cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.p4ya4z
title: Occurrence Download

description: A dataset containing 5853663 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 5853663 records from 1488 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003587-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dnkp8v
title: Occurrence Download

description: A dataset containing 7036 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bothrops atrox (Linnaeus, 1758)"
 ]
}

 The dataset includes 7036 records from 183 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034988-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15156589
title: TABLE 1 in A taxonomic assessment of Pyropia hiemalis (Kylin) Varela-Álvarez, Guiry & Serrão, comb. nov. (Bangiaceae, Bangiophyceae)

description: TABLE 1. — Morphological characters of Porphyra linearis Greville and Pyropia hiemalis (Kylin) Varela-Álvarez, Guiry & Serrão, comb. nov., including the description in the original type.
Porphyra linearisP. linearisPyropia hiemalisPy. hiemalisGrevilleGrevillecomb. nov.comb. nov.Reference(s)Greville 1830Varela-Álvarez 2002;Kylin 1907This studythis studyAverage length (cm)3-5 inch (7-12 cm)2-15 cm6-25 cm1-6 cmAverage width (cm)½ inch (1.5 cm)0.5-3 cm1-6 cm0.1-0.7 cmColourReddish-purpleDark red to reddish-brownRed purple or deep red,Red/brownvery shinyShapeLinear or linear-lanceolate. Linear to pear shaped onThallus narrow, extendedLinear to pear shaped onMargin slightly wavedthe baselongitudinallythe baseAttachmentVery minute diskHoldfast clearly separated–Holdfast clearly separatedfrom the thallus. Shortfrom the thallusstipe of 1 mm length and1 mm ØCell layer–1–1ReproductionOval granules, notMainly monoecious butDioecious, occasionallyOnly female plantsarranged in a quaternate sometime dioeciousmonoecious. Marginal,mannersimilar to P. laciniataReproduction bodiesPartly scattered, partly inMarginal. Male sorus paleAntheridia and sporocarpsFemale gametes andlinesyellow edge. Femalelongitudinally extendedzygotosporessorus: red edge on thebaseHabitat (Exposure)On rocks and stones, highOn rocks, high littoral, very Zone-forming NemalionHalf exposed, 1 mwater markwave exposed areaformationSeasonalityApril to MayOctober to MayOctober to FebruaryWinterLocalityEnglandSweden, Ireland, Britain,SwedenSwedenGermany, PortugalZygotosporangial–16 (4*2*2)––arrangementSpermatangial–64 (2*4*8)––arrangementFrond thickness (µm)–36-7455-65 (mid part)–65-75 (lower part)Zygotospore diameter (µm) –12.2+ –2.3––Spermatia diameter (µm)–4.56+ –0.8––
description: Published as part of Varela-Álvarez, Elena, Guiry, Michael D. & Serrão, Ester A., 2023, A taxonomic assessment of Pyropia hiemalis (Kylin) Varela-Álvarez, Guiry & Serrão, comb. nov. (Bangiaceae, Bangiophyceae), pp. 104 in Cryptogamie, Algologie 20 (5) on page 104, DOI: 10.5252/cryptogamie-algologie2023v44a5, http://zenodo.org/record/8319066
DOI: 10.5281/zenodo.15156590
title: TABLE 1 in A taxonomic assessment of Pyropia hiemalis (Kylin) Varela-Álvarez, Guiry & Serrão, comb. nov. (Bangiaceae, Bangiophyceae)

