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  • Authors: Cipriani, Vittoria; Goldenberg, Silvan; Connell, Sean; Ravasi, Timothy; +1 Authors

    # Can niche plasticity mediate species persistence under ocean acidification? [https://doi.org/10.5061/dryad.x0k6djhtq](https://doi.org/10.5061/dryad.x0k6djhtq) This dataset originates from a study investigating the impact of ocean acidification on a temperate rocky reef fish assemblage using natural CO2 vents as analogues. The dataset covers various niche dimensions, including trophic, habitat, and behavioural niches. The study focused on how fish niches are modified in response to ocean acidification, assessing changes in breadth, shift, and overlap with other species between the acidified site and the control site. ## Description of the data and file structure #### Raw\_single\_niche\_data The “*Raw_single_niche_data*” dataset consists of seven spreadsheets, each sharing two essential columns: 'group' and 'community'. These columns are crucial for subsequent analysis using the SIBER framework. **group** = species * Common = common triplefin, *Forsterygion lapillum* * Yaldwyn = Yaldwyn’s triplefin, *Notoclinops yaldwyni* * Blue_eyed = blue-eyed triplefin, *Notoclinops segmentatus* * Blenny = crested blenny, *Parablennius laticlavius* **community** = treatment * C = control * V = CO2 vents **Description of the seven spreadsheets:** 1. **Isotopes -** the dataset includes ratios of 13C/12C and 15N/14N expressed in the conventional δ notation as parts per thousand deviation from international standards. Stable isotopes were derived from a total of 251 fishes collected across three years of sampling. iso1= δ13C iso2= δ15N 2. **Stomach volumetric** - The dataset includes estimated volumetric measures of stomach contents, where the volume contribution of each prey category relative to the total stomach content (100%) was visually estimated. Data were collected between 2018 and 2019. The stomach content was analysed with this method for common triplefin, Yaldwyn's triplefin, blue eyed triplefin and crested blenny. There are 19 prey categories. 3. **Stomach count** - All prey items were counted in 10 prey categories: copepods, ostracods, polychaetes, amphipods, gastropods, bivalves, tanaids, mites, isopods , and others. Digested items that were not identifiable were excluded from the analysis. The stomach content was analysed with this method for common triplefin, Yaldwyn's triplefin and blue eyed triplefin. 4. **Stomach biomass -** The dataset includes calculated biomass derived from the mass of prey subsamples within each category, multiplied by their count. 5. **Habitat** - The microhabitat occupied and habitat orientation (horizontal, angled and vertical) was recorded using free roaming visual surveys on SCUBA (February 2018). *Microhabitat types:* t. = turf algae <10 cm in height ca. = erect calcareous algae cca. = crustose coralline algae b. = bare rocky substratum sp. = encrusting fleshy green algae cobble. = cobbles (~0.5–2 cm in diameter) *Type of surface orientation:* hor = horizontal angle = angled vert = vertical 6. **Behaviour** - Behavioural variables quantified from underwater footage and expressed as rates per minute. The behaviours are: swimming, jumping, feeding, attacking and fleeing from an attack. 7. **Aquarium**: Data from an aquarium experiment involving *Forsterygion lapillum and Notoclinops yaldwyni*, showing the proportion of time spent in available habitat types to assess habitat preference in controlled conditions. Time in each habitat type and spent in activity was derived from video recordings of 10 minutes and expressed as a proportion of total observation time. Common = common triplefin, *Forsterygion lapillum* Yaldwyn = Yaldwyn’s triplefin, *Notoclinops yaldwyni* Common.c = common triplefin in presence of Yaldwyn’s triplefin Yaldwyn.c = Yaldwyn’s triplefin in presence of common triplefin turf.horizontal = time spent on horizontal turf substratum bare.horizontal = time spent on horizontal bare substratum turf.vertical = time spent on vertical turf substratum bottom = time spent on the bottom of the tank swimming = time spent swimming aquarium.wall = time spent on the walls of the tank switches = numbers of changes between habitats #### Unified\_overlap\_dataset The *“Unified_overlap_dataset”* consists of ten spreadsheets, each sharing “id”, “year”, “location” and “species “column (with few exceptions detailed). These first columns need to be factors for analysis using the Unified overlap framework. We used the R scripts provided in the original study ([Geange et al, 2011](https://doi.org/10.1111/j.2041-210X.2010.00070.x)), as detailed in the manuscript. Data for control and vents are in separate data sheets, with C = control and V = vent. **Id**: sample number **Year:** year the data were collected **Location:** North (n) or South (s), site location **Species**: fish species * Common = common triplefin, *Forsterygion lapillum* * Yaldwyn = Yaldwyn’s triplefin, *Notoclinops yaldwyni* * Blue_eyed = blue-eyed triplefin, *Notoclinops segmentatus* * Blenny = crested blenny, *Parablennius laticlavius* We used the same data as per previous section. **Isotopes C and Isotopes V:** * iso1= δ13C * iso2= δ15N **Diet V and Diet C:** For **stomach content**: we used only volumetric stomach content data as inclusive of all species of interest. It is not raw data, but we used the reduced dimension obtained from nonmetric multidimensional scaling (nMDS), thus the 2 columns resulting from this analysis are vol1 and vol2. Raw data are in the datasheet **Stomach volumetric** in the “*Raw_single_niche_data*” dataset. **Habitat association C and Habitat association V** / **Habitat - C and Habitat - V** For **Habitat association**, the columns are id, species, habitat and position. The habitat association for each species is categorical based on habitat occupied and position (e.g., turf - vertical). Information for Crested blenny were extracted from the behavioural video recordings (with each video being a replicate). The dataset is then linked to **Habitat cover** in both control (C) and vent (V) sites to determine the choice of the habitat based on habitat availability. Therefore, the habitat cover only presents the percentage cover of each habitat type at control and vent. *Habitat:* turf = turf algae <10 cm in height ca = erect calcareous algae cca = crustose coralline algae barren = bare rocky substratum sp = encrusting fleshy green algae cobble = cobbles (~0.5–2 cm in diameter) sand = sand *Position:* hor = horizontal angle = angled vert = vertical **Behaviour C and Behaviour V**: Behavioural variables quantified from underwater footage and expressed as rates per minute. The behaviours are: swimming, jumping, feeding, attacking and fleeing from an attack. Reference: Geange, S. W., Pledger, S., Burns, K. C., & Shima, J. S. (2011). A unified analysis of niche overlap incorporating data of different types. *Methods in Ecology and Evolution*, 2(2), 175-184. [https://doi.org/10.1111/j.2041-210X.2010.00070.x](https://doi.org/10.1111/j.2041-210X.2010.00070.x) We used a small hand net and a mixture of ethanol and clove oil to collect the four species of interest (Forsterygion lapillum, Notoclinops yaldwyni, Notoclinops segmentatus and Parablennius laticlavius) at both control and vent sites over four years. For stable isotope analysis, white muscle tissue was extracted from each fish and oven-dried at 60 °C. The dried tissue was subsequently ground using a ball mill. Powdered muscle tissue from each fish was individually weighed into tin capsules and analysed for stable δ 15N and δ13C isotopes. Samples were combusted in an elemental analyser (EuroVector, EuroEA) coupled to a mass spectrometer (Nu Instruments Horizon) at the University of Adelaide. We then analysed the isotopic niche in SIBER. For stomach content analysis the entire gut was extracted from each fish. Using a stereomicroscope, for count and biomass, all prey items in the stomach were counted first. For each prey category, well-preserved individuals were photographed and their mass was calculated based on length and width. The average mass per individual for each category was then multiplied by the count to determine total prey biomass. For the volumetric method, the volume contribution of each prey category relative to the total stomach content was visually estimated (algae were accounted for). Digested items that were not identifiable were excluded from the analysis. Each stomach content dataset was reduced to two dimensions with non-metric multidimensional scaling (nMDS) to be then analysed in SIBER. To assess habitat choice, visual surveys were conducted on SCUBA, to record the microhabitat type and orientation occupied by Forsterygion lapillum, Notoclinops yaldwyni and Notoclinops segmentatus. The resulting dataset comprised a total of 17 distinct combinations of habitat types and surface orientations. The dataset was simplified to two dimensions using correspondence analysis (CA) for subsequent SIBER analysis. Fish behaviour was assessed using GoPro cameras both in situ and during controlled aquarium experiments. In the field, recordings lasted 30 minutes across 4 days, with analysis conducted using VLC. Initial acclimation and periodic intervals (10 minutes every 5 minutes) were excluded from analysis. In controlled aquarium settings, individuals of Forsterygion lapillum and Notoclinops yaldwyni were observed both in isolation and paired. Their habitat preference, surface orientation, and activity levels were recorded for 10 minutes to assess behaviour independent of external influences. Both datasets were dimensionally reduced for analysis in SIBER: non-metric multidimensional scaling (nMDS) was applied to the in situ behavioral data, while principal component analysis (PCA) was used for the aquarium experiments. Unified analysis of niche overlap We quantified the local realised niche space for each fish species at control and vent along the four niche classes, adapting the data as follows: isotopes (continuous data): raw data. stomach content (continuous data): reduced dimension from the volumetric measure of the previous step. habitat association (elective score): habitat and orientation preference linked to Manly’s Alpha association matrix. behaviour (continuous data): raw data. Global change stressors can modify ecological niches of species, and hence alter ecological interactions within communities and food webs. Yet, some species might take advantage of a fast-changing environment, and allow species with high niche plasticity to thrive under climate change. We used natural CO2 vents to test the effects of ocean acidification on niche modifications of a temperate rocky reef fish assemblage. We quantified three ecological niche traits (overlap, shift, and breadth) across three key niche dimensions (trophic, habitat, and behavioural). Only one species increased its niche width along multiple niche dimensions (trophic and behavioural), shifted its niche in the remaining (habitat), and was the only species to experience a highly increased density (i.e. doubling) at vents. The other three species that showed slightly increased or declining densities at vents only displayed a niche width increase in one (habitat niche) out of seven niche metrics considered. This niche modification was likely in response to habitat simplification (transition to a system dominated by turf algae) under ocean acidification. We further show that at the vents, the less abundant fishes have a negligible competitive impact on the most abundant and common species. Hence, this species appears to expand its niche space overlapping with other species, consequently leading to lower abundances of the latter under elevated CO2. We conclude that niche plasticity across multiple dimensions could be a potential adaptation in fishes to benefit from a changing environment in a high-CO2 world. 

