cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.16986609
title: Supplementary Materials: Systematic Review of AI/ML Applications in Precision Agriculture (2013–2023)

description: Supplementary Materials: Systematic Review of AI/ML Applications in Precision Agriculture (2013–2023)

Description

This repository contains supplementary files, data, and analysis scripts accompanying the systematic review:

“Applications of Artificial Intelligence and Machine Learning in Precision Agriculture: A Systematic Review of Quantitative Impacts and Adoption Barriers (2013–2023).”

The repository ensures reproducibility, transparency, and open access of all data and methods.

Contents



Appendix A – Search StrategiesOne-line search strings (PubMed, Scopus, Web of Science) with filters and search dates.

Appendix B – Data Extraction Sheet (Excel/CSV)Includes bibliographic information, crop/system studied, AI/ML details, dataset size, validation type, evaluation metrics, outcomes, adoption barriers, and funding source for all 95 included studies.

Appendix C – Risk of Bias Ratings (Excel/Word)Domain-level risk of bias ratings (adapted ROBINS-I + PROBAST/QUADAS-2/ML reproducibility domains).

Analysis Scripts



R scripts (meta-analysis, inter-rater reliability using irr package).

Python scripts (visualisations using pandas and matplotlib).


FiguresForest plots, summary charts, and risk-of-bias heatmaps.

README.md (this file) with instructions for reproducibility.


Software & Versions



Microsoft Excel v.16.80 — data entry, descriptive summaries

R v.4.3.2 — meta-analysis (meta v.6.5, metafor v.4.5), inter-rater reliability (irr v.0.84)

Python v.3.11 — data processing and figures (pandas v.2.1, matplotlib v.3.8)


How to Reproduce Analyses



Clone/download the repository.

Open extraction_table.csv for raw extracted data.

Run analysis.R to reproduce inter-rater reliability and bias analyses.

Run figures.py to generate summary plots.

Risk-of-bias assessments are available in bias_ratings.xlsx.


Data & Code Availability

All materials are released under a CC-BY 4.0 license. Users may reuse, adapt, and build upon these materials with attribution.

Protocol Registration

The review protocol (search strategy, extraction scheme, and analysis plan) has been retrospectively registered at [OSF link — insert once uploaded].

Citation

If you use these materials, please cite as:

Author(s). Supplementary Materials: Systematic Review of AI/ML Applications in Precision Agriculture (2013–2023). OSF/GitHub/Zenodo.
DOI: 10.17611/dp/19759788
title: Moment Tensor for September 23, 2021 MW 5.7 (GCMT) OFF COAST OF CENTRAL MEXICO
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title: Moment Tensor for September 23, 2021 MW 4.8 (GCMT) NEAR COAST OF NICARAGUA
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title: Moment Tensor for September 23, 2021 MW 4.9 (GCMT) KERMADEC ISLANDS REGION
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title: Moment Tensor for September 24, 2021 MW 4.9 (GCMT) TONGA ISLANDS
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title: Moment Tensor for September 24, 2021 MW 5.0 (GCMT) FIJI ISLANDS
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title: Moment Tensor for September 24, 2021 MW 4.9 (GCMT) NEAR COAST OF CHIAPAS, MEXICO
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title: Moment Tensor for September 24, 2021 MW 5.4 (GCMT) NORTHERN MOLUCCA SEA
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title: Moment Tensor for September 24, 2021 MW 5.6 (GCMT) ANDREANOF ISLANDS, ALEUTIAN IS.
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title: Moment Tensor for September 24, 2021 MW 5.0 (GCMT) KERMADEC ISLANDS REGION
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title: Moment Tensor for September 24, 2021 MW 6.2 (GCMT) ANDREANOF ISLANDS, ALEUTIAN IS.
DOI: 10.15468/dl.dfx5q9
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
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 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004404-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
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title: Moment Tensor for September 24, 2021 MW 5.4 (GCMT) NICOBAR ISLANDS, INDIA REGION
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title: Moment Tensor for September 24, 2021 MW 4.8 (GCMT) OFF COAST OF CENTRAL MEXICO
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title: Moment Tensor for September 25, 2021 MW 4.9 (GCMT) LEEWARD ISLANDS
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title: Moment Tensor for September 25, 2021 MW 5.8 (GCMT) SOUTH OF AFRICA
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title: Moment Tensor for September 25, 2021 MW 4.8 (GCMT) TONGA ISLANDS
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title: Moment Tensor for September 25, 2021 MW 5.0 (GCMT) KERMADEC ISLANDS REGION
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title: Moment Tensor for September 25, 2021 MW 5.0 (GCMT) TAIWAN
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title: Moment Tensor for September 26, 2021 MW 4.8 (GCMT) REYKJANES RIDGE
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title: Moment Tensor for September 26, 2021 MW 5.3 (GCMT) SOUTH SANDWICH ISLANDS REGION
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title: Moment Tensor for September 26, 2021 MW 5.7 (GCMT) MINDORO, PHILIPPINES
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title: Moment Tensor for September 27, 2021 MW 5.1 (GCMT) TAJIKISTAN-XINJIANG BORDER REG.
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title: Moment Tensor for September 27, 2021 MW 5.9 (GCMT) CRETE, GREECE
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title: Moment Tensor for September 27, 2021 MW 4.9 (GCMT) TONGA ISLANDS
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title: Moment Tensor for September 27, 2021 MW 4.8 (GCMT) GULF OF CALIFORNIA
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title: Moment Tensor for September 28, 2021 MW 4.8 (GCMT) CENTRAL MID-ATLANTIC RIDGE
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title: Occurrence Download

