cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.76s9f4
title: Occurrence Download

description: A dataset containing 3159 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Genista monspessulana",
 "Country is Colombia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3159 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042832-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5mz6mt
title: Occurrence Download

description: A dataset containing 27 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Hemipsilichthys gobio)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 27 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042829-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u532vk
title: Occurrence Download

description: A dataset containing 224 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Genista monspessulana",
 "Country is Chile",
 "HasCoordinate is true"
 ]
}

 The dataset includes 224 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042831-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t3gpzc
title: Occurrence Download

description: A dataset containing 14484 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Genista monspessulana",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 14484 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042830-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jecfge
title: Occurrence Download

description: A dataset containing 87 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Amaranthus blitoides",
 "Country is Canada",
 "HasCoordinate is true"
 ]
}

 The dataset includes 87 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042833-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.45x5n7
title: Occurrence Download

description: A dataset containing 958 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Diospyros japonica"
 ]
}

 The dataset includes 958 records from 76 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042834-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15872877
title: Dataset Deskripsi Usaha dan Klasifikasi Baku Lapangan Usaha Indonesia 5-Digit (KBLI) 2020

description: Pendahuluan

Dataset ini dibuat secara sintetis untuk KBLI menggunakan Generative AI menggunakan chatbot ChatGPT dengan teknik one-shot prompting. Teknik ini digunakan untuk menghasilkan deskripsi usaha berbasis kode KBLI lima digit guna mengatasi keterbatasan data berlabel dan variasi deskripsi usaha yang ada. Dataset yang dihasilkan melalui teknik prompt engineering dan validasi manual menunjukkan bahwa 93,25% deskripsi usaha sesuai dengan standar KBLI yang ditetapkan. Rata-rata deskripsi usaha per kategori menunjukkan distribusi yang cukup merata, menjamin representasi yang cukup pada tiap kode lima digitnya. Dataset ini memberikan kontribusi penting untuk melatih model machine learning pada klasifikasi otomatis deskripsi usaha ke kategori lima digit KBLI.

Dataset telah melewati serangkaian proses anotasi, seperti majority voting dari data collector dan anotasi lanjutan berupa penggantian kata, penambahan contoh, dan perbaikan deskripsi usaha untuk setiap 5-digit kode KBLI. Sehingga, menjamin kevalidan deskripsi usaha terhadap 5-digit kode KBLI tetap terjaga.

Struktur Dataset



Dataset ini terdiri dari atribut text (Deskripsi usaha), label (Kode KBLI 2020 5-digit), dan cleaned_deskripsi (atribut text yang telah melalui serangkaian preprocessing).

Jumlah records pada dataset ini sebanyak 54.244 records.

Rata-rata jumlah deskripsi usaha pada setiap kode 5-digit KBLI sekitar 27 sampai 42 records.

Dataset akan dibagi menjadi 3 struktur file berbeda, antara lain data train, data test, dan data validation.


Struktur File



clean_test.csv berisikan teks deskripsi usaha, label kode lima digit KBLI, dan teks yang telah dilakukan preprocessing untuk tujuan data testing atau uji pada unseen data pada model machine learning yang digunakan. Data testing yang digunakan sebanyak 10.849 records dari pasangan deskripsi usaha dan kode KBLI 5-digit yang bersesuaian.

clean_train.csv berisikan teks deskripsi usaha, label kode lima digit KBLI, dan teks yang telah dilakukan preprocessing untuk tujuan data training pada model machine learning yang digunakan. Data training yang digunakan sebanyak 32.546 records dari pasangan deskripsi usaha dan kode KBLI 5-digit yang bersesuaian.

clean_val.csv berisikan teks deskripsi usaha, label kode lima digit KBLI, dan teks yang telah dilakukan preprocessing untuk tujuan data validation pada model machine learning yang digunakan. Data validation yang digunakan sebanyak 10.849 records dari pasangan deskripsi usaha dan kode KBLI 5-digit yang bersesuaian.