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    Kejl ta’ CO2 fis-siegħa għal Mace Head għas-sena 2019, SN41 Netwerk dwar il-Kimika u t-Tibdil fil-Klima (AC3) KODIĊI TAL-ISTAZZJON: MHD ISEM L-ISTAZZJON: Ras Mace KATEGORIJA TA’ OSSERVAZZJONI: Osservazzjoni tat-teħid ta’ kampjuni tal-arja fi pjattaforma Stazzjonarja PAJJIŻ/TERRITORJU: L-Irlanda L-għoli tal-kejl: 24.0 m AGL ALTITUDNI: 5 m asl LATITUDNI: 53.3261 N LONĠITUDNI: —9.9036 E TIP TA’ SIT: sfond rurali STRUMENTAZZJONI: PICARRO G1301 FIRXA TA’ DEJTA: CO2 SKALA TA’ KEJL: GĦAD IRID JIĠI KKONFERMAT PERJODU TA’ KOPERTURA: 2019–01–01 00:00 2019–09–03 00:00 INTERVALL TA’ ĦIN: kull siegħa UNITÀ TA’ KEJL: nmol.mol-√ METODU TA’ KEJL: Spettrometru ta’ ringdown tal-kavità (ICOS strument Id 41) TIP TA’ PRODOTT TA’ DEJTA: L1 TIP TA’ TEĦID TA’ KAMPJUNI: kontinwu POLITIKA DWAR ID-DEJTA: Id-DATA tal-ICOs hija liċenzjata taħt liċenzja internazzjonali ta’ Creative Commons Attribution 4.0 (http://creativecommons.org/licenses/by/4.0/.The: Il-liċenzja tad-data ICOS hija deskritta fuq https://data.icos-cp.eu/licence) Почасови измервания на CO2 за Mace Head за 2019 г., SN41 Мрежа за химия на атмосферата и изменение на климата (AC3) КОД НА СТАНЦИЯТА: MHD ИМЕ НА СТАНЦИЯТА: Мейс Хед КАТЕГОРИЯ НА НАБЛЮДЕНИЕ: Наблюдение на вземането на проби от въздуха на стационарна платформа ДЪРЖАВА/ТЕРИТОРИЯ: Ирландия Височина на измерване: 24,0 м AGL ВИСОЧИНА: 5 m asl ГЕОГРАФСКА ШИРИНА: 53.3261 N ДЪЛЖИНА: —9.9036 Д ТИП НА САЙТА: произход на селските райони ИНСТРУМЕНТАЛНА АПАРАТУРА: PICARRO G1301 ОБХВАТ НА ДАННИТЕ: CO2 ИЗМЕРВАТЕЛНА СКАЛА: ОЧАКВА СЕ ПОТВЪРЖДЕНИЕ ОБХВАЩАЩ ПЕРИОД: 2019—01—01 00:00 2019—09—03 00:00 ВРЕМЕВИ ИНТЕРВАЛ: почасово МЕРНА ЕДИНИЦА: nmol.mol-Ω МЕТОД НА ИЗМЕРВАНЕ: Спектрометър за пръстен на кухината (ICOS инструмент Id 41) ТИП НА ПРОДУКТА: L1 ТИП НА ВЗЕМАНЕ НА ПРОБИ: непрекъснато ПОЛИТИКА ЗА ДАННИТЕ: ICOs DATA е лицензирана под международен лиценз Creative Commons Attribution 4.0 (http://creativecommons.org/licenses/by/4.0/.The лицензът за данни на ICOS е описан на https://data.icos-cp.eu/licence) Mediciones horarias de CO2 para Mace Head para el año 2019, SN41 Red de Química y Cambio Climático de la Atmósfera (AC3) CÓDIGO DE ESTACIÓN: MHD NOMBRE DE LA ESTACIÓN: Cabeza de Mace CATEGORÍA DE OBSERVACIÓN: Observación de muestreo de aire en una plataforma estacionaria PAÍS/TERRITORIO: Irlanda Altura de medición: 24,0 m AGL ALTURA: 5 m asl LA LATITUD: 53.3261 N LONGITUD: —9.9036 E TIPO DE SITIO: fondo rural INSTRUMENTACIÓN: PICARRO G1301 RANGO DE DATOS: CO2 ESCALA DE MEDICIÓN: PENDIENTE DE CONFIRMACIÓN PERÍODO DE COBERTURA: 2019-01-01 00:00 2019-09-03 00:00 INTERVALO DE TIEMPO: por hora UNIDAD DE MEDIDA: nmol.mol... MÉTODO DE MEDICIÓN: Espectrómetro de anillo de cavidad (instrumentoICOS Id 41) TIPO DE PRODUCTO DE DATOS: L1 TIPO DE MUESTREO: continuo POLÍTICA DE DATOS: ICOs DATA está licenciado bajo una licencia internacional Creative Commons Attribution 4.0 (http://creativecommons.org/licenses/by/4.0/.The la licencia de datos ICOS se describe en https://data.icos-cp.eu/licence) Mesures horaires de CO2 pour Mace Head pour l’année 2019, SN41 Réseau de chimie de l’atmosphère et du changement climatique (AC3) CODE DE LA STATION: MHD NOM DE LA STATION: Tête de Mace CATÉGORIE D’OBSERVATION: Observation d’échantillonnage d’air sur une plate-forme stationnaire PAYS/TERRITOIRE: Irlande Hauteur de mesure: 24,0 m AGL ALTITUDE: 5 m asl LATITUDE: 53.3261 N LONGITUDE: —9.9036 E TYPE DE SITE: milieu rural INSTRUMENTATION: PICARRO G1301 PLAGE DE DONNÉES: CO2 ÉCHELLE DE MESURE: À CONFIRMER PÉRIODE DE COUVERTURE: 2019-01-01 00:00 2019-09-03 00:00 INTERVALLE DE TEMPS: heure par heure UNITÉ DE MESURE: nmol.mol-’ MÉTHODE DE MESURE: Spectromètre d’anneau de cavité (instrument ICOS Id 41) TYPE DE PRODUIT DE DONNÉES: L1 TYPE D’ÉCHANTILLONNAGE: continu POLITIQUE DES DONNÉES: ICOs DATA est sous licence Creative Commons Attribution 4.0 (http://creativecommons.org/licenses/by/4.0/.The la licence de données ICOS est décrite sur https://data.icos-cp.eu/licence) Medições horárias de CO2 para Mace Head para o ano 2019, SN41 Rede de Química da Atmosfera e Alterações Climáticas (AC3) CÓDIGO DA ESTAÇÃO: MHD NOME DA ESTAÇÃO: Cabeça de mace CATEGORIA DE OBSERVAÇÃO: Observação da amostragem do ar numa plataforma estacionária PAÍS/TERRITÓRIO: Irlanda Altura da medição: 24,0 milhões de AGL ALTITUDE: 5 m de argila LATITUDE: 53.3261 N LONGITUDE: —9.9036 E TIPO DE SÍTIO: contexto rural INSTRUMENTAÇÃO: PICARRO G1301 GAMA DE DADOS: CO2 ESCALA DE MEDIÇÃO: A CONFIRMAR PERÍODO DE COBERTURA: 2019-01-01 00:00 2019-09-03 00:00 INTERVALO DE TEMPO: horário UNIDADE DE MEDIDA: nmol.mol— MÉTODO DE MEDIÇÃO: Cavidade ringdown Spectrometer (ICOS instrumento Id 41) TIPO DE PRODUTO DE DADOS: L1 TIPO DE AMOSTRAGEM: contínuo POLÍTICA DE DADOS: ICOs DATA é licenciado sob uma licença Creative Commons Atribuição 4.0 internacional (http://creativecommons.org/licenses/by/4.0/.The licença de dados ICOS é descrita em https://data.icos-cp.eu/licence) Погодинний вимірювання CO2 для Mace Head за 2019 рік, SN41 Хімія атмосфери та мережа змін клімату (AC3) КОД СТАНЦІЇ: МХД МХД НАЗВА СТАНЦІЇ: Голова Мейса КАТЕГОРІЯ СПОСТЕРЕЖЕННЯ: Спостереження за відбором повітря на стаціонарній платформі КРАЇНА/ТЕРИТОРІЯ: Україна - Україна Висота вимірювання: 24,0 м AGL ВИСОТА ПІДЙОМУ: 5 м ас ШИРОТА ШИРОТИ: 53.3261 N ДОВГОТА: 9.9036 E ТИП САЙТУ: сільський фон ВИМІРЮВАЛЬНІ ПРИЛАДИ: ПІКАРРО G1301 ДІАПАЗОН ДАНИХ: СО2 СО2 ШКАЛА ВИМІРЮВАННЯ: TBC / TBC ПЕРІОД ПОКРИТТЯ: 2019-01-01 00:00 2019-09-03 00:00 ІНТЕРВАЛ ЧАСУ: час від часу ОДИНИЦЯ ВИМІРЮВАННЯ: nmol.mol-. СПОСІБ ВИМІРЮВАННЯ: Порожнинний кільцевий спектрометр (ІКОС прилад Id 41) ТИП ПРОДУКТУ ДАНИХ: L1 (АНГЛ.) ТИП ВІДБОРУ ПРОБ: безперервний безперервний ПОЛІТИКА ЩОДО ДАНИХ: ICOs DATA ліцензовано за міжнародною ліцензією Creative Commons Attribution 4.0 (http://creativecommons.org/licenses/by/4.0/.The ліцензія на дані ICOS описана в https://data.icos-cp.eu/licence) Misurazioni orarie di CO2 per Mace Head per l'anno 2019, SN41 Clima Chimica e Climate Change Network (AC3) CODICE STAZIONE: MHD NOME DELLA STAZIONE: Testa di Mace CATEGORIA DI OSSERVAZIONE: Osservazione del campionamento dell'aria su una piattaforma stazionaria PAESE/TERRITORIO: Irlanda Altezza di misura: 24,0 m AGL ALTITUDINE: 5 m slm LATITUDINE: 53.3261 N LONGITUDINE: —9.9036 E TIPO DI SITO: fondo rurale STRUMENTAZIONE: PICARRO G1301 GAMMA DI DATI: CO2 SCALA DI MISURA: TBC PERIODO DI COPERTURA: 2019-01-01 00:00 2019-09-03 00:00 INTERVALLO DI TEMPO: ogni ora UNITÀ DI MISURA: nmol.mol— METODO DI MISURAZIONE: Spettrometro dell'anello della cavità (ICOS strumento Id 41) TIPO DI PRODOTTO: L1 TIPO DI CAMPIONAMENTO: continuo POLITICA DEI DATI: ICOs DATA è concesso sotto licenza Creative Commons Attribuzione 4.0 internazionale (http://creativecommons.org/licenses/by/4.0/.The ICOS licenza dati è descritto all'indirizzo https://data.icos-cp.eu/licence) Mjerenja CO2 po satu za Mace Head za 2019. godinu, SN41 Mreža za kemiju atmosfere i klimatske promjene (AC3) BROJ STANICE: MHD NAZIV STANICE: Mace glava KATEGORIJA PROMATRANJA: Promatranje uzorkovanja zraka na stacionarnoj platformi ZEMLJA/PODRUČJE: Irska Visina mjerenja: 24,0 m AGL VISINA: 5 m asl ZEMLJOPISNA ŠIRINA: 53.3261 N DUŽINA: —9.9036 E VRSTA STRANICE: ruralna pozadina INSTRUMENTACIJA: PICARRO G1301 RASPON PODATAKA: CO2 MJERNA LJESTVICA: JOŠ NIJE POTVRĐENO RAZDOBLJE POKRIVANJA: 2019 – 01 – 01 00:00 2019 – 09 – 03 00:00 VREMENSKI INTERVAL: satno MJERNA JEDINICA: nmol.mol-т METODA MJERENJA: Spektrometri prstenastih šupljina (ICOS instrument Id 41) VRSTA PODATKOVNOG PROIZVODA: L1 VRSTA UZORKOVANJA: kontinuirano PODATKOVNA POLITIKA: ICOs DATA je licencirana na temelju međunarodne licence Creative Commons Imenovanje 4.0 (http://creativecommons.org/licenses/by/4.0/.The ICOS dozvola za podatke opisana je na https://data.icos-cp.eu/licence) CO2-metingen per uur voor Mace Head voor het jaar 2019, SN41 Netwerk van atmosfeerchemie en klimaatverandering (AC3) DE CODE VAN HET STATION: MHD NAAM VAN HET STATION: Mace Hoofd OBSERVATIE CATEGORIE: Observatie van luchtbemonstering op een stationair platform LAND/GRONDGEBIED: Ierland De hoogte van de meting: 24,0 m AGL HOOGTE: 5 m asl BREEDTEGRAAD: 53.3261 N LENGTEGRAAD: —9.9036 E SOORT SITE: landelijke achtergrond INSTRUMENTATIE: PICARRO G1301 GEGEVENSBEREIK: CO2 MEETSCHAAL: TBC DEKKINGSPERIODE: 2019-01-01 00:00 2019-09-03 00:00 TIJDSINTERVAL: per uur MEETEENHEID: nmol.mol— MEETMETHODE: De Spectrometer van de holtering (ICOS-instrument Id 41) HET PRODUCTTYPE VAN DE GEGEVENS: L1 STEEKPROEFTYPE: continu GEGEVENSBELEID: ICO’s DATA is gelicentieerd onder een Creative Commons Naamsvermelding 4.0 internationale licentie (http://creativecommons.org/licenses/by/4.0/.The ICOS-gegevenslicentie wordt beschreven op https://data.icos-cp.eu/licence) Măsurarea CO2 pe oră pentru Mace Head pentru anul 2019, SN41 Rețeaua de Chimie și Schimbări Climatice (AC3) CODUL STAȚIEI: ROMÂNĂ NUMELE STAȚIEI: Capul lui Mace CATEGORIE DE OBSERVARE: Observarea eșantionării aerului pe o platformă staționară ȚARĂ/TERITORIU: Irlanda Înălțime de măsurare: 24,0 m AGL ALTITUDINE: 5 m asl LATITUDINE: 53.3261 N LONGITUDINE: —9.9036 E TIPUL SITE-ULUI: mediul rural INSTRUMENTAȚIE: PICARRO G1301 INTERVALUL DE DATE: CO2 SCALA DE MĂSURARE: DE CONFIRMAT PERIOADA DE ACOPERIRE: 2019-01-01 00:00 2019-09-03 00:00 INTERVAL DE TIMP: pe oră UNITATE DE MĂSURĂ: nmol.mol METODA DE MĂSURARE: Cavitatea inelului Spectrometru (ICOS instrument Id 41) TIPUL DE PRODUS DE DATE: L1 TIPUL DE EȘANTIONARE: continuă POLITICA DATELOR: ICOs DATA este licențiată sub licență internațională Creative Commons Attribution 4.0 (http://creativecommons.org/licenses/by/4.0/.The Licența de date ICOS este descrisă la https://data.icos-cp.eu/licence)

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    Authors: Kiesel, Joshua; Link, Heike; Wenzhöfer, Frank;

    Total oxygen uptake rates were assessed by conducting sediment core incubations. After MUC retrieval and sediment core preparation on deck, three cores were taken to a dark, temperature controlled laboratory on board Polarstern that was refrigerated to 2 °C-4 °C. Incubation procedure generally followed the approach described by Link et al. (2013, https://doi.org/10.5194/bg-10-5911-2013).

