Muunnellun puheen korpus

Stefan Werner, University of Eastern Finland; Tomi Kinnunen, University of Eastern Finland; Rosa González Hautamäki, University of Eastern Finland; Md Sahidullah, University of Eastern Finland; Ville Hautamäki, University of Eastern Finland; Maria Bentz, University of Eastern Finland

Date

2018-06-08

Author

Stefan Werner, University of Eastern Finland

Tomi Kinnunen, University of Eastern Finland

Rosa González Hautamäki, University of Eastern Finland

Md Sahidullah, University of Eastern Finland

Ville Hautamäki, University of Eastern Finland

Maria Bentz, University of Eastern Finland

Unique identifier

http://urn.fi/urn:nbn:fi:lb-2018060621

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Research data

Citation

Stefan Werner, University of Eastern Finland. Tomi Kinnunen, University of Eastern Finland. Rosa González Hautamäki, University of Eastern Finland. Md Sahidullah, University of Eastern Finland. Ville Hautamäki, University of Eastern Finland. Maria Bentz, University of Eastern Finland. , Muunnellun puheen korpus, 2018, http://urn.fi/urn:nbn:fi:lb-2018060621.

Licensed under

ClarinRES-1.0, CLARIN RES (Restricted) End-User License 1.0

Abstract

Korpus koostuu puhenäytteistä, joissa puhujat lukevat tekstiä ääneen joko normaalilla äänellään tai siten, että he pyrkivät kuulostamaan eri-ikäiseltä henkilöltä. Aineisto sisältää näytteet 60 aikuiselta puhujalta (31 naista, 29 miestä), joista jokainen osallistui kahteen äänitykseen. Kummassakin äänityksessä puhuja luki ääneen kaksi suomenkielistä tekstikatkelmaa ja kaksi englanninkielistä virkettä kerran omalla äänellään, kerran teeskentelemällä vanhusta ja kerran teeskentelemällä lasta. Suomenkielisinä teksteinä olivat "Sateenkaaritarina" ja "Pohjantuuli ja aurinko". Englanninkieliset lauseet oli poimittu TIMIT[1]-korpuksesta (SA1, SA2). Aineisto sisältää jokaisen puhujan näytteet 78 eri virkkeestä (66 suomeksi ja 12 englanniksi). Virkkeet on tallennettu yksitellen WAV-muotoisiin äänitiedostoihin. Puhenäytteet äänitettiin samanaikaisesti sekä kannettavalla tallentimella että kahdella älypuhelimella, joten äänitiedostoja on kaikkiaan 14040 kpl (3 * 4680). Aineisto on kerätty kesällä 2015 hankkeessa, jossa tutkittiin teeskentelyn vaikutusta automaattiseen puheentunnistukseen.

Korpus vaatii käyttöluvan, hae tässä: https://lbr.csc.fi

Lisätietoa aineistosta seuraavissa julkaisuissa:

Rosa González Hautamäki, Md Sahidullah, Tomi Kinnunen and Ville Hautamäki, "Age-Related Voice Disguise and its Impact in Speaker Verification Accuracy", Proc. Odyssey: the Speaker and Language Recognition Workshop, Bilbao, Spain, June, 2016.

Rosa González Hautamäki, Md Sahidullah, Ville Hautamäki and Tomi Kinnunen, "Acoustical and perceptual study of voice disguise by age modification in speaker verification", Speech Communication, Volume 95, December 2017, Pages 1-15, doi: doi.org/10.1016/j.specom.2017.10.002

This corpus includes normal and age-related disguised speech uttered by 60 native Finnish speakers (31 females and 29 males). The speakers were asked to read the same text fragments several times, in their modal voice and in two disguised voices, first pretending to be an elderly speaker and then pretending to be a child. The texts consisted of the Finnish translations of The Rainbow Passage and The North Wind and the Sun, and two selected English sentences from the TIMIT[1] corpus (SA1, SA2). The corpus includes samples of 78 different sentences per speaker (66 Finnish, 12 English). The speech was recorded simultaneously with a portable recorder with close-talking microphone, and two smartphones applications, yielding a total of 14040 audio files (3 * 4680). The material was recorded in summer 2015 in order to study the effect of voice disguise on automatic speaker recognition.

Access to the corpus requires a personal application, apply here: https://lbr.csc.fi

Further information is available in the following publications:

Rosa González Hautamäki, Md Sahidullah, Tomi Kinnunen and Ville Hautamäki, "Age-Related Voice Disguise and its Impact in Speaker Verification Accuracy", Proc. Odyssey: the Speaker and Language Recognition Workshop, Bilbao, Spain, June, 2016.

Rosa González Hautamäki, Md Sahidullah, Ville Hautamäki and Tomi Kinnunen, "Acoustical and perceptual study of voice disguise by age modification in speaker verification", Speech Communication, Volume 95, December 2017, Pages 1-15, doi: doi.org/10.1016/j.specom.2017.10.002

Showing items related by title, author, creator and subject.