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title: Moment Tensor for September 28, 2021 MW 5.3 (GCMT) CRETE, GREECE
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title: Moment Tensor for September 28, 2021 MW 4.8 (GCMT) NORTHERN MID-ATLANTIC RIDGE
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title: Moment Tensor for September 28, 2021 MW 4.7 (GCMT) SOUTHEAST INDIAN RIDGE
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title: Moment Tensor for September 28, 2021 MW 4.8 (GCMT) CRETE, GREECE
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title: Moment Tensor for September 28, 2021 MW 5.0 (GCMT) W. CAROLINE ISLANDS, MICRONESIA
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title: Moment Tensor for September 28, 2021 MW 4.9 (GCMT) NORTHERN MID-ATLANTIC RIDGE
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title: Moment Tensor for September 29, 2021 MW 5.0 (GCMT) VANUATU ISLANDS
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title: Moment Tensor for September 29, 2021 MW 4.9 (GCMT) ASCENSION ISLAND REGION
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title: Moment Tensor for September 29, 2021 MW 4.9 (GCMT) REYKJANES RIDGE
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title: Moment Tensor for September 29, 2021 MW 4.9 (GCMT) MINDANAO, PHILIPPINES
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title: Moment Tensor for September 29, 2021 MW 5.0 (GCMT) SOUTHEAST OF LOYALTY ISLANDS
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title: Moment Tensor for September 30, 2021 MW 5.1 (GCMT) VANUATU ISLANDS
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title: Moment Tensor for September 30, 2021 MW 4.9 (GCMT) GULF OF CALIFORNIA
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title: Moment Tensor for September 30, 2021 MW 4.7 (GCMT) GULF OF CALIFORNIA
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title: Moment Tensor for September 30, 2021 MW 5.2 (GCMT) GULF OF CALIFORNIA
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title: Moment Tensor for January 14, 2022 MW 6.6 (GCMT) JAVA, INDONESIA
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title: Moment Tensor for January 15, 2022 MW 5.7 (GCMT) PACIFIC-ANTARCTIC RIDGE
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title: Moment Tensor for January 16, 2022 MW 6.1 (GCMT) SOLOMON ISLANDS
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title: Moment Tensor for January 16, 2022 MW 5.4 (GCMT) AEGEAN SEA
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title: Moment Tensor for January 17, 2022 MW 5.1 (GCMT) MONGOLIA
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title: Moment Tensor for January 20, 2022 MW 5.7 (GCMT) SOUTH SANDWICH ISLANDS REGION
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title: Moment Tensor for January 20, 2022 MW 5.6 (GCMT) NEAR NORTH COAST OF IRIAN JAYA
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title: Moment Tensor for January 21, 2022 MW 6.4 (GCMT) KYUSHU, JAPAN
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title: Moment Tensor for January 22, 2022 MW 6.1 (GCMT) TALAUD ISLANDS, INDONESIA
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title: Moment Tensor for January 22, 2022 MW 6.3 (GCMT) FOX ISLANDS, ALEUTIAN ISLANDS
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title: Moment Tensor for January 23, 2022 MW 5.6 (GCMT) QINGHAI, CHINA
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title: Moment Tensor for January 25, 2022 MW 6.0 (GCMT) SOUTH SANDWICH ISLANDS REGION
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title: Moment Tensor for January 28, 2022 MW 6.1 (GCMT) SOUTH OF PANAMA
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title: Occurrence Download