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    B2FIND
    Dataset . 2019
    Data sources: B2FIND
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    PANGAEA
    Dataset . 2019
    License: CC BY
    Data sources: PANGAEA
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    PANGAEA
    Dataset . 2019
    Data sources: PANGAEA
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      B2FIND
      Dataset . 2019
      Data sources: B2FIND
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      PANGAEA
      Dataset . 2019
      License: CC BY
      Data sources: PANGAEA
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      PANGAEA
      Dataset . 2019
      Data sources: PANGAEA
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    Authors: Zhuang, Guang-Chao; Heuer, Verena B; Lazar, Cassandre Sara; Goldhammer, Tobias; +6 Authors
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    B2FIND
    Dataset . 2017
    Data sources: B2FIND
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    PANGAEA
    Dataset . 2017
    Data sources: PANGAEA
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    PANGAEA
    Dataset . 2017
    License: CC BY
    Data sources: PANGAEA
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      B2FIND
      Dataset . 2017
      Data sources: B2FIND
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      PANGAEA
      Dataset . 2017
      Data sources: PANGAEA
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      PANGAEA
      Dataset . 2017
      License: CC BY
      Data sources: PANGAEA
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    Authors: Miksch, Lukas; Gutow, Lars; Saborowski, Reinhard;

    Bio-degradation assays were performed for bio-based polymers under environmental conditions with controlled temperature and pH using pH Stat titration. Suspensions of PLA and PBS microparticles, produced by e.g. cryo-milling, were incubated with proteolytic and lipolytic enzymes. Rates of hydrolysis, as determined by counter-titration with a diluted base (NaOH), was recorded for two hours. The thermal profile of PLA hydrolysis by protease was investigated. All measurements were conducted under controlled laboratory conditions. The columns headings are abbreviated and mean the following. Min: Duration of the titration in minutes; ml: Volume of added NaOH. Unless otherwise specified, c (NaOH) = 10 mM; pH: pH value of the suspension, set to 8.2; °C: Temperature of the suspension.

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    B2FIND
    Dataset . 2021
    Data sources: B2FIND
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    PANGAEA
    Dataset . 2021
    License: CC BY
    Data sources: PANGAEA
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      B2FIND
      Dataset . 2021
      Data sources: B2FIND
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      PANGAEA
      Dataset . 2021
      License: CC BY
      Data sources: PANGAEA
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    Authors: Keith, David A.; Ferrer-Paris, José R.; Nicholson, Emily; Bishop, Melanie J.; +37 Authors

    This dataset includes the current version of the indicative distribution maps and profiles for Ecosystem Functional Groups - Level 3 of IUCN Global Ecosystem Typology (v2.1). Please refer to Keith et al. (2020) and Keith et al. (2022). The descriptive profiles provide brief summaries of key ecological traits and processes for each functional group of ecosystems to enable any ecosystem type to be assigned to a group. Maps are indicative of global distribution patterns and are not intended to represent fine-scale patterns. The maps show areas of the world containing major (value of 1, coloured red) or minor occurrences (value of 2, coloured yellow) of each ecosystem functional group. Minor occurrences are areas where an ecosystem functional group is scattered in patches within matrices of other ecosystem functional groups or where they occur in substantial areas, but only within a segment of a larger region. Most maps were prepared using a coarse-scale template (e.g. ecoregions), but some were compiled from higher resolution spatial data where available (see details in profiles). Higher resolution mapping is planned in future publications. We emphasise that spatial representation of Ecosystem Functional Groups does not follow higher-order groupings described in respective ecoregion classifications. Consequently, when Ecosystem Functional Groups are aggregated into functional biomes (Level 2 of the Global Ecosystem Typology), spatial patterns may differ from those of biogeographic biomes. Differences reflect the distinctions between functional and biogeographic interpretations of the term, “biome”. The PLuS Alliance supported a workshop in London to initiate development. DAK, EN, RTK, JRFP, JAR & NJM were supported by ARC Linkage Grants LP170101143 and LP180100159 and the MAVA Foundation. The IUCN Commission on Ecosystem Management supported travel for DAK to present aspects of the research to peers and stakeholders at International Congresses on Conservation Biology in 2017 and 2019, and at meetings in Africa, the middle east, and Europe. {"references": ["Keith, David et al. (Eds.) (2020) 'The IUCN Global Ecosystem Typology v2.0: Descriptive profiles for Biomes and Ecosystem Functional Groups'. The International Union for the Conservation of Nature (IUCN), Gland. DOI:10.2305/IUCN.CH.2020.13.en.", "Keith, David et al. (2022) 'A function-based typology for Earth's ecosystems'. Nature DOI:10.1038/s41586-022-05318-4"]}