The role of ions in new-particle formation in the CLOUD chamber: supporting data

Wagner, Robert,Department of Physics, University of Helsinki, Helsinki, Finland; Yan, Chao,Department of Physics, University of Helsinki, Helsinki, Finland; Lehtipalo, Katrianne,Department of Physics, University of Helsinki, Helsinki, Finland; Duplissy, Jonathan,Paul Scherrer Institute, Laboratory of Atmospheric Chemistry, Villigen, Switzerland; Nieminen, Tuomo,University of Eastern Finland, Department of Applied Physics, P.O. Box 1627, Kuopio, Finland; Kangasluoma, Juha,Department of Physics, University of Helsinki, Helsinki, Finland; Ahonen, Lauri R.,Department of Physics, University of Helsinki, Helsinki, Finland; Dada, Lubna,Department of Physics, University of Helsinki, Helsinki, Finland; Kontkanen, Jenni,Department of Physics, University of Helsinki, Helsinki, Finland; Manninen, Hanna E.,Department of Physics, University of Helsinki, Helsinki, Finland; Dias, Antonio,CERN, Geneva, Switzerland; Amorim, Antonio,CENTRA - SIM, University of Lisbon and University of Beira Interior, Lisbon, Portugal; Bauer, Paulus S.,University of Vienna, Faculty of Physics, Vienna, Austria; Bergen, Anton,Goethe University Frankfurt, Institute for Atmospheric and Environmental Sciences, Frankfurt am Main, Germany; Bernhammer, Anne-Kathrin,Institute for Ion and Applied Physics, University of Innsbruck, Innsbruck, Austria; Bianchi, Federico,Department of Physics, University of Helsinki, Helsinki, Finland; Brilke, Sophia,University of Vienna, Faculty of Physics, Vienna, Austria; Buenrostro Mazon, Stephany,Department of Physics, University of Helsinki, Helsinki, Finland; Chen, Xuemeng,Department of Physics, University of Helsinki, Helsinki, Finland; Draper, Danielle C.,University of California, Irvine, CA, USA; Fischer, Lukas,Institute for Ion and Applied Physics, University of Innsbruck, Innsbruck, Austria; Frege, Carla,Paul Scherrer Institute, Laboratory of Atmospheric Chemistry, Villigen, Switzerland; Fuchs, Claudia,Paul Scherrer Institute, Laboratory of Atmospheric Chemistry, Villigen, Switzerland; Garmash, Olga,Department of Physics, University of Helsinki, Helsinki, Finland; Gordon, Hamish,CERN, Geneva, Switzerland; Hakala, Jani,Department of Physics, University of Helsinki, Helsinki, Finland; Heikkinen, Liine,Department of Physics, University of Helsinki, Helsinki, Finland; Heinritzi, Martin,Goethe University Frankfurt, Institute for Atmospheric and Environmental Sciences, Frankfurt am Main, Germany; Hofbauer, Victoria,Center for Atmospheric Particle Studies, Carnegie Mellon University, 5000 Forbes Ave, Pittsburgh, PA, USA; Hoyle, Christopher R.,Paul Scherrer Institute, Laboratory of Atmospheric Chemistry, Villigen, Switzerland; Kirkby, Jasper,CERN, Geneva, Switzerland; Kürten, Andreas,Goethe University Frankfurt, Institute for Atmospheric and Environmental Sciences, Frankfurt am Main, Germany; Kvashnin, Alexander N.,Lebedev Physical Institute, Russian Academy of Sciences, Moscow, Russia; Laurila, Tiia,Department of Physics, University of Helsinki, Helsinki, Finland; Lawler, Michael J.,University of California, Irvine, CA, USA; Mai, Huajun,California Institute of Technology, Pasadena, CA, USA; Makhmutov, Vladimir,Lebedev Physical Institute, Russian Academy of Sciences, Moscow, Russia; Mauldin III, Roy L.,Department of Physics, University of Helsinki, Helsinki, Finland; Molteni, Ugo,Paul Scherrer Institute, Laboratory of Atmospheric Chemistry, Villigen, Switzerland; Nichman, Leonid,School of Earth and Environmental Sciences, University of Manchester, Manchester, United Kingdom; Nie, Wei,Department of Physics, University of Helsinki, Helsinki, Finland; Ojdanic, Andrea,University of Vienna, Faculty of Physics, Vienna, Austria; Onnela, Antti,CERN, Geneva, Switzerland; Piel, Felix,Goethe University Frankfurt, Institute for Atmospheric and Environmental Sciences, Frankfurt am Main, Germany; Quéléver, Lauriane L. J.,Department of Physics, University of Helsinki, Helsinki, Finland; Rissanen, Matti P.,Department of Physics, University of Helsinki, Helsinki, Finland; Sarnela, Nina,Department of Physics, University of Helsinki, Helsinki, Finland; Schallhart, Simon,Department of Physics, University of Helsinki, Helsinki, Finland; Sengupta, Kamalika,University of Leeds, School of Earth and Environment, Leeds, United Kingdom; Simon, Mario,Goethe University Frankfurt, Institute for Atmospheric and Environmental Sciences, Frankfurt am Main, Germany; Stolzenburg, Dominik,University of Vienna, Faculty of Physics, Vienna, Austria; Stozhkov, Yuri,Lebedev Physical Institute, Russian Academy of Sciences, Moscow, Russia; Tröstl, Jasmin,Paul Scherrer Institute, Laboratory of Atmospheric Chemistry, Villigen, Switzerland; Viisanen, Yrjö,Finnish Meteorological Institute (FMI), P.O. Box 503, Helsinki, Finland; Vogel, Alexander L.,Paul Scherrer Institute, Laboratory of Atmospheric Chemistry, Villigen, Switzerland; Wagner, Andrea C.,Goethe University Frankfurt, Institute for Atmospheric and Environmental Sciences, Frankfurt am Main, Germany; Xiao, Mao,Paul Scherrer Institute, Laboratory of Atmospheric Chemistry, Villigen, Switzerland; Ye, Penglin,Center for Atmospheric Particle Studies, Carnegie Mellon University, 5000 Forbes Ave, Pittsburgh, PA, USA; Baltensperger, Urs,Paul Scherrer Institute, Laboratory of Atmospheric Chemistry, Villigen, Switzerland; Curtius, Joachim,Goethe University Frankfurt, Institute for Atmospheric and Environmental Sciences, Frankfurt am Main, Germany; Donahue, Neil M.,Center for Atmospheric Particle Studies, Carnegie Mellon University, 5000 Forbes Ave, Pittsburgh, PA, USA; Flagan, Richard C.,California Institute of Technology, Pasadena, CA, USA; Gallagher, Martin,School of Earth and Environmental Sciences, University of Manchester, Manchester, United Kingdom; Hansel, Armin,Institute for Ion and Applied Physics, University of Innsbruck, Innsbruck, Austria; Smith, James N.,University of Eastern Finland, Department of Applied Physics, P.O. Box 1627, Kuopio, Finland; Tomé, António,CENTRA - SIM, University of Lisbon and University of Beira Interior, Lisbon, Portugal; Winkler, Paul M.,University of Vienna, Faculty of Physics, Vienna, Austria; Worsnop, Douglas,Department of Physics, University of Helsinki, Helsinki, Finland; Ehn, Mikael,Department of Physics, University of Helsinki, Helsinki, Finland; Sipilä, Mikko,Department of Physics, University of Helsinki, Helsinki, Finland; Kerminen, Veli-Matti,Department of Physics, University of Helsinki, Helsinki, Finland; Petäjä, Tuukka,Department of Physics, University of Helsinki, Helsinki, Finland; Kulmala, Markku,Department of Physics, University of Helsinki, Helsinki, Finland (2017-12-21)