description: TABLE 1. — Morphological characters of Porphyra linearis Greville and Pyropia hiemalis (Kylin) Varela-Álvarez, Guiry & Serrão, comb. nov., including the description in the original type.
Porphyra linearisP. linearisPyropia hiemalisPy. hiemalisGrevilleGrevillecomb. nov.comb. nov.Reference(s)Greville 1830Varela-Álvarez 2002;Kylin 1907This studythis studyAverage length (cm)3-5 inch (7-12 cm)2-15 cm6-25 cm1-6 cmAverage width (cm)½ inch (1.5 cm)0.5-3 cm1-6 cm0.1-0.7 cmColourReddish-purpleDark red to reddish-brownRed purple or deep red,Red/brownvery shinyShapeLinear or linear-lanceolate. Linear to pear shaped onThallus narrow, extendedLinear to pear shaped onMargin slightly wavedthe baselongitudinallythe baseAttachmentVery minute diskHoldfast clearly separated–Holdfast clearly separatedfrom the thallus. Shortfrom the thallusstipe of 1 mm length and1 mm ØCell layer–1–1ReproductionOval granules, notMainly monoecious butDioecious, occasionallyOnly female plantsarranged in a quaternate sometime dioeciousmonoecious. Marginal,mannersimilar to P. laciniataReproduction bodiesPartly scattered, partly inMarginal. Male sorus paleAntheridia and sporocarpsFemale gametes andlinesyellow edge. Femalelongitudinally extendedzygotosporessorus: red edge on thebaseHabitat (Exposure)On rocks and stones, highOn rocks, high littoral, very Zone-forming NemalionHalf exposed, 1 mwater markwave exposed areaformationSeasonalityApril to MayOctober to MayOctober to FebruaryWinterLocalityEnglandSweden, Ireland, Britain,SwedenSwedenGermany, PortugalZygotosporangial–16 (4*2*2)––arrangementSpermatangial–64 (2*4*8)––arrangementFrond thickness (µm)–36-7455-65 (mid part)–65-75 (lower part)Zygotospore diameter (µm) –12.2+ –2.3––Spermatia diameter (µm)–4.56+ –0.8––
description: Published as part of Varela-Álvarez, Elena, Guiry, Michael D. & Serrão, Ester A., 2023, A taxonomic assessment of Pyropia hiemalis (Kylin) Varela-Álvarez, Guiry & Serrão, comb. nov. (Bangiaceae, Bangiophyceae), pp. 104 in Cryptogamie, Algologie 20 (5) on page 104, DOI: 10.5252/cryptogamie-algologie2023v44a5, http://zenodo.org/record/8319066
DOI: 10.5281/zenodo.15156592
title: TABLE 2 in A taxonomic assessment of Pyropia hiemalis (Kylin) Varela-Álvarez, Guiry & Serrão, comb. nov. (Bangiaceae, Bangiophyceae)

description: TABLE 2. — Localities and accession numbers of isolates used in this study. Species named according to Zuccarello et al. 2022. Symbol: *, former Porphyra hiemalis Kylin.
TaxonLocationHerbariumAccession numberPublished sourcePorphyra linearis Porphyra linearis Porphyra linearisIreland, Galway Ireland, Galway Ireland, GalwayGALW011327 GALW011328 GALW011331DQ837593 DQ837594 DQ837595Varela-Álvarez et al. 2007 Varela-Álvarez et al. 2007 Varela-Álvarez et al. 2007Porphyra linearisIreland, GalwayGALW011333DQ837596Varela-Álvarez et al. 2007Porphyra linearisIreland, WaterfordGALW011338OP718623This studyPorphyra linearisGermany, HelgolandGALW011343OP718624This studyPorphyra linearisSweden, LyckebyGALW011347OP718625This studyPorphyra linearisPortugal, Viana CasteloGALW011351OP718626This studyPorphyra umbilicalisUnited States, Maine–MF385003Brawley et al. 2017Pyropia hiemalis comb. nov *Sweden, AmundonGALW011329OP718627This studyPyropia endiviifolia––KT716756–Pyropia pseudolinearisJapan, Tohaku Tottori–AB118581–Pyropia pseudolinearisJapan, Aomori–AB287929–Pyropia leucostictaIreland, Galway–OP718628This studyPyropia leucostictaIreland, Finavarra–OP718629This studyPyropia koreanaJapan, Aomori–LC327005–Pyropia teneraJapan, Yamaguchi–AB287949–Pyropia yezoensis––KC517072Wang et al. 2013Pyropia dentataSouth Korea, Songji–LC521919Sung-Je et al. 2020Pyropia tanegashimensisJapan, Kagoshima–AB671541Tamaki et al. 2012Pyropia suborbiculataJapan, Kanagawa–AB287948–Pyropia suborbiculataJapan, Okinawa–LC434502–Pyropia suborbiculataJapan, Yamaguchi–AB287943–Pyropia elongataSweden, Koster–FJ817088Neefus & Brodie 2009Pyropia njordiiGreenland, Aasiaa–JN847258Mols-Mortensen et al. 2012
description: Published as part of Varela-Álvarez, Elena, Guiry, Michael D. & Serrão, Ester A., 2023, A taxonomic assessment of Pyropia hiemalis (Kylin) Varela-Álvarez, Guiry & Serrão, comb. nov. (Bangiaceae, Bangiophyceae), pp. 106 in Cryptogamie, Algologie 20 (5) on page 106, DOI: 10.5252/cryptogamie-algologie2023v44a5, http://zenodo.org/record/8319066
DOI: 10.5281/zenodo.15156591
title: TABLE 2 in A taxonomic assessment of Pyropia hiemalis (Kylin) Varela-Álvarez, Guiry & Serrão, comb. nov. (Bangiaceae, Bangiophyceae)

