model established by the random forest, the accuracy of predicting the main prescription by the combinationsof the four diagnostic methods and the treatment based on syndrome differentiation was 0.85. Furthermore, having been extracted features through applying the random forest, the syndrome differentiation of five zang-organswas proven to be the most significant parameter of the TCM diagnosis and treatment.Conclusions: The results indicate that the machine learning methodsare worthy ofbeingadoptedto study the dominant diseases of TCM forexploringthe crucial rules of the diagnosis and treatment.
DOI: 10.5284/1022584
title: Essex Historic Landscape Characterisation Project (HLC)

description: The aim of the project in Essex was to characterise the distinctive historic dimension of the current rural landscape. This has been carried out as part of, and using the methodology developed for, the East of England Regional HLC project. The regional project is sponsored by English Heritage and covers the six counties of Suffolk, Norfolk, Essex, Hertfordshire, Bedfordshire and Cambridgeshire, plus the unitary authorities within the region. The dataset comprises the Essex HLC report in 4 volumes, a short report, and GIS shapefiles of the HLC types and the wider HLC Areas.
DOI: 10.15468/dl.udhbvh
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Nanochilus palembanicus (Miq.) K.Schum."
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061744-240321170329656/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.25512361
title: pytorch_model.bin

description: 上传需要注意的小细节。如果你上传的数据只是为了自我实验管理，就不必在乎其中需要填的部分。如果你需要公开数据，比如文章投稿要求上传的Original data，就需要点击下图最下方的Publish，在这个模式下，所有对话框后面带有绿点的部分都要填写。填写完全之后，勾选Publish，保存后就会有链接和DOI号了。之后还可以继续上传，建议投稿的原始数据生成一个链接，方便编辑查看。
DOI: 10.15468/dl.xjmv7n
title: Occurrence Download

description: A dataset containing 179 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Notobubon ferulaceum (Thunb. ex Sond.) Magee"
 ]
}

 The dataset includes 179 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061745-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.twx3t5
title: Occurrence Download

description: A dataset containing 7303 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aspidoscelis uniparens (Wright & Lowe, 1965)",
 "Geometry POLYGON((-124.756451627043 24.5232175268442, -124.756451627043 49.3844869955705, -66.9490903544593 49.3844869955705, -66.9490903544593 24.5232175268442, -124.756451627043 24.5232175268442))"
 ]
}

 The dataset includes 7303 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061746-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u5wbnd
title: Occurrence Download

description: A dataset containing 1491 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Oloptum thomasii (Duby) Banfi & Galasso"
 ]
}

 The dataset includes 1491 records from 77 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061748-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.akhxr3
title: Occurrence Download

description: A dataset containing 111 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Nepeta govaniana (Wall. ex Benth.) Benth."
 ]
}

 The dataset includes 111 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061747-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kzjsvp
title: Occurrence Download

description: A dataset containing 1878 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Nanocnide japonica Blume"
 ]
}

 The dataset includes 1878 records from 109 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061750-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6jmfu7
title: Occurrence Download

description: A dataset containing 5463 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Onopordum illyricum L."
 ]
}

 The dataset includes 5463 records from 206 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061749-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n2kdzd
title: Occurrence Download

description: A dataset containing 36 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Notobubon galbaniopse (H.Wolff) Magee"
 ]
}

 The dataset includes 36 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061751-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zz2amw
title: Occurrence Download

description: A dataset containing 34 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aspidoscelis espiritensis (Van Denburgh & Slevin, 1921)",
 "Geometry POLYGON((-124.756451627043 24.5232175268442, -124.756451627043 49.3844869955705, -66.9490903544593 49.3844869955705, -66.9490903544593 24.5232175268442, -124.756451627043 24.5232175268442))"
 ]
}

 The dataset includes 34 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061752-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u7rjrr
title: Occurrence Download

description: A dataset containing 429 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Nanocnide lobata Wedd."
 ]
}

 The dataset includes 429 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061753-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.spngkb
title: Occurrence Download

description: A dataset containing 91 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Olsynium filifolium (Gaudich.) Goldblatt"
 ]
}

 The dataset includes 91 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061754-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wvkakw
title: Occurrence Download

description: A dataset containing 28 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Nepeta graciliflora Benth."
 ]
}

 The dataset includes 28 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061755-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q479jv
title: Occurrence Download

description: A dataset containing 823 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Notobubon galbanum (L.) Magee"
 ]
}

 The dataset includes 823 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061756-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m7udn3
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Onopordum laconicum Heldr. & Sart. ex Rouy"
 ]
}

 The dataset includes 17 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061757-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.za9vbw
title: Occurrence Download

description: A dataset containing 2522 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aspidoscelis velox (Springer, 1928)",
 "Geometry POLYGON((-124.756451627043 24.5232175268442, -124.756451627043 49.3844869955705, -66.9490903544593 49.3844869955705, -66.9490903544593 24.5232175268442, -124.756451627043 24.5232175268442))"
 ]
}