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title: Moment Tensor for January 31, 2022 MW 5.7 (GCMT) KERMADEC ISLANDS REGION
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title: Moment Tensor for February 01, 2022 MW 6.0 (GCMT) BANDA SEA
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title: Moment Tensor for February 03, 2022 MW 6.4 (GCMT) NORTHERN PERU
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title: Moment Tensor for February 05, 2022 MW 5.3 (GCMT) SAKHALIN, RUSSIA
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title: Moment Tensor for February 08, 2022 MW 6.2 (GCMT) CENTRAL MID-ATLANTIC RIDGE
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title: Moment Tensor for February 08, 2022 MW 5.6 (GCMT) RYUKYU ISLANDS, JAPAN
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title: Moment Tensor for October 02, 2021 MW 5.9 (GCMT) PERU-BRAZIL BORDER REGION
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title: Moment Tensor for October 02, 2021 MW 7.3 (GCMT) VANUATU ISLANDS REGION
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title: Moment Tensor for October 02, 2021 MW 6.0 (GCMT) MID-INDIAN RIDGE
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title: Moment Tensor for October 02, 2021 MW 5.3 (GCMT) MINDORO, PHILIPPINES
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title: Moment Tensor for October 03, 2021 MW 5.3 (GCMT) SOUTH OF KERMADEC ISLANDS
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title: Moment Tensor for October 03, 2021 MW 4.8 (GCMT) NEW IRELAND REGION, P.N.G.
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title: Moment Tensor for October 03, 2021 MW 5.0 (GCMT) VANUATU ISLANDS
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title: Moment Tensor for October 03, 2021 MW 5.0 (GCMT) OFF COAST OF COSTA RICA
DOI: 10.15468/dl.7u6svm
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
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title: Moment Tensor for October 04, 2021 MW 5.6 (GCMT) WESTERN IRAN
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title: Moment Tensor for October 04, 2021 MW 6.2 (GCMT) SOUTH SANDWICH ISLANDS REGION
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title: Moment Tensor for October 04, 2021 MW 5.5 (GCMT) PRINCE EDWARD ISLANDS REGION
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title: Moment Tensor for October 04, 2021 MW 5.2 (GCMT) TAIWAN REGION
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title: Moment Tensor for October 04, 2021 MW 5.8 (GCMT) KERMADEC ISLANDS, NEW ZEALAND
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title: Moment Tensor for October 04, 2021 MW 5.1 (GCMT) OFF COAST OF CENTRAL CHILE
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title: Moment Tensor for October 04, 2021 MW 5.3 (GCMT) SERAM, INDONESIA
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title: Moment Tensor for October 04, 2021 MW 5.1 (GCMT) SOUTH SANDWICH ISLANDS REGION
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title: Moment Tensor for October 04, 2021 MW 4.8 (GCMT) SOUTH SANDWICH ISLANDS REGION
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title: Moment Tensor for October 05, 2021 MW 4.9 (GCMT) SOUTH SANDWICH ISLANDS REGION
DOI: 10.15468/dl.3ehrcr
title: Occurrence Download