Lisensi dan Sitasi

Dataset ini tersedia di bawah lisensi Creative Commons Attribution 4.0 International (CC-BY 4.0). Jika Anda menggunakan dataset ini dalam riset atau pekerjaan Anda, mohon untuk memberikan sitasi yang sesuai.
DOI: 10.5281/zenodo.16416598
title: Dataset Deskripsi Usaha dan Klasifikasi Baku Lapangan Usaha Indonesia 5-Digit (KBLI) 2020

description: Pendahuluan

Dataset ini dibuat secara sintetis untuk KBLI menggunakan Generative AI menggunakan chatbot ChatGPT dengan teknik one-shot prompting. Teknik ini digunakan untuk menghasilkan deskripsi usaha berbasis kode KBLI lima digit guna mengatasi keterbatasan data berlabel dan variasi deskripsi usaha yang ada. Dataset yang dihasilkan melalui teknik prompt engineering dan validasi manual menunjukkan bahwa 93,25% deskripsi usaha sesuai dengan standar KBLI yang ditetapkan. Rata-rata deskripsi usaha per kategori menunjukkan distribusi yang cukup merata, menjamin representasi yang cukup pada tiap kode lima digitnya. Dataset ini memberikan kontribusi penting untuk melatih model machine learning pada klasifikasi otomatis deskripsi usaha ke kategori lima digit KBLI.

Dataset telah melewati serangkaian proses anotasi, seperti majority voting dari data collector dan anotasi lanjutan berupa penggantian kata, penambahan contoh, dan perbaikan deskripsi usaha untuk setiap 5-digit kode KBLI. Sehingga, menjamin kevalidan deskripsi usaha terhadap 5-digit kode KBLI tetap terjaga.

Struktur Dataset



Dataset ini terdiri dari atribut text (Deskripsi usaha), label (Kode KBLI 2020 5-digit), dan cleaned_deskripsi (atribut text yang telah melalui serangkaian preprocessing).

Jumlah records pada dataset ini sebanyak 54.244 records.

Rata-rata jumlah deskripsi usaha pada setiap kode 5-digit KBLI sekitar 27 sampai 42 records.

Dataset akan dibagi menjadi 3 struktur file berbeda, antara lain data train, data test, dan data validation.


Struktur File



clean_test.csv berisikan teks deskripsi usaha, label kode lima digit KBLI, dan teks yang telah dilakukan preprocessing untuk tujuan data testing atau uji pada unseen data pada model machine learning yang digunakan. Data testing yang digunakan sebanyak 10.849 records dari pasangan deskripsi usaha dan kode KBLI 5-digit yang bersesuaian.

clean_train.csv berisikan teks deskripsi usaha, label kode lima digit KBLI, dan teks yang telah dilakukan preprocessing untuk tujuan data training pada model machine learning yang digunakan. Data training yang digunakan sebanyak 32.546 records dari pasangan deskripsi usaha dan kode KBLI 5-digit yang bersesuaian.

clean_val.csv berisikan teks deskripsi usaha, label kode lima digit KBLI, dan teks yang telah dilakukan preprocessing untuk tujuan data validation pada model machine learning yang digunakan. Data validation yang digunakan sebanyak 10.849 records dari pasangan deskripsi usaha dan kode KBLI 5-digit yang bersesuaian.


Lisensi dan Sitasi

Dataset ini tersedia di bawah lisensi Creative Commons Attribution 4.0 International (CC-BY 4.0). Jika Anda menggunakan dataset ini dalam riset atau pekerjaan Anda, mohon untuk memberikan sitasi yang sesuai.
DOI: 10.15468/dl.zstxqy
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Salvinia molesta",
 "Country is Zambia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 9 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042837-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sa8qes
title: Occurrence Download

description: A dataset containing 47 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Amaranthus blitoides",
 "Country is China",
 "HasCoordinate is true"
 ]
}

 The dataset includes 47 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042836-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57783/z9ya-5z34
title: LibreChat
DOI: 10.15468/dl.kp5gqh
title: Occurrence Download

description: A dataset containing 1107 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Chinese Taipei",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Litsea cubeba"
 ]
}

 The dataset includes 1107 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042835-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16416616
title: Projecting tree and non-tree restoration potential as geospatial guidance for the African Great Green Wall
DOI: 10.15468/dl.67dcw6
title: Occurrence Download

description: A dataset containing 400 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Heptapterus mustelinus)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 400 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042838-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16416615
title: Projecting tree and non-tree restoration potential as geospatial guidance for the African Great Green Wall
DOI: 10.15468/dl.8apx2b
title: Occurrence Download

description: A dataset containing 713 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Genista monspessulana",
 "Country is New Zealand",
 "HasCoordinate is true"
 ]
}