 The dataset includes 2522 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061758-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10897443
title: Data for lamalab-org/chembench-paper [main]

description: Data automatically uploaded by the showyourwork workflow. Each of the files in this deposit were generated from a user-defined Snakemake rule with the same name and hash specified below. Please visit github.com/showyourwork and/or the article source repository for more information.
description: get_model_performance_dicts: da00775d1505a3bfd3d854bcd26e415ab238c143339477ffaed536f0832d2cc3
get_human_performance_dicts: 7954da8120eba42dd21bd63ba7c250f23fd9f51b3eed414801bce8335c550998
obtain_embeddings: b47affca607ab20fa93848617d4df780feb2493308a4d7c7614622d4c400384f
classify_questions: 974ef898ed71e75bda5aa0f364f5571f43d684be67e9957e2edac58e852c59f3
model_statistics: bfacc135230d2e202cff1eedb11b25481303ddf58a6796ac28615f773dc08c78
model_human_statistics: 2a5050e5dbbfa3f659a9ae0f2e874a296d0171d8ba101d0b37076e972bb488b1
DOI: 10.5281/zenodo.10897444
title: Data for lamalab-org/chembench-paper [main]

description: Data automatically uploaded by the showyourwork workflow. Each of the files in this deposit were generated from a user-defined Snakemake rule with the same name and hash specified below. Please visit github.com/showyourwork and/or the article source repository for more information.
description: get_model_performance_dicts: da00775d1505a3bfd3d854bcd26e415ab238c143339477ffaed536f0832d2cc3
get_human_performance_dicts: 7954da8120eba42dd21bd63ba7c250f23fd9f51b3eed414801bce8335c550998
obtain_embeddings: b47affca607ab20fa93848617d4df780feb2493308a4d7c7614622d4c400384f
classify_questions: 974ef898ed71e75bda5aa0f364f5571f43d684be67e9957e2edac58e852c59f3
model_statistics: bfacc135230d2e202cff1eedb11b25481303ddf58a6796ac28615f773dc08c78
model_human_statistics: 2a5050e5dbbfa3f659a9ae0f2e874a296d0171d8ba101d0b37076e972bb488b1
DOI: 10.15468/dl.jquhac
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Nanocnide zhejiangensis X.F.Jin & Y.F.Lu"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061759-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z5t969
title: Occurrence Download

description: A dataset containing 561 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Nepeta granatensis Boiss."
 ]
}

 The dataset includes 561 records from 59 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061760-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5jjsrt
title: Occurrence Download

description: A dataset containing 108 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Notobubon gummiferum (L.) Magee"
 ]
}

 The dataset includes 108 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061762-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.twd297
title: Occurrence Download

description: A dataset containing 13076 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Olyra latifolia L."
 ]
}

 The dataset includes 13076 records from 388 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061761-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k4fbva
title: Occurrence Download

description: A dataset containing 85 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Onopordum leptolepis DC."
 ]
}

 The dataset includes 85 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061763-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.juq65p
title: Occurrence Download

description: A dataset containing 633 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aspidoscelis sexlineatus viridis (Lowe, 1966)",
 "Geometry POLYGON((-124.756451627043 24.5232175268442, -124.756451627043 49.3844869955705, -66.9490903544593 49.3844869955705, -66.9490903544593 24.5232175268442, -124.756451627043 24.5232175268442))"
 ]
}

 The dataset includes 633 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061764-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vvxr8f
title: Occurrence Download

description: A dataset containing 106 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Nanodea muscosa C.F.Gaertn."
 ]
}

 The dataset includes 106 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061765-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y3kbtw
title: Occurrence Download

description: A dataset containing 967 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Nepeta grandiflora M.Bieb."
 ]
}

 The dataset includes 967 records from 107 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061766-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jz7bau
title: Occurrence Download

description: A dataset containing 307 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Notobubon laevigatum (Aiton) Magee"
 ]
}

 The dataset includes 307 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061767-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bp5a2a
title: Occurrence Download

description: A dataset containing 974 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Onopordum macracanthum Schousb."
 ]
}

 The dataset includes 974 records from 62 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061768-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tjyj7y
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aspidoscelis guttatus (Wiegmann, 1834)",
 "Geometry POLYGON((-124.756451627043 24.5232175268442, -124.756451627043 49.3844869955705, -66.9490903544593 49.3844869955705, -66.9490903544593 24.5232175268442, -124.756451627043 24.5232175268442))"
 ]
}

 The dataset includes 9 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061770-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.czyy6q
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Nanooravia santapaui (M.R.Almeida) Kiran Raj & Sivad."
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061772-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n38wxh
title: Occurrence Download

description: A dataset containing 49 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Omalotheca caucasica (Sommier & Levier) Czerep."
 ]
}

 The dataset includes 49 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061771-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xwv57u
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Notobubon montanum (Eckl. & Zeyh.) Magee"
 ]
}

 The dataset includes 11 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061773-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pr4zce
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Nepeta grata Benth."
 ]
}

 The dataset includes 14 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061774-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j3pc4j
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Onopordum macrocephalum Eig"
 ]
}

 The dataset includes 26 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061775-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t3xek8
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aspidoscelis communis (Cope, 1878)",
 "Geometry POLYGON((-124.756451627043 24.5232175268442, -124.756451627043 49.3844869955705, -66.9490903544593 49.3844869955705, -66.9490903544593 24.5232175268442, -124.756451627043 24.5232175268442))"
 ]
}

 The dataset includes 13 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061776-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bcqk2b
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Panthera uncia (Schreber, 1775)"
 ]
}

 The dataset includes 21 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061777-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fxkp2w
title: Occurrence Download

description: A dataset containing 38 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Omalotheca diminuta (Braun-Blanq.) Bartolucci & Galasso"
 ]
}

 The dataset includes 38 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061779-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mspvbv
title: Occurrence Download

description: A dataset containing 327 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rhinopithecus A.Milne-Edwards, 1872"
 ]
}

 The dataset includes 327 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061778-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m5ru2n
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Nanophyton botschantzevii Pratov"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061780-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bp65hv
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Notobubon pearsonii (Adamson) Magee"
 ]
}

 The dataset includes 14 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061781-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j62thk
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Nepeta griffithii Hedge"
 ]
}

 The dataset includes 5 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061782-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.