Data that is presented in the publication "The role of ions in new-particle formation in the CLOUD chamber", ACP 2017.
Supplementary material 10 from: de Jong Y, Kouwenberg J, Boumans L, Hussey C, Hyam R, Nicolson N, Kirk P, Paton A, Michel E, Guiry M, Boegh P, Pedersen H, Enghoff H, von Raab-Straube E, Güntsch A, Geoffroy M, Müller A, Kohlbecker A, Berendsohn W, Appeltans W, Arvanitidis C, Vanhoorne B, Declerck J, Vandepitte L, Hernandez F, Nash R, Costello M, Ouvrard D, Bezard-Falgas P, Bourgoin T, Wetzel F, Glöckler F, Korb G, Ring C, Hagedorn G, Häuser C, Aktaç N, Asan A, Ardelean A, Borges P, Dhora D, Khachatryan H, Malicky M, Ibrahimov S, Tuzikov A, De Wever A, Moncheva S, Spassov N, Chobot K, Popov A, Boršić I, Sfenthourakis S, Kõljalg U, Uotila P, Olivier G, Dauvin J, Tarkhnishvili D, Chaladze G, Tuerkay M, Legakis A, Peregovits L, Gudmundsson G, Ólafsson E, Lysaght L, Galil B, Raimondo F, Domina G, Stoch F, Minelli A, Spungis V, Budrys E, Olenin S, Turpel A, Walisch T, Krpach V, Gambin M, Ungureanu L, Karaman G, Kleukers R, Stur E, Aagaard K, Valland N, Moen T, Bogdanowicz W, Tykarski P, Węsławski J, Kędra M, M. de Frias Martins A, Abreu A, Silva R, Medvedev S, Ryss A, Šimić S, Marhold K, Stloukal E, Tome D, Ramos M, Valdés B, Pina F, Kullander S, Telenius A, Gonseth Y, Tschudin P, Sergeyeva O, Vladymyrov V, Rizun V, Raper C, Lear D, Stoev P, Penev L, Rubio A, Backeljau T, Saarenmaa H, Ulenberg S (2015) PESI - a taxonomic backbone for Europe. Biodiversity Data Journal 3: e5848. https://doi.org/10.3897/BDJ.3.e5848

