cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.21227/8pc4-8y56
title: "Biologically Constrained DNA Encoding with Triplet Networks for Similarity Image Retrieval"

description: "As the volume of digital data continues to grow exponentially,DNA has emerged as a promising medium for long-term data storagedue to its high density and durability. For enabling data retrieval viaDNA\u2019s biochemical reactions, the encoding strategy plays a criticalrole. This paper proposes a training framework for a DNA encoderthat improves both accuracy and training efficiency in content-basedimage retrieval by incorporating deep metric learning. In addition, weintroduce loss functions that enforce biological constraints, specificallyhomopolymer length and GC content, thereby improving the biochem-ical stability of the generated DNA sequences. To evaluate the effec-tiveness of the proposed method, we conduct quantitative assessmentsbased on image classification performance. Simulations on the CIFAR-10 and CIFAR-100 datasets demonstrate that our method achievesclassification accuracy comparable to CNN-based baselines and a 21-fold speedup over the training time of the existing method. Moreover,the generated DNA sequences enable strict control of homopolymerlength and maintain GC content within the optimal 40-60% range, sig-nificantly improving biological feasibility compared to baseline methods.The source code is publicly available at: https:\/\/github.com\/tkoike-kuee\/DNA-Encoder-under-Bioconstraints."
DOI: 10.15468/dl.f8k3kg
title: Occurrence Download

description: A dataset containing 27365 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ranunculus platanifolius"
 ]
}

 The dataset includes 27365 records from 395 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027476-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ymm48r
title: Occurrence Download

description: A dataset containing 153 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Distephanus biafrae",
 "HasCoordinate is true",
 "Geometry POLYGON ((-17.66889 -35.11691, 51.34702 -35.11691, 51.34702 37.62, -17.66889 37.62, -17.66889 -35.11691))"
 ]
}

 The dataset includes 153 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027477-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pzx5tv
title: Occurrence Download

description: A dataset containing 6751 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Echinochloa crus-galli",
 "Country is Russian Federation",
 "HasCoordinate is true"
 ]
}

 The dataset includes 6751 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027478-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17030/uclan.data.00000611
title: Into our Skies: Space in Schools (Teaching Resources- Requirement 4)
DOI: 10.17030/uclan.data.00000610
title: Into our Skies: Space in Schools (Teaching Resources- Requirement 3)
DOI: 10.15468/dl.mmpmj4
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Setaria verticillata",
 "Country is Iran (Islamic Republic of)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027479-250717081556266/datasets/export for details.
DOI: 10.17030/uclan.data.00000608
title: Into our Skies: Space in Schools (Teaching Resources- Requirement 1)
DOI: 10.15468/dl.hwx9g4
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Egretta caerulea)",
 "Country is one of (Afghanistan, Armenia, Azerbaijan, Bahrain, Bangladesh, Bhutan, Brunei Darussalam, Cambodia, China, Cyprus, Georgia, Hong Kong, India, Indonesia, Iran (Islamic Republic of), Iraq, Israel, Japan, Jordan, Kazakhstan, Korea (Democratic People’s Republic of), Korea, Republic of, Kuwait, Kyrgyzstan, Lao People’s Democratic Republic, Lebanon, Macao, Malaysia, Maldives, Mongolia, Myanmar, Nepal, Oman, Pakistan, Palestine, State of, Philippines, Qatar, Saudi Arabia, Singapore, Sri Lanka, Syrian Arab Republic, Tajikistan, Thailand, Timor-Leste, Türkiye, Turkmenistan, United Arab Emirates, Uzbekistan, Viet Nam, Yemen)"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027481-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17030/uclan.data.00000605
title: Into our Skies: Space in Schools (Soundtracks)
DOI: 10.17030/uclan.data.00000607
title: Into our Skies: Space in Schools (Podcast Series)
DOI: 10.17030/uclan.data.00000606
title: Into our Skies: Space in Schools: (Video Episodes)
DOI: 10.15468/dl.3pfuak
title: Occurrence Download

description: A dataset containing 3182 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ziziphus lotus"
 ]
}

