Metadata for “Physicochemical and biological variables measured in 110 national monitoring lakes between 1992 and 2022”. Lake monitoring data were downloaded from the data host https://miljodata.slu.se/MVM/ Sampling and analyses of all abiotic and biological variables were based on standard protocols throughout the study period. These protocols are quality controlled and certified by the Swedish Board for Accreditation and Conformity Assessment (SWEDAC; https://www.swedac.se/). All physicochemical and biological analyses were performed at the Department of Aquatic Sciences and Assessment following international (ISO) or European (EN) standards (Fölster et al., 2014). Detailed information concerning methods and quality control can be found at https://www.slu.se/en/departments/aquatic-sciences-assessment/laboratories/vattenlabb2/. File information Lake physicochemical variables measured in 110 lakes between 1992 and 2022. Mid-lake surface water samples (0.5 m) were taken annually during four sampling intervals (March to November, representing spring, summer, autumn and winter seasons) over a 31-year study period between 1992 and 2022 using a Plexiglas? sampler and monthly averages were calculated. File “Physicochemical.txt” 10 variables: EU id Year Colour_absorbance_420nm Ca mg/l Conductivity_mS/m pH TOC mg/l C DIN_ µg/l_N TP_ µg/l_P Water_Temperature_°C 3198 Data rows Data for monthly average daily mean air temperature and precipitation extracted from the interpolated Climate Research Unit gridded Time Series dataset (version 4.06; Harris et al., 2020; https://crudata.uea.ac.uk/cru/data/hrg/) for 0.5° latitude by 0.5° longitude grid cells corresponding to the geographic locations of the lakes were used to calculate annual mean air temperature (°C) and precipitation (mm per month for each lake in each year). File “ClimateData.txt” 5 variables: Lake_name EU_ID Year Mean_Annual_Temp_by_Year_dC Mean_Annual_Precipitation_by_Year_mm_per_month 3411 Data rows Phytoplankton was sampled quantitatively in late summer (August) with a tube sampler from the epilimnion in the open-water mid-lake area. Biovolumes (mm3/l) for individual species were calculated using geometric shapes and summed to obtain total phytoplankton biovolume (BioV). Taxon biovolumes were Hellinger transformed. File “PhytoBioVtaxa.txt” 783 variables: Lake_name EU_ID Year Acanthoceras_zachariasii Acanthosphaera_zachariasii Actinastrum_aciculare Actinastrum_hantzschii Acutodesmus Acutodesmus_dimorphus Amphidinium Anabaena Anabaenopsis Anathece Anathece_bachmannii Anathece_clathrata Anathece_minutissima Anathece_smithii Ankistrodesmus Ankistrodesmus_falcatus Ankistrodesmus_fusiformis Ankistrodesmus_gracilis Ankistrodesmus_nannoselene Ankistrodesmus_spiralis Ankyra Ankyra_ancora Ankyra_judayi Ankyra_lanceolata Aphanizomenon Aphanizomenon_flexuosum Aphanizomenon_flosaquae Aphanizomenon_gracile Aphanizomenon_klebahnii Aphanizomenon_yezoense Aphanocapsa Aphanocapsa_conferta Aphanocapsa_delicatissima Aphanocapsa_holsatica_s.lat. Aphanocapsa_incerta Aphanocapsa_planctonica Aphanothece Astasia Asterionella Asterionella_formosa Asterionella_ralfsii Aulacoseira Aulacoseira_alpigena Aulacoseira_ambigua Aulacoseira_distans Aulacoseira_distans_s.lat. Aulacoseira_granulata Aulacoseira_granulata_var._angustissima Aulacoseira_islandica Aulacoseira_islandica_subsp._helvetica Aulacoseira_italica Aulacoseira_italica_var._tenuissima Aulacoseira_pseudodistans Aulacoseira_subarctica Aulacoseira_tenella Aulomonas_purdyi Bacillariophyceae Bambusina_borreri Belonastrum_berolinense Bicosoeca Bicosoeca_ainikkiae Bicosoeca_alaskana Bicosoeca_campanulata Bicosoeca_cylindrica Bicosoeca_mitra Bicosoeca_mitra_var._suecica Bicosoeca_planctonica Bicosoeca_planctonica_var._multiannulata Binuclearia_lauterbornii Bitrichia Bitrichia_chodatii Bitrichia_longispina Bitrichia_ollula Bitrichia_phaseolus Bodo Botryococcus Botryococcus_braunii Botryococcus_neglectus Botryococcus_neglectus/terribilis Botryococcus_protuberans Botryococcus_terribilis Carteria Centritractus Centritractus_belonophorus Ceratium Ceratium_carolinianum Ceratium_cornutum Ceratium_furcoides Ceratium_hirundinella Chlamydocapsa Chlamydocapsa_bacillus Chlamydocapsa_planctonica Chlamydomonadales Chlamydomonas Chlorella Chlorogonium Chlorogonium_minimum Chlorophyceae Choanoflagellida Choricystis Choricystis_minor Chromulina Chromulinaceae Chromulinales Chroococcales Chroococcus Chroococcus_dispersus Chroococcus_distans Chroococcus_minimus Chroococcus_minutus Chroococcus_planctonicus Chroococcus_prescottii Chroococcus_turgidus Chroomonas Chroomonas_acuta