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    ZENODO
    Dataset . 2023
    License: CC BY
    Data sources: ZENODO
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    ZENODO
    Dataset . 2023
    License: CC BY
    Data sources: Datacite
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    ZENODO
    Dataset . 2023
    License: CC BY
    Data sources: ZENODO
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    ZENODO
    Dataset . 2021
    License: CC BY
    Data sources: Datacite
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    ZENODO
    Dataset . 2023
    License: CC BY
    Data sources: Datacite
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    ZENODO
    Dataset . 2023
    License: CC BY
    Data sources: ZENODO
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    ZENODO
    Dataset . 2023
    License: CC BY
    Data sources: Datacite
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    ZENODO
    Dataset . 2021
    License: CC BY
    Data sources: Datacite
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    Research@WUR
    Dataset . 2021
    Data sources: Research@WUR
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      ZENODO
      Dataset . 2023
      License: CC BY
      Data sources: ZENODO
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      ZENODO
      Dataset . 2023
      License: CC BY
      Data sources: Datacite
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      ZENODO
      Dataset . 2023
      License: CC BY
      Data sources: ZENODO
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      ZENODO
      Dataset . 2021
      License: CC BY
      Data sources: Datacite
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      ZENODO
      Dataset . 2023
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      Data sources: Datacite
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      ZENODO
      Dataset . 2023
      License: CC BY
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      Dataset . 2023
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      Data sources: Datacite
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      Dataset . 2021
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      Research@WUR
      Dataset . 2021
      Data sources: Research@WUR
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    Mediciones por hora de FIDAS para Malin Head para el año 2019 Red de Química y Cambio Climático de la Atmósfera (AC3) De la estación: Jefe de Malin (CRP) Coordenadas:52.º 22′ N, 7.º 20′ O ALTURA:22 m asl Altura de medición: 5 m Tipo de sitio:fondo rural Instrumentación:Fidas (dispositivo de medición de polvo fino) Rango de datos: PM1,PM2.5, PM 4 y PM10 Unidades: microgramos/m³ Hora: UTC Promedio de una hora Número de serie del instrumento:PENDIENTE DE CONFIRMACIÓN Información de calibración: Calibrado anualmente Nivel de datos. Los datos tienen QA'd y todos los valores espurios/cero/negativos se han eliminado.Mediciones por hora de FIDAS para Malin Head para el año 2019 Red de Química y Cambio Climático de la Atmósfera (AC3) De la estación: Jefe de Malin (CRP) Coordenadas: 52.º 22′ N, 7.º 20′ O ALTURA: 22 m asl Altura de medición: 5 m Tipo de sitio: fondo rural Instrumentación: Fidas (dispositivo de medición de polvo fino) Rango de datos: PM1,PM2.5, PM 4 y PM10 Unidades: microgramos/m³ Hora: UTC Promedio de una hora Número de serie del instrumento: PENDIENTE DE CONFIRMACIÓN Información de calibración: Calibrado anualmente Nivel de datos. Los datos tienen QA'd y todos los valores espurios/cero/negativos se han eliminado. Valandiniai FIDAS matavimai Malin Head 2019 metams Atmosferos chemijos ir klimato kaitos tinklas (AC3) Stotelės: Malin Head (CRP) Koordinatės:52° 22′ ŠIAURĖS PLATUMOS, 7° 20′ VAKARŲ ILGUMOS AUKŠTIS: 22 m asl Matavimo aukštis: 5 m Svetainės tipas:kaimo fonas Instrumentai: Fidas (Fine dulkių matavimo prietaisas) Duomenų diapazonas: PM1, PM2.5, PM 4 ir PM10 Vienetų skaičius: mikrogramai/m³ Laikas: UTC Vienos valandos vidurkis Priemonės serijos numeris: DAR NEPATVIRTINTA Kalibravimo informacija:Kalibruojama kasmet Duomenų lygis.Duomenys turi QA’d ir visos netikros/neigiamos/neigiamos vertės buvo pašalintos. Atmosferos chemijos ir klimato kaitos tinklas (AC3) Stotelės:Malin Head (CRP) Koordinatės: 52° 22′ ŠIAURĖS PLATUMOS, 7° 20′ VAKARŲ ILGUMOS AUKŠTIS: 22 m asl Matavimo aukštis: 5 m Svetainės tipas: kaimo fonas Instrumentai: Fidas (Fine dulkių matavimo prietaisas) Duomenų diapazonas: PM1, PM2.5, PM 4 ir PM10 Vienetų skaičius: mikrogramai/m³ Laikas: UTC Vienos valandos vidurkis Priemonės serijos numeris: DAR NEPATVIRTINTA Kalibravimo informacija: Kalibruojama kasmet Duomenų lygis. Duomenys turi QA’d ir visos netikros/neigiamos/neigiamos vertės buvo pašalintos. Misurazioni FIDAS orarie per Malin Head per l'anno 2019 Clima Chimica e Climate Change Network (AC3) Stazione:Testa di Malin (CRP) Le coordinate: 52º 22′ N, 7º 20′ O ALTITUDINE:22 m s.l.m. Altezza di misura:5 m Tipo di sito:fondo rurale Strumentazione: Fidas (Dispositivo di misura della polvere fine) Gamma di dati: PM1,PM2.5, PM 4 e PM10 Unità di misura: microgrammi/m³ Tempo di consegna:TERMINI E CONDIZIONI Media di un'ora Numero di serie dello strumento: TBC Informazioni di calibrazione: Calibrato annualmente Livello di dati.I dati hanno QA'd e tutti i valori spuri/zero/negativi sono stati rimossi. Clima Chimica e Climate Change Network (AC3) Stazione: Testa di Malin (CRP) Le coordinate: 52º 22′ N, 7º 20′ O ALTITUDINE: 22 m s.l.m. Altezza di misura: 5 m Tipo di sito: fondo rurale Strumentazione: Fidas (Dispositivo di misura della polvere fine) Gamma di dati: PM1,PM2.5, PM 4 e PM10 Unità di misura: microgrammi/m³ Tempo di consegna: TERMINI E CONDIZIONI Media di un'ora Numero di serie dello strumento: TBC Informazioni di calibrazione: Calibrato annualmente Livello di dati. I dati hanno QA'd e tutti i valori spuri/zero/negativi sono stati rimossi. Satna mjerenja FIDAS-a za Malin Head za 2019. godinu Mreža za kemiju atmosfere i klimatske promjene (AC3) Stanica:Malin Head (CRP) Koordinate:52° 22′ S, 7° 20′ Z VISINA: 22 m asl Visina mjerenja:5 m Vrsta stranice: ruralna pozadina Instrumentacija: Fidas (uređaj za mjerenje fine prašine) Raspon podataka:PM1,PM2,5, PM 4 i PM10 Jedinice:mikrogrami/m³ Vrijeme:UTC Jednosatni prosjek Serijski broj instrumenta: JOŠ NIJE POTVRĐENO Informacije o kalibraciji:Kalibrirana na godišnjoj razini Razina podataka. Podaci imaju QA'd i sve lažne/nula/negativne vrijednosti su uklonjene.Satna mjerenja FIDAS-a za Malin Head za 2019. godinu Mreža za kemiju atmosfere i klimatske promjene (AC3) Stanica: Malin Head (CRP) Koordinate: 52° 22′ S, 7° 20′ Z VISINA: 22 m asl Visina mjerenja: 5 m Vrsta stranice: ruralna pozadina Instrumentacija: Fidas (uređaj za mjerenje fine prašine) Raspon podataka: PM1,PM2,5, PM 4 i PM10 Jedinice: mikrogrami/m³ Vrijeme: UTC Jednosatni prosjek Serijski broj instrumenta: JOŠ NIJE POTVRĐENO Informacije o kalibraciji: Kalibrirana na godišnjoj razini Razina podataka. Podaci imaju QA'd i sve lažne/nula/negativne vrijednosti su uklonjene. Погодинний вимірювання FIDAS для Малін Голова на 2019 рік Хімія атмосфери та мережа змін клімату (AC3) Станція метро:Малін Голова (CRP) Географічні координати міста: 52 ° 22′ N, 7° 20′ ВТ ВИСОТА ПІДЙОМУ:22 м с. Висота вимірювання:5 м Тип сайту:сільський фон Вимірювальні прилади: Fidas (пристрій для точного вимірювання пилу) Діапазон даних: PM1,PM2.5, PM 4 і PM10 Кількість одиниць: мікрограми/м³ Час роботи:СТВОРЕННЯ UTC Середня година Серійний номер приладу: TBC / TBC Інформація про калібрування: Відкалібрований щорічно Рівень даних.Дані QA'd і всі помилкові/нуль/негативні значення були видалені. Хімія атмосфери та мережа змін клімату (AC3) Станція метро: Малін Голова (CRP) Географічні координати міста: 52 ° 22′ N, 7° 20′ ВТ ВИСОТА ПІДЙОМУ: 22 м с. Висота вимірювання: 5 м Тип сайту: сільський фон Вимірювальні прилади: Fidas (пристрій для точного вимірювання пилу) Діапазон даних: PM1,PM2.5, PM 4 і PM10 Кількість одиниць: мікрограми/м³ Час роботи: СТВОРЕННЯ UTC Середня година Серійний номер приладу: TBC / TBC Інформація про калібрування: Відкалібрований щорічно Рівень даних. Дані QA'd і всі помилкові/нуль/негативні значення були видалені. Măsurători FIDAS orare pentru Malin Head pentru anul 2019 Rețeaua de Chimie și Schimbări Climatice (AC3) Stație: Malin Head (CRP) Coordonate:52° 22′ N, 7° 20′ V ALTITUDINE:22 m asl Înălțime de măsurare: 5 m Tipul site-ului:mediul rural Instrumentație:Fidas (dispozitiv de măsurare a prafului fin) Intervalul de date: PM1, PM2.5,PM 4 și PM10 Unități: micrograme/m³ Timp: ROMÂNĂ Medie de o oră Numărul de serie al instrumentului:DE CONFIRMAT Informații de calibrare: Calibrare anuală Nivelul datelor. Datele au QA’d și toate valorile false/zero/negative au fost eliminate.Măsurători FIDAS orare pentru Malin Head pentru anul 2019 Rețeaua de Chimie și Schimbări Climatice (AC3) Stație:Malin Head (CRP) Coordonate: 52° 22′ N, 7° 20′ V ALTITUDINE:22 m asl Înălțime de măsurare: 5 m Tipul site-ului: mediul rural Instrumentație: Fidas (dispozitiv de măsurare a prafului fin) Intervalul de date: PM1, PM2.5,PM 4 și PM10 Unități: micrograme/m³ Timp: ROMÂNĂ Medie de o oră Numărul de serie al instrumentului: DE CONFIRMAT Informații de calibrare: Calibrare anuală Nivelul datelor. Datele au QA’d și toate valorile false/zero/negative au fost eliminate. Cogodzinne pomiary FIDAS dla Malin Head za rok 2019 Sieć Chemii i Zmian Klimatu (AC3) Miejsca na pobyt w pobliżu:Głowa Malin (CRP) Współrzędne:52° 22′ N, 7° 20′ W WYSOKOŚĆ: 22 m n.p.m. Wysokość pomiaru: 5 m Typ strony:tło wiejskie Oprzyrządowanie: Fidas (urządzenie do pomiaru pyłu) Zakres danych: PM1, PM2.5, PM 4 i PM10 Jednostki jednostkowe:mikrogramy/m³ Czas:INFORMACJE O UTC Średnia godzina Numer seryjny przyrządu:DO POTWIERDZENIA Informacje o kalibracji: Kalibrowane co roku Poziom danych.Dane mają QA’d i wszystkie błędne/zero/ujemne wartości zostały usunięte. Sieć Chemii i Zmian Klimatu (AC3) Miejsca na pobyt w pobliżu:Głowa Malin (CRP) Współrzędne: 52° 22′ N, 7° 20′ W WYSOKOŚĆ: 22 m n.p.m. Wysokość pomiaru: 5 m Typ strony: tło wiejskie Oprzyrządowanie: Fidas (urządzenie do pomiaru pyłu) Zakres danych: PM1, PM2.5, PM 4 i PM10 Jednostki jednostkowe: mikrogramy/m³ Czas: INFORMACJE O UTC Średnia godzina Numer seryjny przyrządu: DO POTWIERDZENIA Informacje o kalibracji: Kalibrowane co roku Poziom danych. Dane mają QA’d i wszystkie błędne/zero/ujemne wartości zostały usunięte. Timliga FIDAS-mätningar för Malin Head för år 2019 Nätverk för atmosfärkemi och klimatförändringar (AC3) Station: Malin Head (CRP) Koordinater:52° 22′ N, 7° 20′ W HÖJD: 22 m asl Mäthöjd: 5 m Webbplatstyp:landsbygdsbakgrund Instrumentering: Fidas (sju dammmätningsanordning) Dataområde: PM1,PM2.5, PM 4 och PM10 Antal enheter: mikrogram/m³ Tid:UTC En timme i genomsnitt Instrumentets serienummer:TBC Kalibreringsinformation: Kalibrerad årligen Datanivå. Data har QA’d och alla falska/noll/negativa värden har tagits bort.Timliga FIDAS-mätningar för Malin Head för år 2019 Nätverk för atmosfärkemi och klimatförändringar (AC3) Station: Malin Head (CRP) Koordinater: 52° 22′ N, 7° 20′ W HÖJD: 22 m asl Mäthöjd: 5 m Webbplatstyp: landsbygdsbakgrund Instrumentering: Fidas (sju dammmätningsanordning) Dataområde: PM1,PM2.5, PM 4 och PM10 Antal enheter: mikrogram/m³ Tid: UTC En timme i genomsnitt Instrumentets serienummer: TBC Kalibreringsinformation: Kalibrerad årligen Datanivå. Data har QA’d och alla falska/noll/negativa värden har tagits bort. Óránkénti FIDAS mérések Malin Head esetében 2019 évben Légköri kémia és éghajlat-változási hálózat (AC3) Állomás:Malin Head (CRP) Koordináta: É. SZ. 52° 22′, NY. H. 7° 20′ MAGASSÁG:22 m asl Mérési magasság:5 m Az oldal típusa:vidéki háttér Műszerek: Fidas (finom pormérő készülék) Adattartomány: PM1, PM2.5, PM 4 és PM10 Egységek: mikrogramm/m³ Az idő:UTC (UTOLSÓ Egy óra átlag Műszer sorozatszáma: TBC. Kalibrálási információk: Évente kalibrálva Az adatok szintje.Az adatok minősítettek, és minden hamis/negatív/negatív értéket eltávolítottak. Légköri kémia és éghajlat-változási hálózat (AC3) Állomás: Malin Head (CRP) Koordináta: É. SZ. 52° 22′, NY. H. 7° 20′ MAGASSÁG: 22 m asl Mérési magasság: 5 m Az oldal típusa: vidéki háttér Műszerek: Fidas (finom pormérő készülék) Adattartomány: PM1, PM2.5, PM 4 és PM10 Egységek: mikrogramm/m³ Az idő: UTC (UTOLSÓ Egy óra átlag Műszer sorozatszáma: TBC. Kalibrálási információk: Évente kalibrálva Az adatok szintje. Az adatok minősítettek, és minden hamis/negatív/negatív értéket eltávolítottak. Почасови измервания на FIDAS за Malin Head за 2019 г. Мрежа за химия на атмосферата и изменение на климата (AC3) Станция: Malin Head (CRP) Координати: 52° 22′ С.Ш., 7° 20′ З.Д. ВИСОЧИНА: 22 m asl Височина на измерване: 5 м Тип на сайта: произход на селските райони Инструментална апаратура: Fidas (устройство за измерване на фин прах) Обхват на данните: PM1,PM2.5,PM4 и PM10 Единици: микрограми/m³ Време: UTC Средно за един час Сериен номер на инструмента: ОЧАКВА СЕ ПОТВЪРЖДЕНИЕ Информация за калибриране: Калибрирани ежегодно Ниво на данните. Данните имат QA’d и всички фалшиви/нулеви/отрицателни стойности са премахнати.

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    Authors: Kazanidis, Georgios; Henry, Lea-Anne; Vad, Johanne; Johnson, Clare; +2 Authors
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    B2FIND
    Dataset . 2020
    Data sources: B2FIND
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    PANGAEA
    Dataset . 2020
    Data sources: PANGAEA
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    PANGAEA
    Dataset . 2020
    License: CC BY
    Data sources: PANGAEA
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      B2FIND
      Dataset . 2020
      Data sources: B2FIND
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      PANGAEA
      Dataset . 2020
      Data sources: PANGAEA
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      PANGAEA
      Dataset . 2020
      License: CC BY
      Data sources: PANGAEA
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    Authors: Landwehr, Sebastian; Thomas, Jenny; Gorodetskaya, Irina; Thurnherr, Iris; +2 Authors

    Dataset abstract This dataset contains quality-checked meteorological observations of air temperature, relative humidity, dew point, barometric pressure and observations of downwelling solar radiation and ultraviolet radiation. Further it contains the wind speed and direction relative to the ship but not corrected for air-flow distortion, and translated into the earth reference frame. For each of these variables observations are available from a portside and starboard side sensor. The dataset also contains, cloud base height and sky cover at three levels measured with a Ceilometer. As additional information the solar azimuth and altitude angle have been calculated for the ship’s position every five minutes and have been added as a one-minute time series using the nearest value. The ship’s position, heading, course and speed over ground are also provided. The wind speed measurements were made at a height of approximately 30.5 meters above sea level. The measurement height of the temperature and humidity probes is 23.7 meters above sea level. The barometric pressure was measured at 20 meters above sea level. The observations have been screened for implausible values and on some occasions despiking based on visual inspection and a rolling interquartile range filter have been applied. Solar radiation measurements are affected by shadowing of the ship, and the air temperature and humidity by the heating of air that passes over the ship. Masks are provided to flag affected observations. The wind speed readings are affected by airflow distortion and should be used with consideration until a dataset of corrected wind speeds is published. More details on airflow distortion can be requested from the contact person. Dataset contents ACE_filtered_meteorological_data_1min.csv, data file, comma-separated values diff_TA1_TA3_WDR2_5min_1.png, metadata, portable network graphics ratio_SR1_SR3_solangle_5min_1.png, metadata, portable network graphics data_file_header.txt, metadata, text README.txt, metadata, text ace_filtered_meteorological_data_change_log.txt, metadata, text Change log v1.1 - The range check for skycover (SC) and cloudlevel (CL) was added to the quality-checking routines. 53 data points violated the range check for these variables: these have now been marked as NaN. v1.0 - Initial release of verified meteorological data. Dataset license This meteorological dataset is made available under the Creative Commons Attribution 4.0 International License (CC BY 4.0) whose full description can be found at https://creativecommons.org/licenses/by/4.0/ {"references": ["Smith, Shawn R., Mark A. Bourassa, and Ryan J. Sharp. Establishing More Truth in True Winds. JOURNAL OF ATMOSPHERIC AND OCEANIC TECHNOLOGY 16 (1999): 14.", "Stull, Roland. Wet-Bulb Temperature from Relative Humidity and Air Temperature. 2011. Journal of Applied Meteorology and Climatology 50, no. 11 (9 September 2011): 2267\u201369. https://doi.org/10.1175/JAMC-D-11-0143.1."]} The Antarctic Circumnavigation Expedition was made possible by funding from the Swiss Polar Institute and Ferring Pharmaceuticals. Antarctic Circumnavigation Expedition – Delivering Added value To Antarctica (ACE-DATA) is funded by the Swiss Data Science Center as Project number 17-02.