de Jong, Yde,University of Amsterdam - Faculty of Science, Amsterdam, Netherlands; Kouwenberg, Juliana,University of Amsterdam - Faculty of Science, Amsterdam, Netherlands; Boumans, Louis,University of Oslo - Natural History Museum, Oslo, Norway; Hussey, Charles,The Natural History Museum, London, United Kingdom; Hyam, Roger,Royal Botanic Garden Edinburgh, Edinburgh, United Kingdom; Nicolson, Nicola,Royal Botanic Gardens, Kew, London, United Kingdom; Kirk, Paul,Royal Botanic Gardens, Kew, London, United Kingdom; Paton, Alan,Royal Botanic Gardens, Kew, London, United Kingdom; Michel, Ellinor,Natural History Museum, London, United Kingdom; Guiry, Michael,AlgaeBase c/o Ryan Institute, National University of Ireland, Galway, Ireland; Boegh, Phillip,Danish Meteorological Institute, Copenhagen, Denmark; Pedersen, Henrik,Zoological Museum Copenhagen, University of Copenhagen, Copenhagen, Denmark; Enghoff, Henrik,Zoological Museum Copenhagen, University of Copenhagen, Copenhagen, Denmark; von Raab-Straube, Eckhard,Botanic Garden and Botanical Museum Berlin-Dahlem, Freie Universität Berlin, Berlin, Germany; Güntsch, Anton,Botanic Garden and Botanical Museum Berlin-Dahlem, Freie Universität Berlin, Berlin, Germany; Geoffroy, Marc,Botanic Garden and Botanical Museum Berlin-Dahlem, Freie Universität Berlin, Berlin, Germany; Müller, Andreas,Botanic Garden and Botanical Museum Berlin-Dahlem, Freie Universität Berlin, Berlin, Germany; Kohlbecker, Andreas,Botanic Garden and Botanical Museum Berlin-Dahlem, Freie Universität Berlin, Berlin, Germany; Berendsohn, Walter,Botanic Garden and Botanical Museum Berlin-Dahlem, Freie Universität Berlin, Berlin, Germany; Appeltans, Ward,OBIS, Oostende, Belgium; Arvanitidis, Christos,Hellenic Centre for Marine Research, Heraklion, Greece; Vanhoorne, Bart,Flanders Marine Institute (VLIZ), Oostende, Belgium; Declerck, Joram,Flanders Marine Institute (VLIZ), Oostende, Belgium; Vandepitte, Leen,Flanders Marine Institute (VLIZ), Oostende, Belgium; Hernandez, Francisco,Flanders Marine Institute (VLIZ), Oostende, Belgium; Nash, Róisín,Marine and Freshwater Research Centre (MFRC), Galway Mayo Institute of Technology (GMIT), Galway, Ireland; Costello, Mark,University of Auckland, Auckland, New Zealand; Ouvrard, David,Natural History Museum, London, United Kingdom; Bezard-Falgas, Pascale,Muséum national d'Histoire naturelle, Paris, France; Bourgoin, Thierry,Muséum national d'Histoire naturelle, Département Systématique & Evolution, UMR 7205 MNHN-CNRS-UPMC-EPHE, (ISyEB), Paris, France; Wetzel, Florian,Museum für Naturkunde, Leibniz Institute for Evolution and Biodiversity Science, Berlin, Germany; Glöckler, Falko,Museum für Naturkunde, Leibniz Institute for Evolution and Biodiversity Science, Berlin, Germany; Korb, Günther,Museum für Naturkunde, Leibniz Institute for Evolution and Biodiversity Science, Berlin, Germany; Ring, Caroline,Museum für Naturkunde, Leibniz Institute for Evolution and Biodiversity Science, Berlin, Germany; Hagedorn, Gregor,Museum für Naturkunde, Leibniz Institute for Evolution and Biodiversity Science, Berlin, Germany; Häuser, Christoph,Museum für Naturkunde, Leibniz Institute for Evolution and Biodiversity Science, Berlin, Germany; Aktaç, Nihat,Trakya University, Edirne, Turkey; Asan, Ahmet,Trakya University, Edirne, Turkey; Ardelean, Adorian,myNature Association, Timișoara, Romania; Borges, Paulo,CE3C – Centre for Ecology, Evolution and Environmental Changes / Azorean Biodiversity Group and Universidade dos Açores, Angra do Heroísmo, Azores, Portugal; Dhora, Dhimiter,University of Shkodra, Faculty of Natural Sciences, Shkodra, Albania; Khachatryan, Hasmik,National Academy of Sciences of Armenia, Institute of Zoology, Yerevan, Armenia; Malicky, Michael,Oberösterreichisches Landesmuseum, Biologiezentrum, Linz, Austria; Ibrahimov, Shaig,Institute of Zoology, Baku, Azerbaijan; Tuzikov, Alexander,United Institute of Informatics Problems, National Academy of Sciences of Belarus, Minsk, Belarus; De Wever, Aaike,Royal Belgian Institute of Natural Sciences, Brussels, Belgium; Moncheva, Snejana,Institute of Oceanology, Varna, Bulgaria; Spassov, Nikolai,National Museum of Natural History, Sofia, Bulgaria; Chobot, Karel,Nature Conservation Agency of the Czech Republic, Prague, Czech Republic; Popov, Alexi,National Museum of Natural History, Sofia, Bulgaria; Boršić, Igor,State Institute for Nature Protection, Zagreb, Croatia; Sfenthourakis, Spyros,University of Cyprus, Nicosia, Cyprus; Kõljalg, Urmas,University of Tartu, Tartu, Estonia; Uotila, Pertti,University of Helsinki, Helsinki, Finland; Olivier, Gargominy,Muséum national d'Histoire