description: TABLE 2. — Localities and accession numbers of isolates used in this study. Species named according to Zuccarello et al. 2022. Symbol: *, former Porphyra hiemalis Kylin.
TaxonLocationHerbariumAccession numberPublished sourcePorphyra linearis Porphyra linearis Porphyra linearisIreland, Galway Ireland, Galway Ireland, GalwayGALW011327 GALW011328 GALW011331DQ837593 DQ837594 DQ837595Varela-Álvarez et al. 2007 Varela-Álvarez et al. 2007 Varela-Álvarez et al. 2007Porphyra linearisIreland, GalwayGALW011333DQ837596Varela-Álvarez et al. 2007Porphyra linearisIreland, WaterfordGALW011338OP718623This studyPorphyra linearisGermany, HelgolandGALW011343OP718624This studyPorphyra linearisSweden, LyckebyGALW011347OP718625This studyPorphyra linearisPortugal, Viana CasteloGALW011351OP718626This studyPorphyra umbilicalisUnited States, Maine–MF385003Brawley et al. 2017Pyropia hiemalis comb. nov *Sweden, AmundonGALW011329OP718627This studyPyropia endiviifolia––KT716756–Pyropia pseudolinearisJapan, Tohaku Tottori–AB118581–Pyropia pseudolinearisJapan, Aomori–AB287929–Pyropia leucostictaIreland, Galway–OP718628This studyPyropia leucostictaIreland, Finavarra–OP718629This studyPyropia koreanaJapan, Aomori–LC327005–Pyropia teneraJapan, Yamaguchi–AB287949–Pyropia yezoensis––KC517072Wang et al. 2013Pyropia dentataSouth Korea, Songji–LC521919Sung-Je et al. 2020Pyropia tanegashimensisJapan, Kagoshima–AB671541Tamaki et al. 2012Pyropia suborbiculataJapan, Kanagawa–AB287948–Pyropia suborbiculataJapan, Okinawa–LC434502–Pyropia suborbiculataJapan, Yamaguchi–AB287943–Pyropia elongataSweden, Koster–FJ817088Neefus & Brodie 2009Pyropia njordiiGreenland, Aasiaa–JN847258Mols-Mortensen et al. 2012
description: Published as part of Varela-Álvarez, Elena, Guiry, Michael D. & Serrão, Ester A., 2023, A taxonomic assessment of Pyropia hiemalis (Kylin) Varela-Álvarez, Guiry & Serrão, comb. nov. (Bangiaceae, Bangiophyceae), pp. 106 in Cryptogamie, Algologie 20 (5) on page 106, DOI: 10.5252/cryptogamie-algologie2023v44a5, http://zenodo.org/record/8319066
DOI: 10.5281/zenodo.15156593
title: TABLE 3 in A taxonomic assessment of Pyropia hiemalis (Kylin) Varela-Álvarez, Guiry & Serrão, comb. nov. (Bangiaceae, Bangiophyceae)