Chrysidiastrum_catenatum Chrysochromulina Chrysochromulina_parva Chrysococcus Chrysococcus_cordiformis Chrysococcus_diaphanus Chrysococcus_furcatus Chrysococcus_punctiformis Chrysococcus_triporus Chrysolykos Chrysolykos_calceatus Chrysolykos_complanatus Chrysolykos_planctonicus Chrysolykos_skujae Chrysophyceae Chrysosphaerella Chrysosphaerella_longispina Chrysostephanosphaera_globulifera Closteriopsis_longissima Closterium Closterium_aciculare Closterium_acutum Closterium_acutum_var._acutum Closterium_acutum_var._variabile Closterium_dianae Closterium_dianae_var._arcuatum Closterium_gracile Closterium_jenneri Closterium_kuetzingii Closterium_limneticum Closterium_parvulum Closterium_pronum Closterium_setaceum Closterium_subpronum Coelastrum Coelastrum_astroideum Coelastrum_cambricum Coelastrum_microporum Coelastrum_sphaericum Coelosphaerium Coelosphaerium_kuetzingianum Coelosphaerium_minutissimum Coelosphaerium_subarcticum Colacium Comasiella_arcuata Cosmarium Cosmarium_abbreviatum Cosmarium_bioculatum Cosmarium_contractum Cosmarium_depressum Cosmarium_formosulum Cosmarium_margaritiferum Cosmarium_phaseolus Cosmarium_protractum Cosmarium_pyramidatum Cosmocladium_perissum Cosmocladium_pusillum Crucigenia Crucigenia_fenestrata Crucigenia_quadrata Crucigenia_tetrapedia Crucigeniella Crucigeniella_pulchra Cryptaulax Cryptaulax_conoidea Cryptaulax_rhomboidea Cryptaulax_vulgaris Cryptomonas Cryptomonas_curvata Cryptomonas_erosa Cryptomonas_marssonii Cryptomonas_obovata Cryptomonas_ovata Cryptomonas_reflexa Cuspidothrix_issatschenkoi Cyanocatena_imperfecta Cyanodictyon Cyanodictyon_iac Cyanodictyon_planctonicum Cyanodictyon_reticulatum Cyanonephron_styloides Cyanostylon_plancticum Cyanothamnos_plancticus Cyathomonas Cyclidiopsis_acus Cyclostephanos_dubius Cyclotella Cyclotella_atomus Cyclotella_bodanica_var._lemanensis_f._borealis Cyclotella_glomerata Cyclotella_iris Cyclotella_meneghiniana Cylindrocystis_brebissonii Cymatopleura Cymatopleura_elliptica Cymatopleura_solea Desmatractum_delicatissimum Desmatractum_spryii Desmodesmus Desmodesmus_aculeolatus Desmodesmus_armatus Desmodesmus_armatus_var._bicaudatus Desmodesmus_armatus_var._longispina Desmodesmus_bicaudatus Desmodesmus_bicellularis Desmodesmus_communis Desmodesmus_denticulatus Desmodesmus_dispar Desmodesmus_opoliensis Desmodesmus_opoliensis_var._carinatus Desmodesmus_serratus Desmodesmus_spinosus Desmodesmus_subspicatus Diatoma_tenuis Dichotomococcus Dichotomococcus_curvatus Dictyosphaerium Dictyosphaerium_ehrenbergianum Dictyosphaerium_S.L. Dictyosphaerium_s.lat. Dictyosphaerium_subsolitarium Didymocystis Dimorphococcus Dimorphococcus_lunatus Dinobryon Dinobryon_attenuatum Dinobryon_bavaricum Dinobryon_bavaricum_var._vanhoeffenii Dinobryon_borgei Dinobryon_crenulatum Dinobryon_cylindricum Dinobryon_cylindricum_var._palustre Dinobryon_divergens Dinobryon_divergens_var._schauinslandii Dinobryon_korschikovii Dinobryon_njakajaurense Dinobryon_pediforme Dinobryon_sertularia Dinobryon_sertularia_var._protuberans Dinobryon_sociale Dinobryon_sociale_var._americanum Dinobryon_sociale_var._stipitatum Dinobryon_stokesii Dinobryon_suecicum Dinobryon_suecicum_var._longispinum Dinobryon_tubaeforme Dinophyceae Diplochloris Diplopsalis Diplopsalis_acuta Discostella_stelligera Dolichospermum Dolichospermum_affine Dolichospermum_compactum Dolichospermum_crassum Dolichospermum_curved_threads Dolichospermum_curvum Dolichospermum_flosaquae Dolichospermum_lemmermannii Dolichospermum_macrosporum Dolichospermum_mendotae Dolichospermum_mucosum Dolichospermum_planctonicum Dolichospermum_sigmoideum Dolichospermum_solitarium Dolichospermum_spiroides Dolichospermum_straight_threads Dolichospermum_viguieri Dysmorphococcus Elakatothrix Elakatothrix_biplex Elakatothrix_gelatinosa Elakatothrix_genevensis Entomoneis_ornata Epigloeosphaera_glebulenta Epipyxis Epipyxis_tabellariae Euastrum Euastrum_ansatum Euastrum_bidentatum Euastrum_denticulatum Euastrum_elegans Euastrum_verrucosum Eucapsis_alpina Eucapsis_aphanocapsoides Eudorina Eudorina_elegans Euglena Euglenophyceae Eunotia Eunotia_zasuminensis Eutetramorus_nygaardii Fragilaria Fragilaria_capucina Fragilaria_crotonensis Fragilaria_nanana Fragilaria_tenera Franceia Franceia_droescheri Franceia_ovalis Geitlerinema Geitlerinema_splendidum Gloeocapsa Gloeocystis Gloeotila Gloeotila_pulchra Golenkinia Golenkinia_radiata Golenkiniopsis_longispina Gomphosphaeria_aponina Gomphosphaeria_s.lat. Gonatozygon_brebissonii Gonatozygon_monotaenium Goniochloris Goniochloris_fallax Goniochloris_smithii Goniomonas_truncata Gonium Gonium_pectorale Gonyostomum Gonyostomum_depressum