naturelle, Paris, France; Dauvin, Jean-Claude,University of Sciences and Technology of Lille, Lille, France; Tarkhnishvili, David,Ilia Chavchavadze State University, Tbilisi, Georgia; Chaladze, Giorgi,Ilia Chavchavadze State University, Tbilisi, Georgia; Tuerkay, Michael,Senckenberg Museum, Frankfurt, Germany; Legakis, Anastasios,National and Kapodistrian University of Athens, Athens, Greece; Peregovits, László,Hungarian Natural History Museum, Budapest, Hungary; Gudmundsson, Gudmundur,Icelandic Institute of Natural History, Reykjavik, Iceland; Ólafsson, Erling,Icelandic Institute of Natural History, Reykjavik, Iceland; Lysaght, Liam,National Biodiversity Data Center, Waterford, Ireland; Galil, Bella,National Institute of Oceanography, Israel Oceanographic and Limnological Research, Haifa, Israel; Raimondo, Francesco,University Palermo, Botanical Garden and Herbarium Mediterraneum, Palermo, Italy; Domina, Gianniantonio,University Palermo, Botanical Garden and Herbarium Mediterraneum, Palermo, Italy; Stoch, Fabio,University of L'Aquila, L'Aquila, Italy; Minelli, Alessandro,University of Padova, Padova, Italy; Spungis, Voldermars,University of Latvia, Riga, Latvia; Budrys, Eduardas,Nature Research Centre, Vilnius, Lithuania; Olenin, Sergej,Klaipeda University, Klaipeda, Lithuania; Turpel, Armand,Musée national d'histoire naturelle Luxembourg, Luxembourg, Luxembourg; Walisch, Tania,Musée national d'histoire naturelle Luxembourg, Luxembourg, Luxembourg; Krpach, Vladimir,Macedonian Museum of Natural History, Skopje, Macedonia; Gambin, Marie,Malta Environment & Planning Authority, Floriana, Malta; Ungureanu, Laurentia,Institute of Zoology of the Academy of Sciences of Moldova, Chişinău, Moldova; Karaman, Gordan,Montenegrin Academy of Sciences and Arts, Podgorica, Montenegro; Kleukers, Roy,Naturalis Biodiversity Center, Leiden, Netherlands; Stur, Elisabeth,NTNU University Museum, Norwegian University of Science and Technology, Trondheim, Norway; Aagaard, Kaare,NTNU University Museum, Norwegian University of Science and Technology, Trondheim, Norway; Valland, Nils,Norwegian Biodiversity Information Centre (Artsdatabanken), Trondheim, Norway; Moen, Toril,Norwegian Biodiversity Information Centre (Artsdatabanken), Trondheim, Norway; Bogdanowicz, Wieslaw,Museum and Institute of Zoology, Polish Academy of Sciences, Warsaw, Poland; Tykarski, Piotr,University of Warsaw, Faculty of Biology, Dept. of Ecology, Biological and Chemical Research Centre, Warsaw, Poland; Węsławski, Jan,Institute of Oceanology of Polish Academy of Sciences, Sopot, Poland; Kędra, Monika,Institute of Oceanology of Polish Academy of Sciences, Sopot, Poland; M. de Frias Martins, Antonio,University of the Azores, Ponta Delgada, Portugal; Abreu, António,Estação de Biologia Marinha do Funchal, Madeira, Portugal; Silva, Ricardo,Naturdata, Lisboa, Portugal; Medvedev, Sergei,Zoological Institute of Russian Academy of Sciences, St Petersburg, Russia; Ryss, Alexander,Zoological Institute of Russian Academy of Sciences, St Petersburg, Russia; Šimić, Smiljka,Centre for the Balkan Biodiversity Conservation, Novi Sad, Serbia; Marhold, Karol,Institute of Botany, Slovak Academy of Sciences, Bratislava, Slovakia; Stloukal, Eduard,Comenius University, Bratislava, Slovakia; Tome, Davorin,Slovenian National Institute of Biology, Ljubljana, Slovenia; Ramos, Marian,Museo Nacional de Ciencias Naturales (CSIC), Madrid, Spain; Valdés, Benito,University of Seville, Seville, Spain; Pina, Francisco,University of Seville, Seville, Spain; Kullander, Sven,Swedish Museum of Natural History, Stockholm, Sweden; Telenius, Anders,Swedish Museum of Natural History, Stockholm, Sweden; Gonseth, Yves,Centre Suisse de Cartographie de la Faune, Neuchâtel, Switzerland; Tschudin, Pascal,Centre Suisse de Cartographie de la Faune, Neuchâtel, Switzerland; Sergeyeva, Oleksandra,Institute of Biology of the Southern Seas, Sevastopol, Ukraine; Vladymyrov, Volodymyr,Institute of Biology of the Southern Seas, Sevastopol, Ukraine; Rizun, Volodymyr,State Museum of Natural History, National Academy of Sciences of Ukraine, Lviv, Ukraine; Raper, Chris,Natural History Museum, London, United Kingdom; Lear, Dan,Marine Biological Association of the United Kingdom, Plymouth, United Kingdom; Stoev, Pavel,National Museum of Natural History, Sofia, Bulgaria; Penev, Lyubomir,Pensoft Publishers, Sofia, Bulgaria; Rubio, Ana,CETAF c/o Royal Belgian Institute of Natural Sciences, Brussels, Belgium; Backeljau, Thierry,Royal Belgian Institute of Natural Sciences, Brussels, Belgium; Saarenmaa, Hannu,University of Eastern Finland, Joensuu, Finland; Ulenberg, Sandrine,Naturalis Biodiversity Center, Leiden, Netherlands (2018-01-08)