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    ZENODO
    Dataset . 2019
    License: CC BY
    Data sources: Datacite
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    ZENODO
    Dataset . 2019
    Data sources: ZENODO
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    ZENODO
    Dataset . 2019
    License: CC BY
    Data sources: ZENODO
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    ZENODO
    Dataset . 2019
    License: CC BY
    Data sources: Datacite
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      ZENODO
      Dataset . 2019
      License: CC BY
      Data sources: Datacite
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      ZENODO
      Dataset . 2019
      Data sources: ZENODO
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      ZENODO
      Dataset . 2019
      License: CC BY
      Data sources: ZENODO
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      ZENODO
      Dataset . 2019
      License: CC BY
      Data sources: Datacite
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  • Authors: Cipriani, Vittoria; Goldenberg, Silvan; Connell, Sean; Ravasi, Timothy; +1 Authors

    # Can niche plasticity mediate species persistence under ocean acidification? [https://doi.org/10.5061/dryad.x0k6djhtq](https://doi.org/10.5061/dryad.x0k6djhtq) This dataset originates from a study investigating the impact of ocean acidification on a temperate rocky reef fish assemblage using natural CO2 vents as analogues. The dataset covers various niche dimensions, including trophic, habitat, and behavioural niches. The study focused on how fish niches are modified in response to ocean acidification, assessing changes in breadth, shift, and overlap with other species between the acidified site and the control site. ## Description of the data and file structure #### Raw\_single\_niche\_data The “*Raw_single_niche_data*” dataset consists of seven spreadsheets, each sharing two essential columns: 'group' and 'community'. These columns are crucial for subsequent analysis using the SIBER framework. **group** = species * Common = common triplefin, *Forsterygion lapillum* * Yaldwyn = Yaldwyn’s triplefin, *Notoclinops yaldwyni* * Blue_eyed = blue-eyed triplefin, *Notoclinops segmentatus* * Blenny = crested blenny, *Parablennius laticlavius* **community** = treatment * C = control * V = CO2 vents **Description of the seven spreadsheets:** 1. **Isotopes -** the dataset includes ratios of 13C/12C and 15N/14N expressed in the conventional δ notation as parts per thousand deviation from international standards. Stable isotopes were derived from a total of 251 fishes collected across three years of sampling. iso1= δ13C iso2= δ15N 2. **Stomach volumetric** - The dataset includes estimated volumetric measures of stomach contents, where the volume contribution of each prey category relative to the total stomach content (100%) was visually estimated. Data were collected between 2018 and 2019. The stomach content was analysed with this method for common triplefin, Yaldwyn's triplefin, blue eyed triplefin and crested blenny. There are 19 prey categories. 3. **Stomach count** - All prey items were counted in 10 prey categories: copepods, ostracods, polychaetes, amphipods, gastropods, bivalves, tanaids, mites, isopods , and others. Digested items that were not identifiable were excluded from the analysis. The stomach content was analysed with this method for common triplefin, Yaldwyn's triplefin and blue eyed triplefin. 4. **Stomach biomass -** The dataset includes calculated biomass derived from the mass of prey subsamples within each category, multiplied by their count. 5. **Habitat** - The microhabitat occupied and habitat orientation (horizontal, angled and vertical) was recorded using free roaming visual surveys on SCUBA (February 2018). *Microhabitat types:* t. = turf algae <10 cm in height ca. = erect calcareous algae cca. = crustose coralline algae b. = bare rocky substratum sp. = encrusting fleshy green algae cobble. = cobbles (~0.5–2 cm in diameter) *Type of surface orientation:* hor = horizontal angle = angled vert = vertical 6. **Behaviour** - Behavioural variables quantified from underwater footage and expressed as rates per minute. The behaviours are: swimming, jumping, feeding, attacking and fleeing from an attack. 7. **Aquarium**: Data from an aquarium experiment involving *Forsterygion lapillum and Notoclinops yaldwyni*, showing the proportion of time spent in available habitat types to assess habitat preference in controlled conditions. Time in each habitat type and spent in activity was derived from video recordings of 10 minutes and expressed as a proportion of total observation time. Common = common triplefin, *Forsterygion lapillum* Yaldwyn = Yaldwyn’s triplefin, *Notoclinops yaldwyni* Common.c = common triplefin in presence of Yaldwyn’s triplefin Yaldwyn.c = Yaldwyn’s triplefin in presence of common triplefin turf.horizontal = time spent on horizontal turf substratum bare.horizontal = time spent on horizontal bare substratum turf.vertical = time spent on vertical turf substratum bottom = time spent on the bottom of the tank swimming = time spent swimming aquarium.wall = time spent on the walls of the tank switches = numbers of changes between habitats #### Unified\_overlap\_dataset The *“Unified_overlap_dataset”* consists of ten spreadsheets, each sharing “id”, “year”, “location” and “species “column (with few exceptions detailed). These first columns need to be factors for analysis using the Unified overlap framework. We used the R scripts provided in the original study ([Geange et al, 2011](https://doi.org/10.1111/j.2041-210X.2010.00070.x)), as detailed in the manuscript. Data for control and vents are in separate data sheets, with C = control and V = vent. **Id**: sample number **Year:** year the data were collected **Location:** North (n) or South (s), site location **Species**: fish species * Common = common triplefin, *Forsterygion lapillum* * Yaldwyn = Yaldwyn’s triplefin, *Notoclinops yaldwyni* * Blue_eyed = blue-eyed triplefin, *Notoclinops segmentatus* * Blenny = crested blenny, *Parablennius laticlavius* We used the same data as per previous section. **Isotopes C and Isotopes V:** * iso1= δ13C * iso2= δ15N **Diet V and Diet C:** For **stomach content**: we used only volumetric stomach content data as inclusive of all species of interest. It is not raw data, but we used the reduced dimension obtained from nonmetric multidimensional scaling (nMDS), thus the 2 columns resulting from this analysis are vol1 and vol2. Raw data are in the datasheet **Stomach volumetric** in the “*Raw_single_niche_data*” dataset. **Habitat association C and Habitat association V** / **Habitat - C and Habitat - V** For **Habitat association**, the columns are id, species, habitat and position. The habitat association for each species is categorical based on habitat occupied and position (e.g., turf - vertical). Information for Crested blenny were extracted from the behavioural video recordings (with each video being a replicate). The dataset is then linked to **Habitat cover** in both control (C) and vent (V) sites to determine the choice of the habitat based on habitat availability. Therefore, the habitat cover only presents the percentage cover of each habitat type at control and vent. *Habitat:* turf = turf algae <10 cm in height ca = erect calcareous algae cca = crustose coralline algae barren = bare rocky substratum sp = encrusting fleshy green algae cobble = cobbles (~0.5–2 cm in diameter) sand = sand *Position:* hor = horizontal angle = angled vert = vertical **Behaviour C and Behaviour V**: Behavioural variables quantified from underwater footage and expressed as rates per minute. The behaviours are: swimming, jumping, feeding, attacking and fleeing from an attack. Reference: Geange, S. W., Pledger, S., Burns, K. C., & Shima, J. S. (2011). A unified analysis of niche overlap incorporating data of different types. *Methods in Ecology and Evolution*, 2(2), 175-184. [https://doi.org/10.1111/j.2041-210X.2010.00070.x](https://doi.org/10.1111/j.2041-210X.2010.00070.x) We used a small hand net and a mixture of ethanol and clove oil to collect the four species of interest (Forsterygion lapillum, Notoclinops yaldwyni, Notoclinops segmentatus and Parablennius laticlavius) at both control and vent sites over four years. For stable isotope analysis, white muscle tissue was extracted from each fish and oven-dried at 60 °C. The dried tissue was subsequently ground using a ball mill. Powdered muscle tissue from each fish was individually weighed into tin capsules and analysed for stable δ 15N and δ13C isotopes. Samples were combusted in an elemental analyser (EuroVector, EuroEA) coupled to a mass spectrometer (Nu Instruments Horizon) at the University of Adelaide. We then analysed the isotopic niche in SIBER. For stomach content analysis the entire gut was extracted from each fish. Using a stereomicroscope, for count and biomass, all prey items in the stomach were counted first. For each prey category, well-preserved individuals were photographed and their mass was calculated based on length and width. The average mass per individual for each category was then multiplied by the count to determine total prey biomass. For the volumetric method, the volume contribution of each prey category relative to the total stomach content was visually estimated (algae were accounted for). Digested items that were not identifiable were excluded from the analysis. Each stomach content dataset was reduced to two dimensions with non-metric multidimensional scaling (nMDS) to be then analysed in SIBER. To assess habitat choice, visual surveys were conducted on SCUBA, to record the microhabitat type and orientation occupied by Forsterygion lapillum, Notoclinops yaldwyni and Notoclinops segmentatus. The resulting dataset comprised a total of 17 distinct combinations of habitat types and surface orientations. The dataset was simplified to two dimensions using correspondence analysis (CA) for subsequent SIBER analysis. Fish behaviour was assessed using GoPro cameras both in situ and during controlled aquarium experiments. In the field, recordings lasted 30 minutes across 4 days, with analysis conducted using VLC. Initial acclimation and periodic intervals (10 minutes every 5 minutes) were excluded from analysis. In controlled aquarium settings, individuals of Forsterygion lapillum and Notoclinops yaldwyni were observed both in isolation and paired. Their habitat preference, surface orientation, and activity levels were recorded for 10 minutes to assess behaviour independent of external influences. Both datasets were dimensionally reduced for analysis in SIBER: non-metric multidimensional scaling (nMDS) was applied to the in situ behavioral data, while principal component analysis (PCA) was used for the aquarium experiments. Unified analysis of niche overlap We quantified the local realised niche space for each fish species at control and vent along the four niche classes, adapting the data as follows: isotopes (continuous data): raw data. stomach content (continuous data): reduced dimension from the volumetric measure of the previous step. habitat association (elective score): habitat and orientation preference linked to Manly’s Alpha association matrix. behaviour (continuous data): raw data. Global change stressors can modify ecological niches of species, and hence alter ecological interactions within communities and food webs. Yet, some species might take advantage of a fast-changing environment, and allow species with high niche plasticity to thrive under climate change. We used natural CO2 vents to test the effects of ocean acidification on niche modifications of a temperate rocky reef fish assemblage. We quantified three ecological niche traits (overlap, shift, and breadth) across three key niche dimensions (trophic, habitat, and behavioural). Only one species increased its niche width along multiple niche dimensions (trophic and behavioural), shifted its niche in the remaining (habitat), and was the only species to experience a highly increased density (i.e. doubling) at vents. The other three species that showed slightly increased or declining densities at vents only displayed a niche width increase in one (habitat niche) out of seven niche metrics considered. This niche modification was likely in response to habitat simplification (transition to a system dominated by turf algae) under ocean acidification. We further show that at the vents, the less abundant fishes have a negligible competitive impact on the most abundant and common species. Hence, this species appears to expand its niche space overlapping with other species, consequently leading to lower abundances of the latter under elevated CO2. We conclude that niche plasticity across multiple dimensions could be a potential adaptation in fishes to benefit from a changing environment in a high-CO2 world. 