Gonyostomum_semen Gymnodiniales Gymnodinium Gymnodinium_fuscum Gymnodinium_lacustre Gymnodinium_latum Gymnodinium_uberrimum Gyrodinium_helveticum Gyromitus_cordiformis Haematococcus_pluvialis Hannaea_arcus_s.lat. Hariotina_polychorda Hariotina_reticulata Hemiselmis Hindakia_tetrachotoma Hyalotheca Isthmochloron_lobulatum Isthmochloron_trispinatum Kathablepharis Kathablepharis_ovalis Kephyrion Kephyrion_boreale Kephyrion_cupuliforme Kephyrion_littorale Kephyrion_ovale Kephyrion_planctonicum Kephyrion_rubri-claustri Kephyrion_skujae Kephyrion_spirale Kephyriopsis Kirchneriella Kirchneriella_irregularis Kirchneriella_lunaris Kirchneriella_obesa Klebsormidium Koliella Koliella_longiseta Koliella_longiseta_f._tenuis Koliella_spiculiformis Komarekia Komarekia_rotundata Korshikoviella_limnetica Lacunastrum_gracillimum Lagerheimia Lagerheimia_ciliata Lagerheimia_citriformis Lagerheimia_genevensis Lagerheimia_longiseta Lemmermanniella_pallida Lepochromulina_calyx Lepocinclis Lepocinclis_acus Lepocinclis_oxyuris Lepocinclis_spirogyroides Lepocinclis_tripteris Limnococcus_limneticus Limnothrix Limnothrix_planctonica Limnothrix_redekei Lindavia_comta Lindavia_radiosa Lyngbya Mallomonas Mallomonas_akrokomos Mallomonas_allorgei Mallomonas_allorgei/lychenensis Mallomonas_caudata Mallomonas_crassisquama Mallomonas_hamata Mallomonas_heterospina Mallomonas_lychenensis Mallomonas_pumilio Mallomonas_punctifera Mallomonas_tonsurata Mallomonas_tonsurata/alpina Melosira_varians Merismopedia Merismopedia_elegans Merismopedia_glauca Merismopedia_hyalina Merismopedia_marssonii Merismopedia_minima Merismopedia_punctata Merismopedia_tenuissima Merotricha_capitata Micractinium_pusillum Micrasterias Micrasterias_pinnatifida Micrasterias_radiosa Micrasterias_truncata Microcystis Microcystis_aeruginosa Microcystis_botrys Microcystis_flosaquae Microcystis_natans Microcystis_novacekii Microcystis_smithii Microcystis_viridis Microcystis_wesenbergii Monactinus_simplex Monader "Monader,_obestämda" "Monader,_obestämda_3-5_µ" "Monader,_obestämda_7-10_µ" Monader._obestämda Monader._obestämda_3-5_µ Monochrysis Monochrysis_aphanaster Monomastix Monomorphina_pyrum Monoraphidium Monoraphidium_arcuatum Monoraphidium_capricornutum Monoraphidium_contortum Monoraphidium_dybowskii Monoraphidium_griffithii Monoraphidium_komarkovae Monoraphidium_minutum Monosiga Mougeotia Mucidosphaerium Mucidosphaerium_pulchellum Mucidosphaerium_sphagnale Mychonastes_botrytella Mychonastes_elegans Nephrochlamys_rostrata Nephrochlamys_willeana Nephrocytium Nephrocytium_agardhianum Nephrocytium_limneticum Nephrocytium_lunatum Nephrocytium_lunatum_morphotype Nephroselmis Nephroselmis_olivacea Nitzschia Nitzschia_intermedia_f._actinastroides Nitzschia_vermicularis Oocystis Oocystis_borgei Oocystis_marssonii Oocystis_rhomboidea Oocystis_solitaria Oocystis_submarina Oocystis_submarina_var._variabilis Ophiocytium Ophiocytium_capitatum Oscillatoria_s.lat. Pandorina Pandorina_morum Pantocsekiella_comensis Pantocsekiella_ocellata Pantocsekiella_rossii Paramastix Paramastix_conifera Parapediastrum_biradiatum Paraphysomonas_s.lat. Paraphysomonas_vestita Parvodinium Parvodinium_goslaviense Parvodinium_inconspicuum Parvodinium_umbonatum Paulschulzia Paulschulzia_pseudovolvox Paulschulzia_tenera Pectinodesmus_pectinatus Pediastrum Pediastrum_duplex Pediastrum_s.lat. Pedinomonas_minutissima Peridiniales Peridiniopsis Peridiniopsis_elpatiewskyi Peridiniopsis_polonica Peridinium Peridinium_aciculiferum Peridinium_africanum Peridinium_bipes Peridinium_cinctum Peridinium_willei Phacotus Phacus Phacus_acuminatus Phacus_caudatus Phacus_curvicauda Phacus_helikoides Phacus_longicauda Phacus_pleuronectes Phacus_suecicus Phacus_tortus Plagioselmis_lacustris Plagioselmis_lacustris_P._nannoplanctica Plagioselmis_lacustris/nannoplanctica Plagioselmis_nannoplanctica Planktolyngbya Planktolyngbya_contorta Planktolyngbya_limnetica Planktosphaeria_gelatinosa Planktothrix Planktothrix_agardhii Planktothrix_compressa_P._clathrata Planktothrix_isothrix Planktothrix_mougeotii_S.L Planonephros_parvula Pleurotaenium Pleurotaenium_ehrenbergii Polytoma Polytoma_granuliferum Polytomella Pseudanabaena Pseudanabaena_limnetica Pseudanabaena_mucicola Pseudogoniochloris_tripus Pseudokephyrion Pseudokephyrion_alaskanum Pseudokephyrion_entzii Pseudokephyrion_klarnetii Pseudokephyrion_millerense Pseudokephyrion_poculum Pseudokephyrion_taeniatum Pseudokephyrion_tatricum Pseudopediastrum Pseudopediastrum_boryanum Pseudopediastrum_boryanum_var._longicorne Pseudopedinella Pseudopedinella_tricostata Pseudosphaerocystis_lacustris Pseudostaurastrum Pseudostaurastrum_enorme