description: TABLE 3. — Sequences divergences among Porphyra linearis Greville, P. umbilicalis Kützing and Pyropia hiemalis (Kylin) Varela-Álvarez,Guiry & Serrão, comb.nov. using the 333 nt position alignment of the rbc S- rbc L region.
P. linearisP. umbilicalisPy. hiemalis comb. nov.Porphyra linearis–––Porphyra umbilicalis0.018––Pyropia hiemalis comb. nov.0.0930.099–Pyropia pseudolinearis0.1160.1060.059
description: Published as part of Varela-Álvarez, Elena, Guiry, Michael D. & Serrão, Ester A., 2023, A taxonomic assessment of Pyropia hiemalis (Kylin) Varela-Álvarez, Guiry & Serrão, comb. nov. (Bangiaceae, Bangiophyceae), pp. 106 in Cryptogamie, Algologie 20 (5) on page 106, DOI: 10.5252/cryptogamie-algologie2023v44a5, http://zenodo.org/record/8319066
DOI: 10.5281/zenodo.15156594
title: TABLE 3 in A taxonomic assessment of Pyropia hiemalis (Kylin) Varela-Álvarez, Guiry & Serrão, comb. nov. (Bangiaceae, Bangiophyceae)

description: TABLE 3. — Sequences divergences among Porphyra linearis Greville, P. umbilicalis Kützing and Pyropia hiemalis (Kylin) Varela-Álvarez,Guiry & Serrão, comb.nov. using the 333 nt position alignment of the rbc S- rbc L region.
P. linearisP. umbilicalisPy. hiemalis comb. nov.Porphyra linearis–––Porphyra umbilicalis0.018––Pyropia hiemalis comb. nov.0.0930.099–Pyropia pseudolinearis0.1160.1060.059
description: Published as part of Varela-Álvarez, Elena, Guiry, Michael D. & Serrão, Ester A., 2023, A taxonomic assessment of Pyropia hiemalis (Kylin) Varela-Álvarez, Guiry & Serrão, comb. nov. (Bangiaceae, Bangiophyceae), pp. 106 in Cryptogamie, Algologie 20 (5) on page 106, DOI: 10.5252/cryptogamie-algologie2023v44a5, http://zenodo.org/record/8319066
DOI: 10.5281/zenodo.15156595
title: TABLE 4 in A taxonomic assessment of Pyropia hiemalis (Kylin) Varela-Álvarez, Guiry & Serrão, comb. nov. (Bangiaceae, Bangiophyceae)

description: TABLE 4. — Sequences divergences among Pyropia hiemalis (Kylin) Varela-Álvarez, Guiry & Serrão, comb. nov. and related taxa using the 146 nt position alignment of the rbc S- rbc L region.
Py. hiemalisP. linearisP. umbilicaliscomb. nov.Py. pseudolinearisPy. njordiiP. linearis–––––P. umbilicalis0.014––––Py. hiemalis comb. nov.0.1270.087–––Py. pseudolinearis0.1180.0950.014––Py. njordii0.0950.0950.0140.014–Py. elongata0.1350.1350.0640.0640.064
description: Published as part of Varela-Álvarez, Elena, Guiry, Michael D. & Serrão, Ester A., 2023, A taxonomic assessment of Pyropia hiemalis (Kylin) Varela-Álvarez, Guiry & Serrão, comb. nov. (Bangiaceae, Bangiophyceae), pp. 107 in Cryptogamie, Algologie 20 (5) on page 107, DOI: 10.5252/cryptogamie-algologie2023v44a5, http://zenodo.org/record/8319066
DOI: 10.5281/zenodo.15156596
title: TABLE 4 in A taxonomic assessment of Pyropia hiemalis (Kylin) Varela-Álvarez, Guiry & Serrão, comb. nov. (Bangiaceae, Bangiophyceae)