description: A dataset containing 45 species occurrences available in GBIF matching the query:
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Data from some individual datasets included in this download may be licensed under less restrictive terms.
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title: Moment Tensor for October 05, 2021 MW 5.3 (GCMT) HINDU KUSH REGION, AFGHANISTAN
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title: Moment Tensor for October 05, 2021 MW 5.4 (GCMT) NORTHEAST OF TAIWAN
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title: Moment Tensor for October 05, 2021 MW 5.2 (GCMT) NORTHEAST OF TAIWAN
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title: Moment Tensor for October 06, 2021 MW 5.5 (GCMT) KYUSHU, JAPAN
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title: Moment Tensor for October 07, 2021 MW 5.4 (GCMT) PACIFIC-ANTARCTIC RIDGE
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title: Moment Tensor for October 07, 2021 MW 5.0 (GCMT) FLORES REGION, INDONESIA
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title: Moment Tensor for October 07, 2021 MW 6.0 (GCMT) NEAR EAST COAST OF HONSHU, JAPAN
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title: Moment Tensor for October 07, 2021 MW 5.4 (GCMT) SOUTH SANDWICH ISLANDS REGION
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title: Moment Tensor for October 07, 2021 MW 5.4 (GCMT) MINDORO, PHILIPPINES
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title: Moment Tensor for October 07, 2021 MW 5.5 (GCMT) MYANMAR
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title: Moment Tensor for October 08, 2021 MW 4.9 (GCMT) SOUTH OF KERMADEC ISLANDS
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title: Moment Tensor for October 08, 2021 MW 4.8 (GCMT) NORTH OF ASCENSION ISLAND
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title: Moment Tensor for October 08, 2021 MW 4.8 (GCMT) WESTERN INDIAN-ANTARCTIC RIDGE
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title: Moment Tensor for October 09, 2021 MW 5.6 (GCMT) NORTHWEST OF KURIL ISLANDS
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title: Moment Tensor for October 12, 2021 MW 5.5 (GCMT) VANUATU ISLANDS REGION
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title: Moment Tensor for October 17, 2021 MW 5.2 (GCMT) BONIN ISLANDS, JAPAN REGION
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title: Moment Tensor for October 17, 2021 MW 5.2 (GCMT) BONIN ISLANDS, JAPAN REGION
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title: Moment Tensor for October 18, 2021 MW 5.3 (GCMT) SOUTH OF FIJI ISLANDS
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title: Moment Tensor for October 21, 2021 MW 5.7 (GCMT) SOUTHEAST OF HONSHU, JAPAN
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title: Moment Tensor for October 30, 2021 MW 5.6 (GCMT) FIJI ISLANDS REGION
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title: Moment Tensor for October 08, 2021 MW 4.9 (GCMT) NORTHERN SUMATRA, INDONESIA
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title: Moment Tensor for October 08, 2021 MW 4.8 (GCMT) VICTORIA, AUSTRALIA
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title: Moment Tensor for October 08, 2021 MW 5.0 (GCMT) SOUTH SANDWICH ISLANDS REGION
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title: Moment Tensor for October 08, 2021 MW 4.9 (GCMT) SOUTH SANDWICH ISLANDS REGION
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title: Moment Tensor for October 08, 2021 MW 4.8 (GCMT) WESTERN IRAN
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title: Moment Tensor for October 09, 2021 MW 4.9 (GCMT) SOUTHERN MID-ATLANTIC RIDGE
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title: Moment Tensor for October 09, 2021 MW 5.5 (GCMT) SOUTHERN PERU
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title: Moment Tensor for October 09, 2021 MW 4.8 (GCMT) SOUTHERN PERU
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title: Moment Tensor for October 09, 2021 MW 4.8 (GCMT) SOUTHERN PERU
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title: Moment Tensor for October 09, 2021 MW 4.9 (GCMT) EASTERN SIBERIA, RUSSIA
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title: Moment Tensor for October 09, 2021 MW 6.9 (GCMT) VANUATU ISLANDS REGION
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title: Moment Tensor for October 09, 2021 MW 5.6 (GCMT) NEW BRITAIN REGION, P.N.G.
DOI: 10.17611/dp/19785481
title: Moment Tensor for October 09, 2021 MW 4.8 (GCMT) SOUTHERN PERU
DOI: 10.17611/dp/19785487
title: Moment Tensor for October 10, 2021 MW 5.6 (GCMT) CENTRAL PERU
DOI: 10.17611/dp/19785493
title: Moment Tensor for October 10, 2021 MW 4.8 (GCMT) FIJI ISLANDS
DOI: 10.17611/dp/19785499
title: Moment Tensor for October 10, 2021 MW 4.7 (GCMT) SOUTHERN EAST PACIFIC RISE
DOI: 10.17611/dp/19785505
title: Moment Tensor for October 10, 2021 MW 4.8 (GCMT) HOKKAIDO, JAPAN REGION
DOI: 10.17611/dp/19785511
title: Moment Tensor for October 10, 2021 MW 4.9 (GCMT) REYKJANES RIDGE
DOI: 10.18739/a2mk65b0f
title: Eclipse Icefield (Yukon, Canada) 2002 and 2016 borehole temperature data