Pseudostaurastrum_limneticum Pteromonas_angulosa Puncticulata Pyramimonas Quadricoccus_ellipticus Quadrigula Quadrigula_chodatii Quadrigula_closterioides Quadrigula_korsikovii Quadrigula_pfitzeri Radiocystis Radiocystis_geminata Raphidocelis_contorta Rhabdoderma Rhabdoderma_lineare Rhabdogloea_linearis Rhabdogloea_smithii Rhizochrysis Rhizosolenia Rhodomonas Rhodomonas_lacustris Rhodomonas_lens Romeria Salpingoeca Salpingoeca_gracilis Scenedesmus Scenedesmus_(sensu_strictu) Scenedesmus_ecornis Scenedesmus_obtusus Scenedesmus_quadricauda Scenedesmus_s.lat. Scherffelia_pelagica Schroederia Schroederia_setigera Scourfieldia Scourfieldia_complanata_s.lat. Selenastrum Selenastrum_bibraianum Selenodictyon Siderocelis_ornata Snowella Snowella_atomus Snowella_fennica Snowella_lacustris Snowella_litoralis Snowella_septentrionalis Spermatozopsis_exsultans Sphaerellopsis Sphaerocystis_planctonica Sphaerocystis_schroeteri Sphaeroeca_sp. Spiniferomonas Spirulina_subsalsa Spondylosium Spondylosium_planum Staurastrum Staurastrum_anatinum Staurastrum_arachne Staurastrum_arctiscon Staurastrum_avicula Staurastrum_brachiatum Staurastrum_cerastes Staurastrum_chaetoceras Staurastrum_cingulum Staurastrum_cingulum_var._obesum Staurastrum_longipes Staurastrum_longipes_var._contractum Staurastrum_luetkemuelleri Staurastrum_lunatum Staurastrum_ophiura Staurastrum_paradoxum Staurastrum_paradoxum_var._parvum Staurastrum_pelagicum Staurastrum_pingue Staurastrum_planctonicum Staurastrum_pseudopelagicum Staurastrum_sebaldi_var._ornatum Staurastrum_sexangulare Staurastrum_smithii Staurastrum_tetracerum Stauridium_privum Stauridium_tetras Staurodesmus Staurodesmus_convergens Staurodesmus_crassus Staurodesmus_cuspidatus Staurodesmus_cuspidatus_var._curvatus Staurodesmus_extensus Staurodesmus_extensus_var._joshuae Staurodesmus_glaber Staurodesmus_glaber_var._limnophilus Staurodesmus_incus Staurodesmus_indentatus Staurodesmus_mamillatus Staurodesmus_mamillatus_var._maximus Staurodesmus_megacanthus Staurodesmus_megacanthus_var._scoticus Staurodesmus_megacanthus_var._subcurvatus Staurodesmus_mucronatus Staurodesmus_octocornis Staurodesmus_patens Staurodesmus_ralfsii Staurodesmus_sellatus Staurodesmus_semilunaris Staurodesmus_triangularis Staurodesmus_triangularis_var._limneticus Stelexomonas_dichotoma Stenokalyx Stenokalyx_spirale Stephanodiscaceae Stephanodiscus Stephanodiscus_alpinus Stephanodiscus_binderanus Stephanodiscus_hantzschii Stephanodiscus_hantzschii_var._pusillus Stephanodiscus_rotula Stichococcus Stichococcus_pelagicus Stichogloea Stichogloea_doederleinii Stichogloea_globosa Stichogloea_olivacea Surirella Synechococcales "Synechococcales-colony,_pico_cells" Synechococcales-colony._pico_cells Synechococcus Synedra Synura Synura_echinulata Synura_petersenii Synura_sphagnicola Tabellaria Tabellaria_fenestrata Tabellaria_flocculosa Tabellaria_flocculosa_var._asterionelloides Tabellaria_flocculosa_var._flocculosa Tabellaria_flocculosa_var._teilingii Teilingia Teilingia_granulata Telonema Tetrabaena_socialis Tetradesmus_dimorphus Tetradesmus_lagerheimii Tetraëdriella_jovetii Tetraëdriella_patiens Tetraëdriella_regularis Tetraëdron Tetraëdron_caudatum Tetraëdron_incus Tetraëdron_minimum Tetraëdron_minimum_var._scrobiculatum Tetraëdron_minimum_var._tetralobulatum Tetraëdron_triangulare Tetrallantos_lagerheimii Tetramitus Tetramitus_pyriformis Tetraplektron Tetraplektron_sp. Tetrarcus_ilsteri Tetrastrum Tetrastrum_staurogeniiforme Tetrastrum_triacanthum Tetrastrum_triangulare Tovelliaceae Trachelomonas Trachelomonas_abrupta Trachelomonas_armata Trachelomonas_caudata Trachelomonas_granulosa Trachelomonas_hispida Trachelomonas_hispida_var._coronata Trachelomonas_intermedia Trachelomonas_planctonica Trachelomonas_volvocina Trachelomonas_volvocinopsis Treubaria Treubaria_setigera Treubaria_triappendiculata Trochiscia_planctonica Tychonema_bourrellyi Ulnaria Ulnaria_acus Ulnaria_delicatissima_var._angustissima Ulnaria_ulna Ulnaria_ulna_s.lat. Ulothrix Uroglena Uroglena_volvox Uroglena/Uroglenopsis/Urostipulosphaera Uroglenopsis Uroglenopsis_americana Urosolenia Urosolenia_eriensis Urosolenia_longiseta Urostipulosphaera_lindiae Volvocales Volvox_aureus Westella_botryoides Willea Willea_apiculata Willea_crucifera Willea_irregularis Willea_rectangularis Willea_truncata Willea_vilhelmii Woloszynskia Woloszynskia_ordinata Woronichinia Woronichinia_compacta Woronichinia_elorantae Woronichinia_naegeliana Xanthidium Xanthidium_antilopaeum Xanthidium_armatum Xanthidium_cristatum 2845 Data row Phytoplankton data was converted to five biological metrics: number of taxa, biovolume (phytoplankton BioV), relative biovolume (%) of cyanobacteria, diversity (Hill’s N2 calculated using Canoco) and Euclidean distance (a measure of between-year variability in assemblage composition). Between-year Euclidean distance was calculated as the distance between two consecutive years of detrended correspondence axes 1-3 scores derived using Canoco software (version 5.12, ter Braak and ?milauer 2018; ?milauer and Lepes 2014) as d=√((x2 – x1)? + (y2 – y1)?) + (z2 – z1)?), where x1, y1, z1 represent DC axis scores one, two and three, respectively, at any year and x2, y2, z2 represent DC axis scores one, two and three, respectively, for the previous year. File “PhytoMetrics.txt” 11 variables: Lake_name EU_ID Year Phyto_Nr_of_Species Phyto_BioV_mm3/l Phyto_Diversity_N2 Phyto_%Cyanobacteria DCA_Axis_1 DCA_Axis_2 DCA_Axis_3 Phyto_Euclidean_distance 2845 Data rows Benthic macroinvertebrate samples were collected in autumn (mainly October/November) from littoral habitats using standardised kick sampling with a hand net (0.5 mm mesh). Five standardised kick samples (20-s duration, 1 m long, ca 0.5–1 m depth) were taken from stony, vegetation-free sites in each lake. Taxon abundances (numbers per unit effort) were Hellinger transformed. File “LittoralTaxa.txt” 681 variables: Lake_name EU_ID Year Ablabesmyia Ablabesmyia_longistyla Ablabesmyia_monilis Ablabesmyia_phatta Acamptocladius Acamptocladius_submontanus Acilius_canaliculatus Acilius_sulcatus Acroloxus_lacustris Adicella_reducta Aeshna Aeshna_cyanea Aeshna_grandis Aeshna_juncea Agabus Agabus_arcticus Agabus_bipustulatus Agapetus Agapetus_ochripes Agraylea Agrypnetes_crassicornis Agrypnia Agrypnia_obsoleta Agrypnia_pagetana Agrypnia_picta Agrypnia_varia Alboglossiphonia_heteroclita Ameletus Ameletus_alpinus Ameletus_inopinatus Amphinemura Amphinemura_borealis Ampullaceana_balthica Ampullaceana_Peregriana Anabolia_nervosa Ancylus_fluviatilis Anisoptera Anisus Anisus_vortex Annitella_obscurata Anodonta Anodonta_anatina Anodonta_cygnea Anostraca Antocha Antocha_vitripennis Apatania Apatania_auricula Apatania_wallengreni Apatania_zonella Aphelocheiridae Apsectrotanypus_trifascipennis Araneae Arctopsyche_ladogensis Arcynopteryx_compacta Argulus Argyroneta_aquatica Asellus_aquaticus Athericidae Athripsodes Athripsodes_aterrimus Athripsodes_bilineatus Athripsodes_cinereus Athripsodes_commutatus Baetidae Baetis Baetis_muticus Baetis_rhodani Baetis_subalpinus Bagous Bathyomphalus_contortus Batracobdella Beraeodes_minutus Bithynia Bithynia_leachii Bithynia_tentaculata Bivalvia Boreonectes_multilineatus Brachycera Brachyptera_risi Brachytron_pratense Brillia Caenis Caenis_horaria Caenis_lactea Caenis_luctuosa Caenis_rivulorum Callicorixa Callicorixa_praeusta Callicorixa_producta Callicorixa_wollastoni Calopteryx Calopteryx_virgo Capnia Capnia_atra Capnia_bifrons Capnopsis_schilleri Centroptilum Centroptilum_luteolum Ceraclea Ceraclea_albimacula Ceraclea_annulicornis Ceraclea_dissimilis Ceraclea_fulva Ceraclea_nigronervosa Ceraclea_senilis Ceratopogonidae Chaetocladius Chaetopterygini Chaetopteryx Chaetopteryx_sahlbergi Chaetopteryx_villosa Chaetopteryx-Annitella Chaoborus Chaoborus_crystallinus Chaoborus_flavicans Cheumatopsyche_lepida Chironomidae Chironomini Chironomus Chironomus_(anthracinus_aggregate) Chironomus_(Camptochironomus) Chironomus_(Chironomus) Chironomus_(plumosus_aggregate) Chironomus_anthracinus Chironomus_anthracinus-typ Chironomus_neocorax Chironomus_plumosus Chironomus_plumosus-typ Chironomus_salinarius Chironomus_salinarius-typ Chironomus_semireductus-typ Chironomus_tenuistylus Chrysomelidae Chrysopilus Cladopelma Cladotanytarsus Clinotanypus Clinotanypus_nervosus Cloeon Cloeon_dipterum Cloeon_dipterum_gr. Cloeon_dipterum/inscriptum Cloeon_inscriptum Cloeon_simile Cloeon_simile_gr. Cloeon_simile-group Coenagriidae Coenagrion Coenagrion_hastulatum Coenagrion_lunulatum Coenagrion_puella/pulchellum Coenagrionidae Coleoptera Collembola Colymbetes Colymbetinae Conchapelopia Constempellina Cordulegaster_boltonii Cordulia_aenea Corduliidae Corixa Corixidae Corynocera Corynocera_ambigua Corynocera_oliveri Corynoneura Corynoneura_arctica Corynoneura_scutellata Cricotopus Cryptochironomus Culicidae Curculionidae Cymatia Cyrnus Cyrnus_crenaticornis Cyrnus_flavidus Cyrnus_insolutus Cyrnus_trimaculatus Demicryptochironomus Demicryptochironomus_vulneratus Dendrocoelum_lacteum Diamesa Diamesinae Dicranota Dicrotendipes Dicrotendipes_modestus Dicrotendipes_tritomus Dina_lineata Diplocladius_cultriger Diptera Diura_bicaudata Diura_nanseni Dixa Dixella Dixidae Dolichopodidae Dolomedes_fimbriatus