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    Kejl ta’ CO2 fis-siegħa għal Mace Head għas-sena 2019, SN41 Netwerk dwar il-Kimika u t-Tibdil fil-Klima (AC3) KODIĊI TAL-ISTAZZJON: MHD ISEM L-ISTAZZJON: Ras Mace KATEGORIJA TA’ OSSERVAZZJONI: Osservazzjoni tat-teħid ta’ kampjuni tal-arja fi pjattaforma Stazzjonarja PAJJIŻ/TERRITORJU: L-Irlanda L-għoli tal-kejl: 24.0 m AGL ALTITUDNI: 5 m asl LATITUDNI: 53.3261 N LONĠITUDNI: —9.9036 E TIP TA’ SIT: sfond rurali STRUMENTAZZJONI: PICARRO G1301 FIRXA TA’ DEJTA: CO2 SKALA TA’ KEJL: GĦAD IRID JIĠI KKONFERMAT PERJODU TA’ KOPERTURA: 2019–01–01 00:00 2019–09–03 00:00 INTERVALL TA’ ĦIN: kull siegħa UNITÀ TA’ KEJL: nmol.mol-√ METODU TA’ KEJL: Spettrometru ta’ ringdown tal-kavità (ICOS strument Id 41) TIP TA’ PRODOTT TA’ DEJTA: L1 TIP TA’ TEĦID TA’ KAMPJUNI: kontinwu POLITIKA DWAR ID-DEJTA: Id-DATA tal-ICOs hija liċenzjata taħt liċenzja internazzjonali ta’ Creative Commons Attribution 4.0 (http://creativecommons.org/licenses/by/4.0/.The: Il-liċenzja tad-data ICOS hija deskritta fuq https://data.icos-cp.eu/licence) Почасови измервания на CO2 за Mace Head за 2019 г., SN41 Мрежа за химия на атмосферата и изменение на климата (AC3) КОД НА СТАНЦИЯТА: MHD ИМЕ НА СТАНЦИЯТА: Мейс Хед КАТЕГОРИЯ НА НАБЛЮДЕНИЕ: Наблюдение на вземането на проби от въздуха на стационарна платформа ДЪРЖАВА/ТЕРИТОРИЯ: Ирландия Височина на измерване: 24,0 м AGL ВИСОЧИНА: 5 m asl ГЕОГРАФСКА ШИРИНА: 53.3261 N ДЪЛЖИНА: —9.9036 Д ТИП НА САЙТА: произход на селските райони ИНСТРУМЕНТАЛНА АПАРАТУРА: PICARRO G1301 ОБХВАТ НА ДАННИТЕ: CO2 ИЗМЕРВАТЕЛНА СКАЛА: ОЧАКВА СЕ ПОТВЪРЖДЕНИЕ ОБХВАЩАЩ ПЕРИОД: 2019—01—01 00:00 2019—09—03 00:00 ВРЕМЕВИ ИНТЕРВАЛ: почасово МЕРНА ЕДИНИЦА: nmol.mol-Ω МЕТОД НА ИЗМЕРВАНЕ: Спектрометър за пръстен на кухината (ICOS инструмент Id 41) ТИП НА ПРОДУКТА: L1 ТИП НА ВЗЕМАНЕ НА ПРОБИ: непрекъснато ПОЛИТИКА ЗА ДАННИТЕ: ICOs DATA е лицензирана под международен лиценз Creative Commons Attribution 4.0 (http://creativecommons.org/licenses/by/4.0/.The лицензът за данни на ICOS е описан на https://data.icos-cp.eu/licence) Mediciones horarias de CO2 para Mace Head para el año 2019, SN41 Red de Química y Cambio Climático de la Atmósfera (AC3) CÓDIGO DE ESTACIÓN: MHD NOMBRE DE LA ESTACIÓN: Cabeza de Mace CATEGORÍA DE OBSERVACIÓN: Observación de muestreo de aire en una plataforma estacionaria PAÍS/TERRITORIO: Irlanda Altura de medición: 24,0 m AGL ALTURA: 5 m asl LA LATITUD: 53.3261 N LONGITUD: —9.9036 E TIPO DE SITIO: fondo rural INSTRUMENTACIÓN: PICARRO G1301 RANGO DE DATOS: CO2 ESCALA DE MEDICIÓN: PENDIENTE DE CONFIRMACIÓN PERÍODO DE COBERTURA: 2019-01-01 00:00 2019-09-03 00:00 INTERVALO DE TIEMPO: por hora UNIDAD DE MEDIDA: nmol.mol... MÉTODO DE MEDICIÓN: Espectrómetro de anillo de cavidad (instrumentoICOS Id 41) TIPO DE PRODUCTO DE DATOS: L1 TIPO DE MUESTREO: continuo POLÍTICA DE DATOS: ICOs DATA está licenciado bajo una licencia internacional Creative Commons Attribution 4.0 (http://creativecommons.org/licenses/by/4.0/.The la licencia de datos ICOS se describe en https://data.icos-cp.eu/licence) Mesures horaires de CO2 pour Mace Head pour l’année 2019, SN41 Réseau de chimie de l’atmosphère et du changement climatique (AC3) CODE DE LA STATION: MHD NOM DE LA STATION: Tête de Mace CATÉGORIE D’OBSERVATION: Observation d’échantillonnage d’air sur une plate-forme stationnaire PAYS/TERRITOIRE: Irlande Hauteur de mesure: 24,0 m AGL ALTITUDE: 5 m asl LATITUDE: 53.3261 N LONGITUDE: —9.9036 E TYPE DE SITE: milieu rural INSTRUMENTATION: PICARRO G1301 PLAGE DE DONNÉES: CO2 ÉCHELLE DE MESURE: À CONFIRMER PÉRIODE DE COUVERTURE: 2019-01-01 00:00 2019-09-03 00:00 INTERVALLE DE TEMPS: heure par heure UNITÉ DE MESURE: nmol.mol-’ MÉTHODE DE MESURE: Spectromètre d’anneau de cavité (instrument ICOS Id 41) TYPE DE PRODUIT DE DONNÉES: L1 TYPE D’ÉCHANTILLONNAGE: continu POLITIQUE DES DONNÉES: ICOs DATA est sous licence Creative Commons Attribution 4.0 (http://creativecommons.org/licenses/by/4.0/.The la licence de données ICOS est décrite sur https://data.icos-cp.eu/licence) Medições horárias de CO2 para Mace Head para o ano 2019, SN41 Rede de Química da Atmosfera e Alterações Climáticas (AC3) CÓDIGO DA ESTAÇÃO: MHD NOME DA ESTAÇÃO: Cabeça de mace CATEGORIA DE OBSERVAÇÃO: Observação da amostragem do ar numa plataforma estacionária PAÍS/TERRITÓRIO: Irlanda Altura da medição: 24,0 milhões de AGL ALTITUDE: 5 m de argila LATITUDE: 53.3261 N LONGITUDE: —9.9036 E TIPO DE SÍTIO: contexto rural INSTRUMENTAÇÃO: PICARRO G1301 GAMA DE DADOS: CO2 ESCALA DE MEDIÇÃO: A CONFIRMAR PERÍODO DE COBERTURA: 2019-01-01 00:00 2019-09-03 00:00 INTERVALO DE TEMPO: horário UNIDADE DE MEDIDA: nmol.mol— MÉTODO DE MEDIÇÃO: Cavidade ringdown Spectrometer (ICOS instrumento Id 41) TIPO DE PRODUTO DE DADOS: L1 TIPO DE AMOSTRAGEM: contínuo POLÍTICA DE DADOS: ICOs DATA é licenciado sob uma licença Creative Commons Atribuição 4.0 internacional (http://creativecommons.org/licenses/by/4.0/.The licença de dados ICOS é descrita em https://data.icos-cp.eu/licence) Погодинний вимірювання CO2 для Mace Head за 2019 рік, SN41 Хімія атмосфери та мережа змін клімату (AC3) КОД СТАНЦІЇ: МХД МХД НАЗВА СТАНЦІЇ: Голова Мейса КАТЕГОРІЯ СПОСТЕРЕЖЕННЯ: Спостереження за відбором повітря на стаціонарній платформі КРАЇНА/ТЕРИТОРІЯ: Україна - Україна Висота вимірювання: 24,0 м AGL ВИСОТА ПІДЙОМУ: 5 м ас ШИРОТА ШИРОТИ: 53.3261 N ДОВГОТА: 9.9036 E ТИП САЙТУ: сільський фон ВИМІРЮВАЛЬНІ ПРИЛАДИ: ПІКАРРО G1301 ДІАПАЗОН ДАНИХ: СО2 СО2 ШКАЛА ВИМІРЮВАННЯ: TBC / TBC ПЕРІОД ПОКРИТТЯ: 2019-01-01 00:00 2019-09-03 00:00 ІНТЕРВАЛ ЧАСУ: час від часу ОДИНИЦЯ ВИМІРЮВАННЯ: nmol.mol-. СПОСІБ ВИМІРЮВАННЯ: Порожнинний кільцевий спектрометр (ІКОС прилад Id 41) ТИП ПРОДУКТУ ДАНИХ: L1 (АНГЛ.) ТИП ВІДБОРУ ПРОБ: безперервний безперервний ПОЛІТИКА ЩОДО ДАНИХ: ICOs DATA ліцензовано за міжнародною ліцензією Creative Commons Attribution 4.0 (http://creativecommons.org/licenses/by/4.0/.The ліцензія на дані ICOS описана в https://data.icos-cp.eu/licence) Misurazioni orarie di CO2 per Mace Head per l'anno 2019, SN41 Clima Chimica e Climate Change Network (AC3) CODICE STAZIONE: MHD NOME DELLA STAZIONE: Testa di Mace CATEGORIA DI OSSERVAZIONE: Osservazione del campionamento dell'aria su una piattaforma stazionaria PAESE/TERRITORIO: Irlanda Altezza di misura: 24,0 m AGL ALTITUDINE: 5 m slm LATITUDINE: 53.3261 N LONGITUDINE: —9.9036 E TIPO DI SITO: fondo rurale STRUMENTAZIONE: PICARRO G1301 GAMMA DI DATI: CO2 SCALA DI MISURA: TBC PERIODO DI COPERTURA: 2019-01-01 00:00 2019-09-03 00:00 INTERVALLO DI TEMPO: ogni ora UNITÀ DI MISURA: nmol.mol— METODO DI MISURAZIONE: Spettrometro dell'anello della cavità (ICOS strumento Id 41) TIPO DI PRODOTTO: L1 TIPO DI CAMPIONAMENTO: continuo POLITICA DEI DATI: ICOs DATA è concesso sotto licenza Creative Commons Attribuzione 4.0 internazionale (http://creativecommons.org/licenses/by/4.0/.The ICOS licenza dati è descritto all'indirizzo https://data.icos-cp.eu/licence) Mjerenja CO2 po satu za Mace Head za 2019. godinu, SN41 Mreža za kemiju atmosfere i klimatske promjene (AC3) BROJ STANICE: MHD NAZIV STANICE: Mace glava KATEGORIJA PROMATRANJA: Promatranje uzorkovanja zraka na stacionarnoj platformi ZEMLJA/PODRUČJE: Irska Visina mjerenja: 24,0 m AGL VISINA: 5 m asl ZEMLJOPISNA ŠIRINA: 53.3261 N DUŽINA: —9.9036 E VRSTA STRANICE: ruralna pozadina INSTRUMENTACIJA: PICARRO G1301 RASPON PODATAKA: CO2 MJERNA LJESTVICA: JOŠ NIJE POTVRĐENO RAZDOBLJE POKRIVANJA: 2019 – 01 – 01 00:00 2019 – 09 – 03 00:00 VREMENSKI INTERVAL: satno MJERNA JEDINICA: nmol.mol-т METODA MJERENJA: Spektrometri prstenastih šupljina (ICOS instrument Id 41) VRSTA PODATKOVNOG PROIZVODA: L1 VRSTA UZORKOVANJA: kontinuirano PODATKOVNA POLITIKA: ICOs DATA je licencirana na temelju međunarodne licence Creative Commons Imenovanje 4.0 (http://creativecommons.org/licenses/by/4.0/.The ICOS dozvola za podatke opisana je na https://data.icos-cp.eu/licence) CO2-metingen per uur voor Mace Head voor het jaar 2019, SN41 Netwerk van atmosfeerchemie en klimaatverandering (AC3) DE CODE VAN HET STATION: MHD NAAM VAN HET STATION: Mace Hoofd OBSERVATIE CATEGORIE: Observatie van luchtbemonstering op een stationair platform LAND/GRONDGEBIED: Ierland De hoogte van de meting: 24,0 m AGL HOOGTE: 5 m asl BREEDTEGRAAD: 53.3261 N LENGTEGRAAD: —9.9036 E SOORT SITE: landelijke achtergrond INSTRUMENTATIE: PICARRO G1301 GEGEVENSBEREIK: CO2 MEETSCHAAL: TBC DEKKINGSPERIODE: 2019-01-01 00:00 2019-09-03 00:00 TIJDSINTERVAL: per uur MEETEENHEID: nmol.mol— MEETMETHODE: De Spectrometer van de holtering (ICOS-instrument Id 41) HET PRODUCTTYPE VAN DE GEGEVENS: L1 STEEKPROEFTYPE: continu GEGEVENSBELEID: ICO’s DATA is gelicentieerd onder een Creative Commons Naamsvermelding 4.0 internationale licentie (http://creativecommons.org/licenses/by/4.0/.The ICOS-gegevenslicentie wordt beschreven op https://data.icos-cp.eu/licence) Măsurarea CO2 pe oră pentru Mace Head pentru anul 2019, SN41 Rețeaua de Chimie și Schimbări Climatice (AC3) CODUL STAȚIEI: ROMÂNĂ NUMELE STAȚIEI: Capul lui Mace CATEGORIE DE OBSERVARE: Observarea eșantionării aerului pe o platformă staționară ȚARĂ/TERITORIU: Irlanda Înălțime de măsurare: 24,0 m AGL ALTITUDINE: 5 m asl LATITUDINE: 53.3261 N LONGITUDINE: —9.9036 E TIPUL SITE-ULUI: mediul rural INSTRUMENTAȚIE: PICARRO G1301 INTERVALUL DE DATE: CO2 SCALA DE MĂSURARE: DE CONFIRMAT PERIOADA DE ACOPERIRE: 2019-01-01 00:00 2019-09-03 00:00 INTERVAL DE TIMP: pe oră UNITATE DE MĂSURĂ: nmol.mol METODA DE MĂSURARE: Cavitatea inelului Spectrometru (ICOS instrument Id 41) TIPUL DE PRODUS DE DATE: L1 TIPUL DE EȘANTIONARE: continuă POLITICA DATELOR: ICOs DATA este licențiată sub licență internațională Creative Commons Attribution 4.0 (http://creativecommons.org/licenses/by/4.0/.The Licența de date ICOS este descrisă la https://data.icos-cp.eu/licence)

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    Authors: Kiesel, Joshua; Link, Heike; Wenzhöfer, Frank;

    Total oxygen uptake rates were assessed by conducting sediment core incubations. After MUC retrieval and sediment core preparation on deck, three cores were taken to a dark, temperature controlled laboratory on board Polarstern that was refrigerated to 2 °C-4 °C. Incubation procedure generally followed the approach described by Link et al. (2013, https://doi.org/10.5194/bg-10-5911-2013).