PESI Focal Points Handbook
Supplementary material 31 from: de Jong Y, Kouwenberg J, Boumans L, Hussey C, Hyam R, Nicolson N, Kirk P, Paton A, Michel E, Guiry M, Boegh P, Pedersen H, Enghoff H, von Raab-Straube E, Güntsch A, Geoffroy M, Müller A, Kohlbecker A, Berendsohn W, Appeltans W, Arvanitidis C, Vanhoorne B, Declerck J, Vandepitte L, Hernandez F, Nash R, Costello M, Ouvrard D, Bezard-Falgas P, Bourgoin T, Wetzel F, Glöckler F, Korb G, Ring C, Hagedorn G, Häuser C, Aktaç N, Asan A, Ardelean A, Borges P, Dhora D, Khachatryan H, Malicky M, Ibrahimov S, Tuzikov A, De Wever A, Moncheva S, Spassov N, Chobot K, Popov A, Boršić I, Sfenthourakis S, Kõljalg U, Uotila P, Olivier G, Dauvin J, Tarkhnishvili D, Chaladze G, Tuerkay M, Legakis A, Peregovits L, Gudmundsson G, Ólafsson E, Lysaght L, Galil B, Raimondo F, Domina G, Stoch F, Minelli A, Spungis V, Budrys E, Olenin S, Turpel A, Walisch T, Krpach V, Gambin M, Ungureanu L, Karaman G, Kleukers R, Stur E, Aagaard K, Valland N, Moen T, Bogdanowicz W, Tykarski P, Węsławski J, Kędra M, M. de Frias Martins A, Abreu A, Silva R, Medvedev S, Ryss A, Šimić S, Marhold K, Stloukal E, Tome D, Ramos M, Valdés B, Pina F, Kullander S, Telenius A, Gonseth Y, Tschudin P, Sergeyeva O, Vladymyrov V, Rizun V, Raper C, Lear D, Stoev P, Penev L, Rubio A, Backeljau T, Saarenmaa H, Ulenberg S (2015) PESI - a taxonomic backbone for Europe. Biodiversity Data Journal 3: e5848. https://doi.org/10.3897/BDJ.3.e5848