description: This dataset contains measurements pertaining to firn and ice cores recovered from Eclipse Icefield (Yukon, Canada) in 2002 and 2016. The motivation for the studies was to understand the evolving nature of firn in the region, and to reconstruct past climate and environmental change from a variety of firn and ice core proxy records. Borehole temperature data are important for evaluating the impact of local and regional temperature change on firn temperature and structure. Boreholes were drilled with 8.2 centimeter (cm) drilling systems (an Icefield Instruments Eclipse drill in 2002 and a Stampfli drill in 2016), and borehole temperatures collected with a sealed temperature probe.
DOI: 10.17611/dp/19785517
title: Moment Tensor for October 10, 2021 MW 4.9 (GCMT) SOUTHERN IRAN
DOI: 10.17611/dp/19785523
title: Moment Tensor for October 10, 2021 MW 4.7 (GCMT) CARLSBERG RIDGE
DOI: 10.17611/dp/19785529
title: Moment Tensor for October 10, 2021 MW 5.9 (GCMT) HAWAII
DOI: 10.17611/dp/19785535
title: Moment Tensor for October 11, 2021 MW 4.8 (GCMT) CENTRAL EAST PACIFIC RISE
DOI: 10.17611/dp/19785541
title: Moment Tensor for October 11, 2021 MW 6.9 (GCMT) ALASKA PENINSULA
DOI: 10.17611/dp/19785547
title: Moment Tensor for October 11, 2021 MW 5.8 (GCMT) NORTHERN MOLUCCA SEA
DOI: 10.17611/dp/19785553
title: Moment Tensor for October 11, 2021 MW 5.3 (GCMT) NORTHERN MOLUCCA SEA
DOI: 10.17611/dp/19785559
title: Moment Tensor for October 11, 2021 MW 5.0 (GCMT) ANDREANOF ISLANDS, ALEUTIAN IS.
DOI: 10.17611/dp/19785565
title: Moment Tensor for October 11, 2021 MW 4.9 (GCMT) FIJI ISLANDS REGION
DOI: 10.17611/dp/19785571
title: Moment Tensor for October 11, 2021 MW 5.0 (GCMT) NORTHERN EAST PACIFIC RISE
DOI: 10.17611/dp/19785577
title: Moment Tensor for October 11, 2021 MW 5.8 (GCMT) KURIL ISLANDS
DOI: 10.17611/dp/19785583
title: Moment Tensor for October 12, 2021 MW 4.9 (GCMT) SOUTHEAST OF HONSHU, JAPAN
DOI: 10.17611/dp/19785589
title: Moment Tensor for October 12, 2021 MW 4.8 (GCMT) SOUTHERN PERU
DOI: 10.17611/dp/19785595
title: Moment Tensor for October 12, 2021 MW 6.4 (GCMT) CRETE, GREECE
DOI: 10.15468/dl.w8uqyh
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Placidochromis trewavasae)",
 "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 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004412-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17611/dp/19785601
title: Moment Tensor for October 13, 2021 MW 5.1 (GCMT) COSTA RICA