 The dataset includes 3182 records from 107 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027483-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/mwv33b4p3z.1
title: Ethnographic Interview Transcripts from Interviews with Residents of a Stilt House in Tai O Village – 2022 - Case 241590

description: This data includes the full transcript of an interview conducted in Cantonese and Hakka/Hokla dialects, and the translation of the same into English. The content of the interview includes a semi-structured interview with one or members of a household living in a stilt house in Tai O Village, Hong Kong. The house is designated “Case 241590” in the research project record. Researchers collected this data by interviewing household residents for 30 minutes or more on topics related to their housing, housing satisfaction and/or affinity, and related topics. 
The data in this format of the transcript has been anonymized to remove all identifying information to prevent identification of the informant and connection of informants’ identities with sensitive information. The data provide household members’ testimony on their housing and related topics including personal and family history, Village history, and other topics. The data is available under embargo of one year to protect the personal information of household members, provided for purposes of scholarship on Tai O, stilt house communities, and/or topics related to housing. More detailed information on the dataset including thematic coding and summaries are available upon reviewed request. This dataset was collected through support of the Hong Kong Research Grants Council (RGC) General Research Fund (GRF) Project 15600621.
DOI: 10.3535/arj-xp0-ss0
title: Carex colchica J.Gay

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/bj9-4hs-0t0
title: Carex curvata Knaf

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.17632/m43py7crm7
title: Ethnographic Interview Transcripts from Interviews with Residents of a Stilt House in Tai O Village – 2022 - Case 694827

description: This data includes the full transcript of an interview conducted in Cantonese and Hakka/Hokla dialects, and the translation of the same into English. The content of the interview includes a semi-structured interview with one or members of a household living in a stilt house in Tai O Village, Hong Kong. The house is designated “Case 694827” in the research project record. Researchers collected this data by interviewing household residents for 30 minutes or more on topics related to their housing, housing satisfaction and/or affinity, and related topics. 
The data in this format of the transcript has been anonymized to remove all identifying information to prevent identification of the informant and connection of informants’ identities with sensitive information. The data provide household members’ testimony on their housing and related topics including personal and family history, Village history, and other topics. The data is available under embargo of one year to protect the personal information of household members, provided for purposes of scholarship on Tai O, stilt house communities, and/or topics related to housing. More detailed information on the dataset including thematic coding and summaries are available upon reviewed request. This dataset was collected through support of the Hong Kong Research Grants Council (RGC) General Research Fund (GRF) Project 15600621.
DOI: 10.3535/4ly-jq2-x7d
title: Carex curvata Knaf

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/b25-2mb-zwf
title: Carex curvata Knaf

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.17632/m43py7crm7.1
title: Ethnographic Interview Transcripts from Interviews with Residents of a Stilt House in Tai O Village – 2022 - Case 694827

description: This data includes the full transcript of an interview conducted in Cantonese and Hakka/Hokla dialects, and the translation of the same into English. The content of the interview includes a semi-structured interview with one or members of a household living in a stilt house in Tai O Village, Hong Kong. The house is designated “Case 694827” in the research project record. Researchers collected this data by interviewing household residents for 30 minutes or more on topics related to their housing, housing satisfaction and/or affinity, and related topics. 
The data in this format of the transcript has been anonymized to remove all identifying information to prevent identification of the informant and connection of informants’ identities with sensitive information. The data provide household members’ testimony on their housing and related topics including personal and family history, Village history, and other topics. The data is available under embargo of one year to protect the personal information of household members, provided for purposes of scholarship on Tai O, stilt house communities, and/or topics related to housing. More detailed information on the dataset including thematic coding and summaries are available upon reviewed request. This dataset was collected through support of the Hong Kong Research Grants Council (RGC) General Research Fund (GRF) Project 15600621.
DOI: 10.3535/7q1-02j-1h1
title: Carex curvata Knaf

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/wj3-djt-61k
title: Carex curvata Knaf