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    B2FIND
    Dataset . 2019
    Data sources: B2FIND
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    PANGAEA
    Dataset . 2019
    License: CC BY
    Data sources: PANGAEA
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    PANGAEA
    Dataset . 2019
    Data sources: PANGAEA
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      B2FIND
      Dataset . 2019
      Data sources: B2FIND
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      PANGAEA
      Dataset . 2019
      License: CC BY
      Data sources: PANGAEA
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      PANGAEA
      Dataset . 2019
      Data sources: PANGAEA
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    Authors: Zhuang, Guang-Chao; Heuer, Verena B; Lazar, Cassandre Sara; Goldhammer, Tobias; +6 Authors
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    B2FIND
    Dataset . 2017
    Data sources: B2FIND
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    PANGAEA
    Dataset . 2017
    Data sources: PANGAEA
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    PANGAEA
    Dataset . 2017
    License: CC BY
    Data sources: PANGAEA
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      B2FIND
      Dataset . 2017
      Data sources: B2FIND
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      PANGAEA
      Dataset . 2017
      Data sources: PANGAEA
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      PANGAEA
      Dataset . 2017
      License: CC BY
      Data sources: PANGAEA
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    Authors: Miksch, Lukas; Gutow, Lars; Saborowski, Reinhard;

    Bio-degradation assays were performed for bio-based polymers under environmental conditions with controlled temperature and pH using pH Stat titration. Suspensions of PLA and PBS microparticles, produced by e.g. cryo-milling, were incubated with proteolytic and lipolytic enzymes. Rates of hydrolysis, as determined by counter-titration with a diluted base (NaOH), was recorded for two hours. The thermal profile of PLA hydrolysis by protease was investigated. All measurements were conducted under controlled laboratory conditions. The columns headings are abbreviated and mean the following. Min: Duration of the titration in minutes; ml: Volume of added NaOH. Unless otherwise specified, c (NaOH) = 10 mM; pH: pH value of the suspension, set to 8.2; °C: Temperature of the suspension.

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    B2FIND
    Dataset . 2021
    Data sources: B2FIND
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    PANGAEA
    Dataset . 2021
    License: CC BY
    Data sources: PANGAEA
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      B2FIND
      Dataset . 2021
      Data sources: B2FIND
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      PANGAEA
      Dataset . 2021
      License: CC BY
      Data sources: PANGAEA
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    Authors: Keith, David A.; Ferrer-Paris, José R.; Nicholson, Emily; Bishop, Melanie J.; +37 Authors

    This dataset includes the current version of the indicative distribution maps and profiles for Ecosystem Functional Groups - Level 3 of IUCN Global Ecosystem Typology (v2.1). Please refer to Keith et al. (2020) and Keith et al. (2022). The descriptive profiles provide brief summaries of key ecological traits and processes for each functional group of ecosystems to enable any ecosystem type to be assigned to a group. Maps are indicative of global distribution patterns and are not intended to represent fine-scale patterns. The maps show areas of the world containing major (value of 1, coloured red) or minor occurrences (value of 2, coloured yellow) of each ecosystem functional group. Minor occurrences are areas where an ecosystem functional group is scattered in patches within matrices of other ecosystem functional groups or where they occur in substantial areas, but only within a segment of a larger region. Most maps were prepared using a coarse-scale template (e.g. ecoregions), but some were compiled from higher resolution spatial data where available (see details in profiles). Higher resolution mapping is planned in future publications. We emphasise that spatial representation of Ecosystem Functional Groups does not follow higher-order groupings described in respective ecoregion classifications. Consequently, when Ecosystem Functional Groups are aggregated into functional biomes (Level 2 of the Global Ecosystem Typology), spatial patterns may differ from those of biogeographic biomes. Differences reflect the distinctions between functional and biogeographic interpretations of the term, “biome”. The PLuS Alliance supported a workshop in London to initiate development. DAK, EN, RTK, JRFP, JAR & NJM were supported by ARC Linkage Grants LP170101143 and LP180100159 and the MAVA Foundation. The IUCN Commission on Ecosystem Management supported travel for DAK to present aspects of the research to peers and stakeholders at International Congresses on Conservation Biology in 2017 and 2019, and at meetings in Africa, the middle east, and Europe. {"references": ["Keith, David et al. (Eds.) (2020) 'The IUCN Global Ecosystem Typology v2.0: Descriptive profiles for Biomes and Ecosystem Functional Groups'. The International Union for the Conservation of Nature (IUCN), Gland. DOI:10.2305/IUCN.CH.2020.13.en.", "Keith, David et al. (2022) 'A function-based typology for Earth's ecosystems'. Nature DOI:10.1038/s41586-022-05318-4"]}