description: TABLE 4. — Sequences divergences among Pyropia hiemalis (Kylin) Varela-Álvarez, Guiry & Serrão, comb. nov. and related taxa using the 146 nt position alignment of the rbc S- rbc L region.
Py. hiemalisP. linearisP. umbilicaliscomb. nov.Py. pseudolinearisPy. njordiiP. linearis–––––P. umbilicalis0.014––––Py. hiemalis comb. nov.0.1270.087–––Py. pseudolinearis0.1180.0950.014––Py. njordii0.0950.0950.0140.014–Py. elongata0.1350.1350.0640.0640.064
description: Published as part of Varela-Álvarez, Elena, Guiry, Michael D. & Serrão, Ester A., 2023, A taxonomic assessment of Pyropia hiemalis (Kylin) Varela-Álvarez, Guiry & Serrão, comb. nov. (Bangiaceae, Bangiophyceae), pp. 107 in Cryptogamie, Algologie 20 (5) on page 107, DOI: 10.5252/cryptogamie-algologie2023v44a5, http://zenodo.org/record/8319066
DOI: 10.15468/dl.5y4qvc
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Biroia dimidiata (Brulle, 1846)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006229-250402121839773/datasets/export for details.
DOI: 10.15468/dl.8gyj3d
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((104.84913 51.28920,105.57502 51.28920,105.57502 51.57943,104.84913 51.57943,104.84913 51.28920))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ambrosia artemisiifolia L."
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048583-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qxmjua
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Japan",
 "Month is July",
 "TaxonKey is Cordyceps cicadae S.Z.Shing",
 "Year 2002-2002"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048584-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/xss6-fk61
title: "Manuscript data"

description: "The dataset provides supporting data for research on smart logistics in rural China."
DOI: 10.15468/dl.ydwq9h
title: Occurrence Download

description: A dataset containing 11290 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Harmful Algal Event Database (HAEDAT)"
 ]
}

 The dataset includes 11290 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048585-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/12180609
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.48804/fqaaam
title: Soil moisture measurements and field data from agricultural fields in Flanders (2021–2023)

description: This dataset contains soil moisture data from 18 open-field vegetable cropping cycles in Flanders (Belgium) between 2021 and 2023. Measurements include continuous soil moisture sensor data (TEROS 10 at 15 cm depth), manual gravimetric soil moisture samples from the top 30 cm, and soil physical properties such as bulk density and water retention. Field-specific data on irrigation, crop type, soil type, planting dates, and local weather conditions (ETo and precipitation) are also included. The dataset was compiled to support research on real-time soil moisture modeling, irrigation scheduling. It is part of the DRIP project ("Datagedreven Regeling van druppelirrigatie voor een duurzame Productie in de tuinbouw").
DOI: 10.15468/dl.xpefpd
title: Occurrence Download

description: A dataset containing 597 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "Geometry POLYGON((-93.83329 15.97365,-93.52867 15.90605,-93.45416 17.97357,-95.74417 18.72559,-96.4577 19.3446,-97.99061 19.12403,-98.5634 18.55079,-99.07372 18.09287,-99.07372 16.53795,-96.36397 15.18366,-93.83329 15.97365))",
 "HasGeospatialIssue is false",
 "TaxonKey is Mephitidae"
 ]
}

 The dataset includes 597 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048586-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15672074
title: Diversity as Catalyst: Unveiling the Global Socio‑Technical Dynamics of Software Engineering on Stack Overflow – Replication Package

description: Software engineering (SE) represents a dynamic interplay between technical systems and human elements. While the field has traditionally centred on functional and technical requirements, growing attention has been directed towards the profound impact of human aspects—such as geographical, socioeconomic, cultural and demographic diversity—on SE practices. This work presents a series of interconnected investigations that explore these dimensions through both quantitative and qualitative lenses.