 The dataset includes 713 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042839-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yjrxm6
title: Occurrence Download

description: A dataset containing 143 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Genista monspessulana",
 "Country is South Africa",
 "HasCoordinate is true"
 ]
}

 The dataset includes 143 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042840-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ta5xxe
title: Occurrence Download

description: A dataset containing 7396 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Genista monspessulana",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 7396 records from 62 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042841-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8sk4kj
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Amaranthus blitoides",
 "Country is Cyprus",
 "HasCoordinate is true"
 ]
}

 The dataset includes 5 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042844-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xwqmtc
title: Occurrence Download

description: A dataset containing 1800 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Rhinolophus philippinensis, Rhinolophus philippinensis philippinensis, Rhinolophus philippinensis montanus, Rhinolophus philippinensis maros, Rhinolophus philippinensis achilles, Rhinolophus philippinensis robertsi, Rhinolophus philippinensis sanborni, Rhinolophus megaphyllus, Rhinolophus megaphyllus ignifer, Rhinolophus megaphyllus monachus, Rhinolophus megaphyllus megaphyllus, Rhinolophus maros robertsi, Rhinolophus montanus, Rhinolophus philippinensis alleni)"
 ]
}

 The dataset includes 1800 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042842-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pmaj6a
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Amaranthus blitoides",
 "Country is Czechia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 14 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042847-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n6pakp
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Salvinia molesta",
 "Country is Zimbabwe",
 "HasCoordinate is true"
 ]
}

 The dataset includes 12 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042848-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.buat7k
title: Occurrence Download

description: A dataset containing 3322527 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is China",
 "OccurrenceStatus is Present",
 "TaxonKey is Animalia",
 "Year 2000-2025"
 ]
}

 The dataset includes 3322527 records from 66 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042764-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60712/si-id344546.1
title: StrainInfo SI-ID 344546.1

description: StrainInfo dataset 344546 about a strain of Scrippsiella. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id344547.1
title: StrainInfo SI-ID 344547.1

description: StrainInfo dataset 344547 about a strain of Scrippsiella. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id344548.1
title: StrainInfo SI-ID 344548.1

description: StrainInfo dataset 344548 about a strain of Prorocentrum lima. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id344626.1
title: StrainInfo SI-ID 344626.1

description: StrainInfo dataset 344626 about a strain of Euglena gracilis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id344627.1
title: StrainInfo SI-ID 344627.1

description: StrainInfo dataset 344627 about a strain of Euglena geniculata. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id344629.1
title: StrainInfo SI-ID 344629.1

description: StrainInfo dataset 344629 about a strain of Euglena geniculata. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id344630.1
title: StrainInfo SI-ID 344630.1

description: StrainInfo dataset 344630 about a strain of Euglena gracilis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id344512.1
title: StrainInfo SI-ID 344512.1

description: StrainInfo dataset 344512 about a strain of Chloromonas augustae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id344513.1
title: StrainInfo SI-ID 344513.1

description: StrainInfo dataset 344513 about a strain of Chlamydomonas plethora. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id344549.1
title: StrainInfo SI-ID 344549.1

description: StrainInfo dataset 344549 about a strain of Prorocentrum micans. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id344550.1
title: StrainInfo SI-ID 344550.1

description: StrainInfo dataset 344550 about a strain of Prorocentrum minimum. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id344551.1
title: StrainInfo SI-ID 344551.1

description: StrainInfo dataset 344551 about a strain of Prorocentrum micans. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id344552.1
title: StrainInfo SI-ID 344552.1

description: StrainInfo dataset 344552 about a strain of Prorocentrum micans. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id344631.1
title: StrainInfo SI-ID 344631.1

description: StrainInfo dataset 344631 about a strain of Euglena gracilis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id344632.1
title: StrainInfo SI-ID 344632.1

description: StrainInfo dataset 344632 about a strain of Euglena gracilis var. saccharophila. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id344633.1
title: StrainInfo SI-ID 344633.1

description: StrainInfo dataset 344633 about a strain of Euglena gracilis var. saccharophila. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id344553.1
title: StrainInfo SI-ID 344553.1

description: StrainInfo dataset 344553 about a strain of Prorocentrum. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id344554.1
title: StrainInfo SI-ID 344554.1

description: StrainInfo dataset 344554 about a strain of Prorocentrum micans. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id344555.1
title: StrainInfo SI-ID 344555.1

description: StrainInfo dataset 344555 about a strain of Prorocentrum minimum. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.