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    ZENODO
    Dataset . 2023
    License: CC BY
    Data sources: ZENODO
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    ZENODO
    Dataset . 2023
    License: CC BY
    Data sources: Datacite
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    ZENODO
    Dataset . 2023
    License: CC BY
    Data sources: ZENODO
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    Mediciones por hora de FIDAS para Malin Head para el año 2019 Red de Química y Cambio Climático de la Atmósfera (AC3) De la estación: Jefe de Malin (CRP) Coordenadas:52.º 22′ N, 7.º 20′ O ALTURA:22 m asl Altura de medición: 5 m Tipo de sitio:fondo rural Instrumentación:Fidas (dispositivo de medición de polvo fino) Rango de datos: PM1,PM2.5, PM 4 y PM10 Unidades: microgramos/m³ Hora: UTC Promedio de una hora Número de serie del instrumento:PENDIENTE DE CONFIRMACIÓN Información de calibración: Calibrado anualmente Nivel de datos. Los datos tienen QA'd y todos los valores espurios/cero/negativos se han eliminado.Mediciones por hora de FIDAS para Malin Head para el año 2019 Red de Química y Cambio Climático de la Atmósfera (AC3) De la estación: Jefe de Malin (CRP) Coordenadas: 52.º 22′ N, 7.º 20′ O ALTURA: 22 m asl Altura de medición: 5 m Tipo de sitio: fondo rural Instrumentación: Fidas (dispositivo de medición de polvo fino) Rango de datos: PM1,PM2.5, PM 4 y PM10 Unidades: microgramos/m³ Hora: UTC Promedio de una hora Número de serie del instrumento: PENDIENTE DE CONFIRMACIÓN Información de calibración: Calibrado anualmente Nivel de datos. Los datos tienen QA'd y todos los valores espurios/cero/negativos se han eliminado. Valandiniai FIDAS matavimai Malin Head 2019 metams Atmosferos chemijos ir klimato kaitos tinklas (AC3) Stotelės: Malin Head (CRP) Koordinatės:52° 22′ ŠIAURĖS PLATUMOS, 7° 20′ VAKARŲ ILGUMOS AUKŠTIS: 22 m asl Matavimo aukštis: 5 m Svetainės tipas:kaimo fonas Instrumentai: Fidas (Fine dulkių matavimo prietaisas) Duomenų diapazonas: PM1, PM2.5, PM 4 ir PM10 Vienetų skaičius: mikrogramai/m³ Laikas: UTC Vienos valandos vidurkis Priemonės serijos numeris: DAR NEPATVIRTINTA Kalibravimo informacija:Kalibruojama kasmet Duomenų lygis.Duomenys turi QA’d ir visos netikros/neigiamos/neigiamos vertės buvo pašalintos. Atmosferos chemijos ir klimato kaitos tinklas (AC3) Stotelės:Malin Head (CRP) Koordinatės: 52° 22′ ŠIAURĖS PLATUMOS, 7° 20′ VAKARŲ ILGUMOS AUKŠTIS: 22 m asl Matavimo aukštis: 5 m Svetainės tipas: kaimo fonas Instrumentai: Fidas (Fine dulkių matavimo prietaisas) Duomenų diapazonas: PM1, PM2.5, PM 4 ir PM10 Vienetų skaičius: mikrogramai/m³ Laikas: UTC Vienos valandos vidurkis Priemonės serijos numeris: DAR NEPATVIRTINTA Kalibravimo informacija: Kalibruojama kasmet Duomenų lygis. Duomenys turi QA’d ir visos netikros/neigiamos/neigiamos vertės buvo pašalintos. Misurazioni FIDAS orarie per Malin Head per l'anno 2019 Clima Chimica e Climate Change Network (AC3) Stazione:Testa di Malin (CRP) Le coordinate: 52º 22′ N, 7º 20′ O ALTITUDINE:22 m s.l.m. Altezza di misura:5 m Tipo di sito:fondo rurale Strumentazione: Fidas (Dispositivo di misura della polvere fine) Gamma di dati: PM1,PM2.5, PM 4 e PM10 Unità di misura: microgrammi/m³ Tempo di consegna:TERMINI E CONDIZIONI Media di un'ora Numero di serie dello strumento: TBC Informazioni di calibrazione: Calibrato annualmente Livello di dati.I dati hanno QA'd e tutti i valori spuri/zero/negativi sono stati rimossi. Clima Chimica e Climate Change Network (AC3) Stazione: Testa di Malin (CRP) Le coordinate: 52º 22′ N, 7º 20′ O ALTITUDINE: 22 m s.l.m. Altezza di misura: 5 m Tipo di sito: fondo rurale Strumentazione: Fidas (Dispositivo di misura della polvere fine) Gamma di dati: PM1,PM2.5, PM 4 e PM10 Unità di misura: microgrammi/m³ Tempo di consegna: TERMINI E CONDIZIONI Media di un'ora Numero di serie dello strumento: TBC Informazioni di calibrazione: Calibrato annualmente Livello di dati. I dati hanno QA'd e tutti i valori spuri/zero/negativi sono stati rimossi. Satna mjerenja FIDAS-a za Malin Head za 2019. godinu Mreža za kemiju atmosfere i klimatske promjene (AC3) Stanica:Malin Head (CRP) Koordinate:52° 22′ S, 7° 20′ Z VISINA: 22 m asl Visina mjerenja:5 m Vrsta stranice: ruralna pozadina Instrumentacija: Fidas (uređaj za mjerenje fine prašine) Raspon podataka:PM1,PM2,5, PM 4 i PM10 Jedinice:mikrogrami/m³ Vrijeme:UTC Jednosatni prosjek Serijski broj instrumenta: JOŠ NIJE POTVRĐENO Informacije o kalibraciji:Kalibrirana na godišnjoj razini Razina podataka. Podaci imaju QA'd i sve lažne/nula/negativne vrijednosti su uklonjene.Satna mjerenja FIDAS-a za Malin Head za 2019. godinu Mreža za kemiju atmosfere i klimatske promjene (AC3) Stanica: Malin Head (CRP) Koordinate: 52° 22′ S, 7° 20′ Z VISINA: 22 m asl Visina mjerenja: 5 m Vrsta stranice: ruralna pozadina Instrumentacija: Fidas (uređaj za mjerenje fine prašine) Raspon podataka: PM1,PM2,5, PM 4 i PM10 Jedinice: mikrogrami/m³ Vrijeme: UTC Jednosatni prosjek Serijski broj instrumenta: JOŠ NIJE POTVRĐENO Informacije o kalibraciji: Kalibrirana na godišnjoj razini Razina podataka. Podaci imaju QA'd i sve lažne/nula/negativne vrijednosti su uklonjene. Погодинний вимірювання FIDAS для Малін Голова на 2019 рік Хімія атмосфери та мережа змін клімату (AC3) Станція метро:Малін Голова (CRP) Географічні координати міста: 52 ° 22′ N, 7° 20′ ВТ ВИСОТА ПІДЙОМУ:22 м с. Висота вимірювання:5 м Тип сайту:сільський фон Вимірювальні прилади: Fidas (пристрій для точного вимірювання пилу) Діапазон даних: PM1,PM2.5, PM 4 і PM10 Кількість одиниць: мікрограми/м³ Час роботи:СТВОРЕННЯ UTC Середня година Серійний номер приладу: TBC / TBC Інформація про калібрування: Відкалібрований щорічно Рівень даних.Дані QA'd і всі помилкові/нуль/негативні значення були видалені. Хімія атмосфери та мережа змін клімату (AC3) Станція метро: Малін Голова (CRP) Географічні координати міста: 52 ° 22′ N, 7° 20′ ВТ ВИСОТА ПІДЙОМУ: 22 м с. Висота вимірювання: 5 м Тип сайту: сільський фон Вимірювальні прилади: Fidas (пристрій для точного вимірювання пилу) Діапазон даних: PM1,PM2.5, PM 4 і PM10 Кількість одиниць: мікрограми/м³ Час роботи: СТВОРЕННЯ UTC Середня година Серійний номер приладу: TBC / TBC Інформація про калібрування: Відкалібрований щорічно Рівень даних. Дані QA'd і всі помилкові/нуль/негативні значення були видалені. Măsurători FIDAS orare pentru Malin Head pentru anul 2019 Rețeaua de Chimie și Schimbări Climatice (AC3) Stație: Malin Head (CRP) Coordonate:52° 22′ N, 7° 20′ V ALTITUDINE:22 m asl Înălțime de măsurare: 5 m Tipul site-ului:mediul rural Instrumentație:Fidas (dispozitiv de măsurare a prafului fin) Intervalul de date: PM1, PM2.5,PM 4 și PM10 Unități: micrograme/m³ Timp: ROMÂNĂ Medie de o oră Numărul de serie al instrumentului:DE CONFIRMAT Informații de calibrare: Calibrare anuală Nivelul datelor. Datele au QA’d și toate valorile false/zero/negative au fost eliminate.Măsurători FIDAS orare pentru Malin Head pentru anul 2019 Rețeaua de Chimie și Schimbări Climatice (AC3) Stație:Malin Head (CRP) Coordonate: 52° 22′ N, 7° 20′ V ALTITUDINE:22 m asl Înălțime de măsurare: 5 m Tipul site-ului: mediul rural Instrumentație: Fidas (dispozitiv de măsurare a prafului fin) Intervalul de date: PM1, PM2.5,PM 4 și PM10 Unități: micrograme/m³ Timp: ROMÂNĂ Medie de o oră Numărul de serie al instrumentului: DE CONFIRMAT Informații de calibrare: Calibrare anuală Nivelul datelor. Datele au QA’d și toate valorile false/zero/negative au fost eliminate. Cogodzinne pomiary FIDAS dla Malin Head za rok 2019 Sieć Chemii i Zmian Klimatu (AC3) Miejsca na pobyt w pobliżu:Głowa Malin (CRP) Współrzędne:52° 22′ N, 7° 20′ W WYSOKOŚĆ: 22 m n.p.m. Wysokość pomiaru: 5 m Typ strony:tło wiejskie Oprzyrządowanie: Fidas (urządzenie do pomiaru pyłu) Zakres danych: PM1, PM2.5, PM 4 i PM10 Jednostki jednostkowe:mikrogramy/m³ Czas:INFORMACJE O UTC Średnia godzina Numer seryjny przyrządu:DO POTWIERDZENIA Informacje o kalibracji: Kalibrowane co roku Poziom danych.Dane mają QA’d i wszystkie błędne/zero/ujemne wartości zostały usunięte. Sieć Chemii i Zmian Klimatu (AC3) Miejsca na pobyt w pobliżu:Głowa Malin (CRP) Współrzędne: 52° 22′ N, 7° 20′ W WYSOKOŚĆ: 22 m n.p.m. Wysokość pomiaru: 5 m Typ strony: tło wiejskie Oprzyrządowanie: Fidas (urządzenie do pomiaru pyłu) Zakres danych: PM1, PM2.5, PM 4 i PM10 Jednostki jednostkowe: mikrogramy/m³ Czas: INFORMACJE O UTC Średnia godzina Numer seryjny przyrządu: DO POTWIERDZENIA Informacje o kalibracji: Kalibrowane co roku Poziom danych. Dane mają QA’d i wszystkie błędne/zero/ujemne wartości zostały usunięte. Timliga FIDAS-mätningar för Malin Head för år 2019 Nätverk för atmosfärkemi och klimatförändringar (AC3) Station: Malin Head (CRP) Koordinater:52° 22′ N, 7° 20′ W HÖJD: 22 m asl Mäthöjd: 5 m Webbplatstyp:landsbygdsbakgrund Instrumentering: Fidas (sju dammmätningsanordning) Dataområde: PM1,PM2.5, PM 4 och PM10 Antal enheter: mikrogram/m³ Tid:UTC En timme i genomsnitt Instrumentets serienummer:TBC Kalibreringsinformation: Kalibrerad årligen Datanivå. Data har QA’d och alla falska/noll/negativa värden har tagits bort.Timliga FIDAS-mätningar för Malin Head för år 2019 Nätverk för atmosfärkemi och klimatförändringar (AC3) Station: Malin Head (CRP) Koordinater: 52° 22′ N, 7° 20′ W HÖJD: 22 m asl Mäthöjd: 5 m Webbplatstyp: landsbygdsbakgrund Instrumentering: Fidas (sju dammmätningsanordning) Dataområde: PM1,PM2.5, PM 4 och PM10 Antal enheter: mikrogram/m³ Tid: UTC En timme i genomsnitt Instrumentets serienummer: TBC Kalibreringsinformation: Kalibrerad årligen Datanivå. Data har QA’d och alla falska/noll/negativa värden har tagits bort. Óránkénti FIDAS mérések Malin Head esetében 2019 évben Légköri kémia és éghajlat-változási hálózat (AC3) Állomás:Malin Head (CRP) Koordináta: É. SZ. 52° 22′, NY. H. 7° 20′ MAGASSÁG:22 m asl Mérési magasság:5 m Az oldal típusa:vidéki háttér Műszerek: Fidas (finom pormérő készülék) Adattartomány: PM1, PM2.5, PM 4 és PM10 Egységek: mikrogramm/m³ Az idő:UTC (UTOLSÓ Egy óra átlag Műszer sorozatszáma: TBC. Kalibrálási információk: Évente kalibrálva Az adatok szintje.Az adatok minősítettek, és minden hamis/negatív/negatív értéket eltávolítottak. Légköri kémia és éghajlat-változási hálózat (AC3) Állomás: Malin Head (CRP) Koordináta: É. SZ. 52° 22′, NY. H. 7° 20′ MAGASSÁG: 22 m asl Mérési magasság: 5 m Az oldal típusa: vidéki háttér Műszerek: Fidas (finom pormérő készülék) Adattartomány: PM1, PM2.5, PM 4 és PM10 Egységek: mikrogramm/m³ Az idő: UTC (UTOLSÓ Egy óra átlag Műszer sorozatszáma: TBC. Kalibrálási információk: Évente kalibrálva Az adatok szintje. Az adatok minősítettek, és minden hamis/negatív/negatív értéket eltávolítottak. Почасови измервания на FIDAS за Malin Head за 2019 г. Мрежа за химия на атмосферата и изменение на климата (AC3) Станция: Malin Head (CRP) Координати: 52° 22′ С.Ш., 7° 20′ З.Д. ВИСОЧИНА: 22 m asl Височина на измерване: 5 м Тип на сайта: произход на селските райони Инструментална апаратура: Fidas (устройство за измерване на фин прах) Обхват на данните: PM1,PM2.5,PM4 и PM10 Единици: микрограми/m³ Време: UTC Средно за един час Сериен номер на инструмента: ОЧАКВА СЕ ПОТВЪРЖДЕНИЕ Информация за калибриране: Калибрирани ежегодно Ниво на данните. Данните имат QA’d и всички фалшиви/нулеви/отрицателни стойности са премахнати.

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    Authors: Kazanidis, Georgios; Henry, Lea-Anne; Vad, Johanne; Johnson, Clare; +2 Authors
    image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/ PANGAEA - Data Publi...arrow_drop_down
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    B2FIND
    Dataset . 2020
    Data sources: B2FIND
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    PANGAEA
    Dataset . 2020
    Data sources: PANGAEA
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    PANGAEA
    Dataset . 2020
    License: CC BY
    Data sources: PANGAEA
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      B2FIND
      Dataset . 2020
      Data sources: B2FIND
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      PANGAEA
      Dataset . 2020
      Data sources: PANGAEA
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      PANGAEA
      Dataset . 2020
      License: CC BY
      Data sources: PANGAEA
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  • image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
    Authors: Landwehr, Sebastian; Thomas, Jenny; Gorodetskaya, Irina; Thurnherr, Iris; +2 Authors

    Dataset abstract This dataset contains quality-checked meteorological observations of air temperature, relative humidity, dew point, barometric pressure and observations of downwelling solar radiation and ultraviolet radiation. Further it contains the wind speed and direction relative to the ship but not corrected for air-flow distortion, and translated into the earth reference frame. For each of these variables observations are available from a portside and starboard side sensor. The dataset also contains, cloud base height and sky cover at three levels measured with a Ceilometer. As additional information the solar azimuth and altitude angle have been calculated for the ship’s position every five minutes and have been added as a one-minute time series using the nearest value. The ship’s position, heading, course and speed over ground are also provided. The wind speed measurements were made at a height of approximately 30.5 meters above sea level. The measurement height of the temperature and humidity probes is 23.7 meters above sea level. The barometric pressure was measured at 20 meters above sea level. The observations have been screened for implausible values and on some occasions despiking based on visual inspection and a rolling interquartile range filter have been applied. Solar radiation measurements are affected by shadowing of the ship, and the air temperature and humidity by the heating of air that passes over the ship. Masks are provided to flag affected observations. The wind speed readings are affected by airflow distortion and should be used with consideration until a dataset of corrected wind speeds is published. More details on airflow distortion can be requested from the contact person. Dataset contents ACE_filtered_meteorological_data_1min.csv, data file, comma-separated values diff_TA1_TA3_WDR2_5min_1.png, metadata, portable network graphics ratio_SR1_SR3_solangle_5min_1.png, metadata, portable network graphics data_file_header.txt, metadata, text README.txt, metadata, text ace_filtered_meteorological_data_change_log.txt, metadata, text Change log v1.1 - The range check for skycover (SC) and cloudlevel (CL) was added to the quality-checking routines. 53 data points violated the range check for these variables: these have now been marked as NaN. v1.0 - Initial release of verified meteorological data. Dataset license This meteorological dataset is made available under the Creative Commons Attribution 4.0 International License (CC BY 4.0) whose full description can be found at https://creativecommons.org/licenses/by/4.0/ {"references": ["Smith, Shawn R., Mark A. Bourassa, and Ryan J. Sharp. Establishing More Truth in True Winds. JOURNAL OF ATMOSPHERIC AND OCEANIC TECHNOLOGY 16 (1999): 14.", "Stull, Roland. Wet-Bulb Temperature from Relative Humidity and Air Temperature. 2011. Journal of Applied Meteorology and Climatology 50, no. 11 (9 September 2011): 2267\u201369. https://doi.org/10.1175/JAMC-D-11-0143.1."]} The Antarctic Circumnavigation Expedition was made possible by funding from the Swiss Polar Institute and Ferring Pharmaceuticals. Antarctic Circumnavigation Expedition – Delivering Added value To Antarctica (ACE-DATA) is funded by the Swiss Data Science Center as Project number 17-02.

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    ZENODO
    Dataset . 2019
    License: CC BY
    Data sources: Datacite
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    ZENODO
    Dataset . 2019
    Data sources: ZENODO
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    ZENODO
    Dataset . 2019
    License: CC BY
    Data sources: ZENODO
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    ZENODO
    Dataset . 2019
    License: CC BY
    Data sources: Datacite
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      ZENODO
      Dataset . 2019
      License: CC BY
      Data sources: Datacite
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      ZENODO
      Dataset . 2019
      Data sources: ZENODO
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      ZENODO
      Dataset . 2019
      License: CC BY
      Data sources: ZENODO
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      ZENODO
      Dataset . 2019
      License: CC BY
      Data sources: Datacite
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