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.17632/nsrhr88788
title: Ethnographic Interview Transcripts from Interviews with Residents of a Stilt House in Tai O Village – 2021- Case 328954

description: This data includes the full transcript of an interview conducted in Cantonese and Hakka/Hokla dialects, and the translation of the same into English. The content of the interview includes a semi-structured interview with one or members of a household living in a stilt house in Tai O Village, Hong Kong. The house is designated “Case 328954” in the research project record. Researchers collected this data by interviewing household residents for 30 minutes or more on topics related to their housing, housing satisfaction and/or affinity, and related topics. 
The data in this format of the transcript has been anonymized to remove all identifying information to prevent identification of the informant and connection of informants’ identities with sensitive information. The data provide household members’ testimony on their housing and related topics including personal and family history, Village history, and other topics. The data is available under embargo of one year to protect the personal information of household members, provided for purposes of scholarship on Tai O, stilt house communities, and/or topics related to housing. More detailed information on the dataset including thematic coding and summaries are available upon reviewed request. This dataset was collected through support of the Hong Kong Research Grants Council (RGC) General Research Fund (GRF) Project 15600621.
DOI: 10.3535/5wd-xnd-ts7
title: Carex curvata Knaf

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.17632/nsrhr88788.1
title: Ethnographic Interview Transcripts from Interviews with Residents of a Stilt House in Tai O Village – 2021- Case 328954

description: This data includes the full transcript of an interview conducted in Cantonese and Hakka/Hokla dialects, and the translation of the same into English. The content of the interview includes a semi-structured interview with one or members of a household living in a stilt house in Tai O Village, Hong Kong. The house is designated “Case 328954” in the research project record. Researchers collected this data by interviewing household residents for 30 minutes or more on topics related to their housing, housing satisfaction and/or affinity, and related topics. 
The data in this format of the transcript has been anonymized to remove all identifying information to prevent identification of the informant and connection of informants’ identities with sensitive information. The data provide household members’ testimony on their housing and related topics including personal and family history, Village history, and other topics. The data is available under embargo of one year to protect the personal information of household members, provided for purposes of scholarship on Tai O, stilt house communities, and/or topics related to housing. More detailed information on the dataset including thematic coding and summaries are available upon reviewed request. This dataset was collected through support of the Hong Kong Research Grants Council (RGC) General Research Fund (GRF) Project 15600621.
DOI: 10.3535/qns-8w9-xfg
title: Abies alba Mill.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/ywa-zps-sb5
title: Carex curvata Knaf

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.17632/fpsbgys244
title: Ethnographic Interview Transcripts from Interviews with Residents of a Stilt House in Tai O Village – 2022 - Case 023157

description: This data includes the full transcript of an interview conducted in Cantonese and Hakka/Hokla dialects, and the translation of the same into English. The content of the interview includes a semi-structured interview with one or members of a household living in a stilt house in Tai O Village, Hong Kong. The house is designated “Case 023157” in the research project record. Researchers collected this data by interviewing household residents for 30 minutes or more on topics related to their housing, housing satisfaction and/or affinity, and related topics. 
The data in this format of the transcript has been anonymized to remove all identifying information to prevent identification of the informant and connection of informants’ identities with sensitive information. The data provide household members’ testimony on their housing and related topics including personal and family history, Village history, and other topics. The data is available under embargo of one year to protect the personal information of household members, provided for purposes of scholarship on Tai O, stilt house communities, and/or topics related to housing. More detailed information on the dataset including thematic coding and summaries are available upon reviewed request. This dataset was collected through support of the Hong Kong Research Grants Council (RGC) General Research Fund (GRF) Project 15600621.
DOI: 10.3535/8lx-ks1-dwl
title: Abies alba Mill.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.17632/fpsbgys244.1
title: Ethnographic Interview Transcripts from Interviews with Residents of a Stilt House in Tai O Village – 2022 - Case 023157

description: This data includes the full transcript of an interview conducted in Cantonese and Hakka/Hokla dialects, and the translation of the same into English. The content of the interview includes a semi-structured interview with one or members of a household living in a stilt house in Tai O Village, Hong Kong. The house is designated “Case 023157” in the research project record. Researchers collected this data by interviewing household residents for 30 minutes or more on topics related to their housing, housing satisfaction and/or affinity, and related topics. 
The data in this format of the transcript has been anonymized to remove all identifying information to prevent identification of the informant and connection of informants’ identities with sensitive information. The data provide household members’ testimony on their housing and related topics including personal and family history, Village history, and other topics. The data is available under embargo of one year to protect the personal information of household members, provided for purposes of scholarship on Tai O, stilt house communities, and/or topics related to housing. More detailed information on the dataset including thematic coding and summaries are available upon reviewed request. This dataset was collected through support of the Hong Kong Research Grants Council (RGC) General Research Fund (GRF) Project 15600621.
DOI: 10.3535/brm-ffh-6b7
title: Selaginella microphylla (Kunth) Spring