Donacia Dreissena_polymorpha Dryopidae Dryops Dugesia Dytiscidae Dytiscus Dytiscus_circumcinctus Dytiscus_marginalis Ecdyonurus_joernensis Ecnomus_tenellus Einfeldia Eiseniella_tetraedra Elmidae Elmis_aenea Elodes Eloeophila Empididae Enallagma_cyathigerum Endochironomus Enochrus_testaceus Ephemera Ephemera_danica Ephemera_vulgata Ephemerella Ephemerella_aurivillii Ephemeroptera Ephydridae Epoicocladius_ephemerae Erotesis_baltica Erpobdella Erpobdella_octoculata Erpobdella_testacea Erpobdellidae Erythromma_najas Eukiefferiella Galba_truncatula Gammaracanthus_lacustris Gammaridae Gammarus Gammarus_lacustris Gammarus_pulex Gastropoda Georthocladius Gerris Gerris_argentatus Glaenocorisa Glaenocorisa_propinqua Glossiphonia Glossiphonia_complanata Glossiphonia_concolor Glossiphonia_heteroclita Glossiphoniidae Glyphotaelius_pellucidus Glyptotendipes Goera_pilosa Goeridae Gomphidae Gomphus_vulgatissimus Grammotaulius_nigropunctatus Graphoderus_bilineatus Graptodytes Graptodytes_pictus Guttipelopia Gyraulus Gyraulus_acronicus Gyraulus_albus Gyraulus_crista Gyraulus_riparius Gyrinus Gyrinus_aeratus Gyrinus_marinus Gyrinus_minutus Haemopis_sanguisuga Halesus Haliplidae Haliplus Harnischia_curtilamellata Helius Helobdella_stagnalis Helophorus Hemerodromia Hemiclepsis_marginata Heptagenia Heptagenia_dalecarlica Heptagenia_sulphurea Heptageniidae Hesperocorixa Hesperocorixa_linnaei Heterotanytarsus_apicalis Heterotrissocladius Heterotrissocladius_grimshawi Heterotrissocladius_maeaeri Heterotrissocladius_marcidus Heterotrissocladius_subpilosus Hippeutis_complanatus Hirudinea Hirudinidae Hirudo_medicinalis Holocentropus Holocentropus_dubius Holocentropus_insignis Holocentropus_picicornis Hydaticus Hydracarina Hydrachnidiae Hydraena Hydraena_britteni Hydraena_gracilis Hydraena_riparia Hydraenidae Hydrobaenus Hydrobiidae Hydroglyphus_geminus Hydrophilidae Hydrophorus Hydroporus Hydroporus_palustris Hydropsyche Hydropsyche_angustipennis Hydropsyche_pellucidula Hydropsyche_saxonica Hydropsyche_silfvenii Hydropsyche_siltalai Hydropsychidae Hydroptila Hydroptilidae Hygrotus Hygrotus_novemlineatus Hygrotus_quinquelineatus Hygrotus_versicolor Hyphydrus Hyphydrus_ovatus Ibisia_marginata Ilybius Ischnura Ischnura_elegans Isoperla Isoperla_obscura Ithytrichia Kageronia_fuscogrisea Krenosmittia Labrundinia Labrundinia_longipalpis Laccobius Lauterborniella Lauterborniella_agrayloides Lepidoptera Lepidostoma Lepidostoma_hirtum Lepidostomatidae Leptoceridae Leptocerus_tineiformis Leptophlebia Leptophlebia_marginata Leptophlebia_vespertina Leptophlebiidae Leucorrhinia Leucorrhinia_albifrons Leucorrhinia_caudalis Leucorrhinia_dubia Leucorrhinia_pectoralis Leuctra Leuctra_fusca Leuctra_hippopus Leuctra_nigra Libellula Libellula_quadrimaculata Libellulidae Limnephilidae Limnephilus Limnephilus_binotatus Limnephilus_femoralis Limnephilus_fuscicornis Limnephilus_lunatus Limnephilus_marmoratus Limnephilus_pantodapus Limnephilus_rhombicus Limnius Limnius_volckmari Limnophora Limnophyes Limoniidae Lymnaea_stagnalis Lymnaeidae Lype Lype_phaeopa Lype_reducta Macropelopia Marstoniopsis_insubrica Mesocricotopus Metretopus_borealis Micrasema_setiferum Microchironomus Microchironomus_tener Micronecta Micropsectra Micropsectra_bidentata Micropterna Microtendipes Microtendipes_pedellus Microtendipes_pedellus-typ Microtendipes_rydalensis Microtendipes_rydalensis_gr. Molanna Molanna_albicans Molanna_angustata Molanna_submarginalis Molannidae Molannodes_tinctus Molophilus Monodiamesa_bathyphila Monoporeia_affinis Muscidae Mysis_relicta Mystacides Mystacides_azurea Mystacides_longicornis Mystacides_longicornis_M._nigra Mystacides_longicornis/nigra Mystacides_nigra Myxas_glutinosa Nanocladius Nebrioporus Nebrioporus_assimilis Nebrioporus_depressus Nectoporus_sanmarkii Nematoda Nemertea Nemotaulius_punctatolineatus Nemoura Nemoura_avicularis Nemoura_cinerea Nemoura_flexuosa Nemouridae Nemurella_pictetii Nepa_cinerea Neureclipsis_bimaculata Neuroptera Nigrobaetis_niger Noterus_crassicornis Notidobia_ciliaris Notonecta Notonecta_glauca Notonecta_maculata Odonata Oecetis Oecetis_furva Oecetis_lacustris Oecetis_notata Oecetis_ochracea Oecetis_testacea Oligochaeta Oligostomis_reticulata Oligotricha_striata Omisus_caledonicus Onychogomphus_forcipatus Orectochilus_villosus Oreodytes Oreodytes_alpinus Oreodytes_septentrionalis Orthetrum Orthetrum_cancellatum Orthocladiinae Orthocladius Orthotrichia Oulimnius Oulimnius_troglodytes Oulimnius_troglodytes-tuberculatus Oulimnius_tuberculatus Oxycera Oxyethira Pagastiella_orophila Pallaseopsis_quadrispinosa Parachironomus Parachironomus_varus