de Jong, Yde,University of Amsterdam - Faculty of Science, Amsterdam, Netherlands; Kouwenberg, Juliana,University of Amsterdam - Faculty of Science, Amsterdam, Netherlands; Boumans, Louis,University of Oslo - Natural History Museum, Oslo, Norway; Hussey, Charles,The Natural History Museum, London, United Kingdom; Hyam, Roger,Royal Botanic Garden Edinburgh, Edinburgh, United Kingdom; Nicolson, Nicola,Royal Botanic Gardens, Kew, London, United Kingdom; Kirk, Paul,Royal Botanic Gardens, Kew, London, United Kingdom; Paton, Alan,Royal Botanic Gardens, Kew, London, United Kingdom; Michel, Ellinor,Natural History Museum, London, United Kingdom; Guiry, Michael,AlgaeBase c/o Ryan Institute, National University of Ireland, Galway, Ireland; Boegh, Phillip,Danish Meteorological Institute, Copenhagen, Denmark; Pedersen, Henrik,Zoological Museum Copenhagen, University of Copenhagen, Copenhagen, Denmark; Enghoff, Henrik,Zoological Museum Copenhagen, University of Copenhagen, Copenhagen, Denmark; von Raab-Straube, Eckhard,Botanic Garden and Botanical Museum Berlin-Dahlem, Freie Universität Berlin, Berlin, Germany; Güntsch, Anton,Botanic Garden and Botanical Museum Berlin-Dahlem, Freie Universität Berlin, Berlin, Germany; Geoffroy, Marc,Botanic Garden and Botanical Museum Berlin-Dahlem, Freie Universität Berlin, Berlin, Germany; Müller, Andreas,Botanic Garden and Botanical Museum Berlin-Dahlem, Freie Universität Berlin, Berlin, Germany; Kohlbecker, Andreas,Botanic Garden and Botanical Museum Berlin-Dahlem, Freie Universität Berlin, Berlin, Germany; Berendsohn, Walter,Botanic Garden and Botanical Museum Berlin-Dahlem, Freie Universität Berlin, Berlin, Germany; Appeltans, Ward,OBIS, Oostende, Belgium; Arvanitidis, Christos,Hellenic Centre for Marine Research, Heraklion, Greece; Vanhoorne, Bart,Flanders Marine Institute (VLIZ), Oostende, Belgium; Declerck, Joram,Flanders Marine Institute (VLIZ), Oostende, Belgium; Vandepitte, Leen,Flanders Marine Institute (VLIZ), Oostende, Belgium; Hernandez, Francisco,Flanders Marine Institute (VLIZ), Oostende, Belgium; Nash, Róisín,Marine and Freshwater Research Centre (MFRC), Galway Mayo Institute of Technology (GMIT), Galway, Ireland; Costello, Mark,University of Auckland, Auckland, New Zealand; Ouvrard, David,Natural History Museum, London, United Kingdom; Bezard-Falgas, Pascale,Muséum national d'Histoire naturelle, Paris, France; Bourgoin, Thierry,Muséum national d'Histoire naturelle, Département Systématique & Evolution, UMR 7205 MNHN-CNRS-UPMC-EPHE, (ISyEB), Paris, France; Wetzel, Florian,Museum für Naturkunde, Leibniz Institute for Evolution and Biodiversity Science, Berlin, Germany; Glöckler, Falko,Museum für Naturkunde, Leibniz Institute for Evolution and Biodiversity Science, Berlin, Germany; Korb, Günther,Museum für Naturkunde, Leibniz Institute for Evolution and Biodiversity Science, Berlin, Germany; Ring, Caroline,Museum für Naturkunde, Leibniz Institute for Evolution and Biodiversity Science, Berlin, Germany; Hagedorn, Gregor,Museum für Naturkunde, Leibniz Institute for Evolution and Biodiversity Science, Berlin, Germany; Häuser, Christoph,Museum für Naturkunde, Leibniz Institute for Evolution and Biodiversity Science, Berlin, Germany; Aktaç, Nihat,Trakya University, Edirne, Turkey; Asan, Ahmet,Trakya University, Edirne, Turkey; Ardelean, Adorian,myNature Association, Timișoara, Romania; Borges, Paulo,CE3C – Centre for Ecology, Evolution and Environmental Changes / Azorean Biodiversity Group and Universidade dos Açores, Angra do Heroísmo, Azores, Portugal; Dhora, Dhimiter,University of Shkodra, Faculty of Natural Sciences, Shkodra, Albania; Khachatryan, Hasmik,National Academy of Sciences of Armenia, Institute of Zoology, Yerevan, Armenia; Malicky, Michael,Oberösterreichisches Landesmuseum, Biologiezentrum, Linz, Austria; Ibrahimov, Shaig,Institute of Zoology, Baku, Azerbaijan; Tuzikov, Alexander,United Institute of Informatics Problems, National Academy of Sciences of Belarus, Minsk, Belarus; De Wever, Aaike,Royal Belgian Institute of Natural Sciences, Brussels, Belgium; Moncheva, Snejana,Institute of Oceanology, Varna, Bulgaria; Spassov, Nikolai,National Museum of Natural History, Sofia, Bulgaria; Chobot, Karel,Nature Conservation Agency of the Czech Republic, Prague, Czech Republic; Popov, Alexi,National Museum of Natural History, Sofia, Bulgaria; Boršić, Igor,State Institute for Nature Protection, Zagreb, Croatia; Sfenthourakis, Spyros,University of Cyprus, Nicosia, Cyprus; Kõljalg, Urmas,University of Tartu, Tartu, Estonia; Uotila, Pertti,University of Helsinki, Helsinki, Finland; Olivier, Gargominy,Muséum national d'Histoire naturelle, Paris, France; Dauvin, Jean-Claude,University