The research begins with a tertiary study that maps the current landscape of human aspects in SE literature, identifying underexplored diversity domains. It then progresses into a global correlational analysis using Stack Overflow as a representative proxy for the broader SE community, examining how regional and socioeconomic factors influence user participation and contribution patterns. Subsequent chapters focus specifically on the United States, operationalising diversity indicators to examine more nuanced socio-technical dynamics, including user behaviour, community values, and variations in code quality across urban and rural contexts.

The final stage of the work employs a qualitative study to validate the quantitative findings by engaging directly with Stack Overflow users, offering insight into their lived experiences and perceptions. Together, these studies reveal that diversity meaningfully shapes collective intelligence, knowledge-sharing practices, and technical outputs in online developer communities. The findings offer theoretical contributions to SE as a sociotechnical discipline, as well as practical recommendations for fostering more inclusive, equitable, and resilient software ecosystems.

This replication package accompanies the work to support transparency, reproducibility and further scholarly inquiry into the methodologies employed.
DOI: 10.6084/m9.figshare.29136059
title: Original western blot images revised.pdf

description: original images western blot
DOI: 10.6084/m9.figshare.29136059.v1
title: Original western blot images revised.pdf

description: original images western blot
DOI: 10.15468/dl.37s222
title: Occurrence Download

description: A dataset containing 320 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Observations of three Idotea species (I. balthica, I. chelipes and I. granulosa) in Northern Europe, including the Baltic Sea - data derived from museum collections"
 ]
}

 The dataset includes 320 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048587-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14217190
title: Tourists' perceptions of nature and its non-material contributions to people at Mount Kilimanjaro, Tanzania using Twitter posts

description: This dataset was collected as part of the Kili-SES research unit (https://kili-ses.senckenberg.de/ ), Subproject 2, Work Package 2, which focuses on understanding the elements of nature that support non-material contributions, such as aesthetic enjoyment, recreation, and spirituality. Using the NCP paradigm, non-material contributions of nature to people (NCP) were identified through an inductive approach, together with the entities of nature (EN) mentioned in Twitter posts.This dataset was collected in October 2021 using the R package academictwitteR with Twitter’s official Application Programming Interface keys (API; https://developer.twitter.com/en/docs). These are publicly available Tweets targeting Mount Kilimanjaro National Park (Tanzania) and its surroundings from 10 years (April 2011 to June 2021). Data were manually filtered and cleaned to preserve tourists' Tweets of their nature experiences at Mount Kilimanjaro, Tanzania. We employed an inductive coding approach to prevent an a priori categorization of tourists' perceived non-material NCP, resulting in a total of 15 non-material NCP context-specific sub-categories which can be linked back to the generalizing categories of the IPBES framework (2019). We classified the terms that tourists used to refer to nature into different broader (e.g., biotic, abiotic) and more specific sub-categories (e.g., mammal, plant, insect, reptiles, geological, hydrological) resulting in 15 sub-categories for entities of nature, and two human-made features (e.g., infrastructure and cultural). The final dataset contains 1255 entries, and each observation represents a Tweet that contains at least one non-material nature's contributions to people (non-material NCP) and one entity of nature perceived by an individual. For more details please refer to the Metadata.htm document. To understand the dataset of 62 columns and 1255 observations (kilimanjaro_perception_NCPEN_dataset.csv), please refer to the README.txtIn this repository you will also find an R script (kili_perception_code.R). We recommend opening the scripts in Rstudio as this will allow to automatically install the packages used. Install suggested packages, and run the script.

This work was supported by the Deutsche Forschungsgemeinschaft (DFG, German Research Foundation), Research Unit 5064: “The role of nature for human well-being in the Kilimanjaro Social-Ecological System (Kili-SES)”. Project Number 428658210