Paracinygmula_joernensis Paracladius Paracladopelma Paracorixa_concinna Parakiefferiella Parakiefferiella_triquetra Paralauterborniella_nigrohalteralis Paraleptophlebia Paralimnophyes Paramerina Paratanytarsus Paratendipes Paratendipes_nudisquama Pedicia Pentaneurella Pentaneurini Peregriana_labiata Pericoma Perlodidae Phaenopsectra Phalacrocera_replicata Phryganea Phryganea_bipunctata Phryganea_grandis Phryganeidae Physa_fontinalis Pilaria Piscicola_geometra Pisidium Planaria Planariidae Planorbidae Planorbis Planorbis_carinatus Planorbis_planorbis Platambus_maculatus Platycnemis_pennipes Platycnemis_pennipes_Pyrrhosoma_nymphula Platycnemis_pennipes/Pyrrhosoma_nymphula Plecoptera Plectrocnemia Plectrocnemia_conspersa Polycelis Polycentropodidae Polycentropus Polycentropus_flavomaculatus Polycentropus_irroratus Polypedilum Polypedilum_breviantennatum_gr. Polypedilum_laetum Polypedilum_nubeculosum Porhydrus_lineatus Potamophylax Potamopyrgus_antipodarum Potthastia Potthastia_goedii_gr. Potthastia_longimana Potthastia_longimanus Procladius Procloeon Procloeon_bifidum Prodiamesa Prodiamesa_olivacea Propsilocerus_jacuticus Protanypus Protonemura Protonemura_meyeri Psectrocladius Psectrocladius_septentrionalis Psectrocladius_sordidellus Pseudochironomus_prasinatus Pseudodiamesa Pseudolimnophila Pseudorthocladius Pseudosmittia Psuedochironomini Psychoda Psychodidae Psychomyia_pusilla Psychomyiidae Pyrrhosoma_nymphula Radix Radix_auricularia Ranatra_linearis Rhadicoleptus_alpestris Rheocricotopus Rheotanytarsus Rhyacophila Rhyacophila_fasciata Rhyacophila_nubila Riolus Riolus_nitens Sciomyzidae Scirtes Scirtidae Scleroprocta Segmentina_nitida Sergentia Sergentia_coracina Sergentia_prima Sericostoma_personatum Sericostomatidae Setodes_argentipunctellus Sialidae Sialis Sialis_fuliginosa Sialis_lutaria Sialis_lutaria_gr. Sialis_lutaria-group Sialis_sordida Sigara Sigara_distincta Sigara_dorsalis Sigara_fossarum Sigara_iactans Sigara_scotti Sigara_semistriata Sigara_striata Silo_pallipes Simuliidae Siphlonuridae Siphlonurus Siphlonurus_alternatus Siphlonurus_lacustris Siphonoperla_burmeisteri Sisyra Smittia Somatochlora Somatochlora_flavomaculata Somatochlora_metallica Sphaeriidae Sphaerium Stagnicola Stagnicola_palustris Stempellina Stempellinella Stenelmis_canaliculata Stenochironomus Stenophylax Stictochironomus Stictochironomus_rosenschoeldi Stictochironomus_sticticus Stictotarsus Stictotarsus_duodecimpustulatus Stratiomyidae Sympetrum Sympetrum_sanguineum Sympetrum_striolatum Sympetrum_vulgatum Syndiamesa Synorthocladius Synorthocladius_semivirens Syrphidae Tabanidae Taeniopteryx_nebulosa Tanypodinae Tanypus Tanytarsini Tanytarsus Tanytarsus_brundini Tanytarsus_lugens Theodoxus_fluviatilis Theromyzon Theromyzon_tessulatum Thienemanniella Thienemannimyia Thienemannimyia_gr. Tinodes Tinodes_pallidulus Tinodes_waeneri Tipula Tipula_salicetorum Tipulidae Triaenodes Triaenodes_bicolor Tribelos Trichoptera Tricladida Tricyphona Trissocladius Turbellaria Tvetenia Unio Unionidae Valvata Valvata_cristata Valvata_macrostoma Valvata_piscinalis Valvata_sibirica Velia Viviparus Viviparus_viviparus Wiedemannia Xenochironomus_xenolabis Xenopelopia Ylodes Zalutschia Zalutschia_tatrica Zalutschia_tornetraeskensis Zalutschia_zalutschicola Zavrelia Zavrelimyia Zygoptera 2714 Data rows Littoral macroinvertebrate data were converted to four biological metrics: number of taxa, total abundance, diversity and Euclidean distance (see above). File “LittoralMetrics.txt” 10 variables: Lake_name EU_ID Year Littoral_Nr_of_Species Littoral_Abundance Littoral_Diversity_N2 Littoral_DCA_Axis_1 Littoral_DCA_Axis_2 Littoral_DCA_Axis_3 Litttoral_Euclidean_distance 2696 Data rows Benthic macroinvertebrate samples were collected in autumn (mainly October/November) from profundal habitats using an Ekman grab (247 cm2). Five samples were taken within a 150 m x 150 m quadrate situated over the deepest area of the lake. Taxon abundances (number of individuals per m2) were Hellinger transformed. File “ProfundalTaxa.txt” 324 variables: Lake_name EU_ID Year Abiskomyia Ablabesmyia Ablabesmyia_longistyla Ablabesmyia_monilis Ablabesmyia_phatta Acamptocladius Acamptocladius_submontanus Acricotopus_lucens Acroloxus_lacustris Agraylea Agrypnia Agrypnia_obsoleta Ampullaceana_balthica Anisoptera Anodonta Anodonta_anatina Anodonta_cygnea Apatania Apsectrotanypus_trifascipennis Arcynopteryx_compacta Argulus Argyroneta_aquatica Asellus_aquaticus Athripsodes Athripsodes_aterrimus Athripsodes_cinereus Aulodrilus_pluriseta Baetis Baetis_muticus Baetis_rhodani Bithynia Bithynia_leachii Bithynia_tentaculata Bivalvia