of Sciences and Technology of Lille, Lille, France; Tarkhnishvili, David,Ilia Chavchavadze State University, Tbilisi, Georgia; Chaladze, Giorgi,Ilia Chavchavadze State University, Tbilisi, Georgia; Tuerkay, Michael,Senckenberg Museum, Frankfurt, Germany; Legakis, Anastasios,National and Kapodistrian University of Athens, Athens, Greece; Peregovits, László,Hungarian Natural History Museum, Budapest, Hungary; Gudmundsson, Gudmundur,Icelandic Institute of Natural History, Reykjavik, Iceland; Ólafsson, Erling,Icelandic Institute of Natural History, Reykjavik, Iceland; Lysaght, Liam,National Biodiversity Data Center, Waterford, Ireland; Galil, Bella,National Institute of Oceanography, Israel Oceanographic and Limnological Research, Haifa, Israel; Raimondo, Francesco,University Palermo, Botanical Garden and Herbarium Mediterraneum, Palermo, Italy; Domina, Gianniantonio,University Palermo, Botanical Garden and Herbarium Mediterraneum, Palermo, Italy; Stoch, Fabio,University of L'Aquila, L'Aquila, Italy; Minelli, Alessandro,University of Padova, Padova, Italy; Spungis, Voldermars,University of Latvia, Riga, Latvia; Budrys, Eduardas,Nature Research Centre, Vilnius, Lithuania; Olenin, Sergej,Klaipeda University, Klaipeda, Lithuania; Turpel, Armand,Musée national d'histoire naturelle Luxembourg, Luxembourg, Luxembourg; Walisch, Tania,Musée national d'histoire naturelle Luxembourg, Luxembourg, Luxembourg; Krpach, Vladimir,Macedonian Museum of Natural History, Skopje, Macedonia; Gambin, Marie,Malta Environment & Planning Authority, Floriana, Malta; Ungureanu, Laurentia,Institute of Zoology of the Academy of Sciences of Moldova, Chişinău, Moldova; Karaman, Gordan,Montenegrin Academy of Sciences and Arts, Podgorica, Montenegro; Kleukers, Roy,Naturalis Biodiversity Center, Leiden, Netherlands; Stur, Elisabeth,NTNU University Museum, Norwegian University of Science and Technology, Trondheim, Norway; Aagaard, Kaare,NTNU University Museum, Norwegian University of Science and Technology, Trondheim, Norway; Valland, Nils,Norwegian Biodiversity Information Centre (Artsdatabanken), Trondheim, Norway; Moen, Toril,Norwegian Biodiversity Information Centre (Artsdatabanken), Trondheim, Norway; Bogdanowicz, Wieslaw,Museum and Institute of Zoology, Polish Academy of Sciences, Warsaw, Poland; Tykarski, Piotr,University of Warsaw, Faculty of Biology, Dept. of Ecology, Biological and Chemical Research Centre, Warsaw, Poland; Węsławski, Jan,Institute of Oceanology of Polish Academy of Sciences, Sopot, Poland; Kędra, Monika,Institute of Oceanology of Polish Academy of Sciences, Sopot, Poland; M. de Frias Martins, Antonio,University of the Azores, Ponta Delgada, Portugal; Abreu, António,Estação de Biologia Marinha do Funchal, Madeira, Portugal; Silva, Ricardo,Naturdata, Lisboa, Portugal; Medvedev, Sergei,Zoological Institute of Russian Academy of Sciences, St Petersburg, Russia; Ryss, Alexander,Zoological Institute of Russian Academy of Sciences, St Petersburg, Russia; Šimić, Smiljka,Centre for the Balkan Biodiversity Conservation, Novi Sad, Serbia; Marhold, Karol,Institute of Botany, Slovak Academy of Sciences, Bratislava, Slovakia; Stloukal, Eduard,Comenius University, Bratislava, Slovakia; Tome, Davorin,Slovenian National Institute of Biology, Ljubljana, Slovenia; Ramos, Marian,Museo Nacional de Ciencias Naturales (CSIC), Madrid, Spain; Valdés, Benito,University of Seville, Seville, Spain; Pina, Francisco,University of Seville, Seville, Spain; Kullander, Sven,Swedish Museum of Natural History, Stockholm, Sweden; Telenius, Anders,Swedish Museum of Natural History, Stockholm, Sweden; Gonseth, Yves,Centre Suisse de Cartographie de la Faune, Neuchâtel, Switzerland; Tschudin, Pascal,Centre Suisse de Cartographie de la Faune, Neuchâtel, Switzerland; Sergeyeva, Oleksandra,Institute of Biology of the Southern Seas, Sevastopol, Ukraine; Vladymyrov, Volodymyr,Institute of Biology of the Southern Seas, Sevastopol, Ukraine; Rizun, Volodymyr,State Museum of Natural History, National Academy of Sciences of Ukraine, Lviv, Ukraine; Raper, Chris,Natural History Museum, London, United Kingdom; Lear, Dan,Marine Biological Association of the United Kingdom, Plymouth, United Kingdom; Stoev, Pavel,National Museum of Natural History, Sofia, Bulgaria; Penev, Lyubomir,Pensoft Publishers, Sofia, Bulgaria; Rubio, Ana,CETAF c/o Royal Belgian Institute of Natural Sciences, Brussels, Belgium; Backeljau, Thierry,Royal Belgian Institute of Natural Sciences, Brussels, Belgium; Saarenmaa, Hannu,University of Eastern Finland, Joensuu, Finland; Ulenberg, Sandrine,Naturalis Biodiversity Center, Leiden, Netherlands (2018-01-08)

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