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/l42-hgz-spl
title: Cynanchum viminale subsp. brunonianum (Wight & Arn.) Meve & Liede

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.17632/wc3x6t77b6
title: Ethnographic Interview Transcripts from Interviews with Residents of a Stilt House in Tai O Village – 2022 - Case 261094

description: This data includes the full transcript of an interview conducted in Cantonese and Hakka/Hokla dialects, and the translation of the same into English. The content of the interview includes a semi-structured interview with one or members of a household living in a stilt house in Tai O Village, Hong Kong. The house is designated “Case 261094” in the research project record. Researchers collected this data by interviewing household residents for 30 minutes or more on topics related to their housing, housing satisfaction and/or affinity, and related topics. 
The data in this format of the transcript has been anonymized to remove all identifying information to prevent identification of the informant and connection of informants’ identities with sensitive information. The data provide household members’ testimony on their housing and related topics including personal and family history, Village history, and other topics. The data is available under embargo of one year to protect the personal information of household members, provided for purposes of scholarship on Tai O, stilt house communities, and/or topics related to housing. More detailed information on the dataset including thematic coding and summaries are available upon reviewed request. This dataset was collected through support of the Hong Kong Research Grants Council (RGC) General Research Fund (GRF) Project 15600621.
DOI: 10.3535/2ff-kef-101
title: Phlegmariurus proliferus (Blume) A. R. Field & Bostock

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/lbb-t1f-nr0
title: Selaginella microphylla (Kunth) Spring

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.17632/wc3x6t77b6.1
title: Ethnographic Interview Transcripts from Interviews with Residents of a Stilt House in Tai O Village – 2022 - Case 261094

description: This data includes the full transcript of an interview conducted in Cantonese and Hakka/Hokla dialects, and the translation of the same into English. The content of the interview includes a semi-structured interview with one or members of a household living in a stilt house in Tai O Village, Hong Kong. The house is designated “Case 261094” in the research project record. Researchers collected this data by interviewing household residents for 30 minutes or more on topics related to their housing, housing satisfaction and/or affinity, and related topics. 
The data in this format of the transcript has been anonymized to remove all identifying information to prevent identification of the informant and connection of informants’ identities with sensitive information. The data provide household members’ testimony on their housing and related topics including personal and family history, Village history, and other topics. The data is available under embargo of one year to protect the personal information of household members, provided for purposes of scholarship on Tai O, stilt house communities, and/or topics related to housing. More detailed information on the dataset including thematic coding and summaries are available upon reviewed request. This dataset was collected through support of the Hong Kong Research Grants Council (RGC) General Research Fund (GRF) Project 15600621.
DOI: 10.3535/7kh-s49-y36
title: Cynanchum blandum (Decne.) Sundell

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/plx-yn8-mp3
title: Selaginella microphylla (Kunth) Spring

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.17632/kgkt3g2gsy
title: Ethnographic Interview Transcripts from Interviews with Residents of a Stilt House in Tai O Village – 2022 - Case 326789

description: This data includes the full transcript of an interview conducted in Cantonese and Hakka/Hokla dialects, and the translation of the same into English. The content of the interview includes a semi-structured interview with one or members of a household living in a stilt house in Tai O Village, Hong Kong. The house is designated “Case 326789” in the research project record. Researchers collected this data by interviewing household residents for 30 minutes or more on topics related to their housing, housing satisfaction and/or affinity, and related topics. 
The data in this format of the transcript has been anonymized to remove all identifying information to prevent identification of the informant and connection of informants’ identities with sensitive information. The data provide household members’ testimony on their housing and related topics including personal and family history, Village history, and other topics. The data is available under embargo of one year to protect the personal information of household members, provided for purposes of scholarship on Tai O, stilt house communities, and/or topics related to housing. More detailed information on the dataset including thematic coding and summaries are available upon reviewed request. This dataset was collected through support of the Hong Kong Research Grants Council (RGC) General Research Fund (GRF) Project 15600621.