Boreobdella_verrucata Brillia Caenis Caenis_horaria Caenis_lactea Caenis_luctuosa Capnia Capnia_atra Capnopsis_schilleri Centroptilum_luteolum Ceraclea Ceratopogonidae Chaoborus Chaoborus_crystallinus Chaoborus_flavicans Chaoborus_obscuripes Chimarra_marginata Chironomidae Chironomini Chironomus Chironomus_(anthracinus_aggregate) Chironomus_(Chironomus) Chironomus_(plumosus_aggregate) Chironomus_(salinarius_aggregate) Chironomus_anthracinus Chironomus_islandicus_C._hyperboreus Chironomus_neocorax Chironomus_plumosus Chironomus_salinarius Chironomus_salinarius-typ Chironomus_semireductus Chironomus_semireductus-typ Chironomus_tenuistylus Cladopelma Cladotanytarsus Clinotanypus_nervosus Cloeon Cloeon_dipterum Cloeon_dipterum_gr. Cloeon_inscriptum Coenagrion Coenagrion_hastulatum Coleoptera Collembola Conchapelopia Constempellina Cordulia_aenea Corynocera Corynocera_ambigua Corynocera_oliveri Corynoneura Cricotopus Cryptochironomus Cyrnus Cyrnus_crenaticornis Cyrnus_flavidus Cyrnus_insolutus Cyrnus_trimaculatus Demicryptochironomus_vulneratus Dendrocoelum_lacteum Diamesa Diamesinae Dicranota Dicrotendipes Dicrotendipes_modestus Diptera Dolomedes_fimbriatus Donacia Dreissena_polymorpha Dytiscidae Ecnomus_tenellus Einfeldia Elmis_aenea Empididae Enallagma_cyathigerum Endochironomus Ephemera Ephemera_vulgata Epoicocladius_ephemerae Erpobdella Erpobdella_octoculata Erpobdella_testacea Erythromma_najas Eukiefferiella Gammarus Gammarus_lacustris Gammarus_pulex Gastropoda Gerridae Glossiphonia Glossiphonia_complanata Glossiphonia_concolor Glossiphoniidae Glyptotendipes Guttipelopia Gyraulus_acronicus Gyraulus_albus Gyraulus_crista Haliplus Harnischia_curtilamellata Helobdella_stagnalis Heptagenia Heterotanytarsus_apicalis Heterotrissocladius Heterotrissocladius_grimshawi Heterotrissocladius_maeaeri Heterotrissocladius_marcidus Heterotrissocladius_subpilosus Hippeutis_complanatus Hirudinea Holocentropus Holocentropus_dubius Hydracarina Hydrachnidiae Hydraena Hydrophilidae Hydroptilidae Isoperla Kageronia_fuscogrisea Lasiodiamesa Lauterborniella_agrayloides Lepidoptera Lepidostoma_hirtum Lepidurus Leptoceridae Leptocerus_tineiformis Leptophlebia Leptophlebia_marginata Leptophlebia_vespertina Leucorrhinia Leuctra_hippopus Libellulidae Limnephilidae Limnephilus Limnodrilus Limnophyes Limoniidae Macropelopia Mesocricotopus Microchironomus Microchironomus_tener Micronecta Micropsectra Micropsectra_bidentata Micropsectra_insignilobus Microtendipes Microtendipes_pedellus Microtendipes_pedellus-typ Microtendipes_tarsalis Molanna Molanna_albicans Molanna_angustata Molanna_submarginalis Molannidae Molannodes_tinctus Monodiamesa Monodiamesa_bathyphila Monoporeia_affinis Mysis_relicta Mystacides Mystacides_azurea Mystacides_longicornis Mystacides_longicornis_M._nigra Mystacides_longicornis/nigra Mystacides_nigra Naididae Nebrioporus_depressus Nematoda Nemoura Nemoura_cinerea Oecetis Oecetis_ochracea Oecetis_testacea Oligochaeta Omisus_caledonicus Onychogomphus_forcipatus Orectochilus_villosus Orthocladiinae Orthocladius Orthotrichia Oulimnius Oxyethira Pagastiella_orophila Pallaseopsis_quadrispinosa Parachironomus Parachironomus_varus Paracladopelma Paradelphomyia Parakiefferiella Parakiefferiella_triquetra Paralimnophyes Paramerina Paratanytarsus Paratendipes_nudisquama Pentaneurini Peregriana_labiata Pericoma Phaenopsectra Phryganea_bipunctata Phryganea_grandis Physa_fontinalis Piscicola_geometra Pisidium Planorbis_carinatus Planorbis_planorbis Plecoptera Polycentropodidae Polycentropus_flavomaculatus Polycentropus_irroratus Polypedilum Polypedilum_breviantennatum_gr. Polypedilum_nubeculosum Potamopyrgus_antipodarum Potamothrix_hammoniensis Potthastia Potthastia_longimana Potthastia_longimanus Procladius Procloeon Prodiamesa Prodiamesa_olivacea Propsilocerus_jacuticus Protanypus Protanypus_morio Psectrocladius Psectrocladius_sordidellus Pseudanodonta_complanata Pseudochironomus_prasinatus Pseudodiamesa Pseudorthocladius Pseudosmittia Radix Radix_auricularia Rheocricotopus Rhyacophila Rhyacophila_nubila Sergentia Sergentia_coracina Sergentia_prima Sialis Sialis_fuliginosa Sialis_lutaria Sialis_lutaria_gr. Sigara Simuliidae Sisyra Sphaeriidae Sphaerium Spirosperma_ferox Stagnicola_palustris Stempellina Stempellinella Stictochironomus Stictochironomus_rosenschoeldi Stratiomyidae Stylodrilus_heringianus Syndiamesa Synorthocladius_semivirens Tabanidae Tanypodinae Tanypus Tanytarsini Tanytarsus Tanytarsus_brundini Tanytarsus_lugens Theodoxus_fluviatilis Theromyzon_tessulatum Thienemanniella Thienemannimyia Tinodes_waeneri Triaenodes Triaenodes_bicolor Tribelos Tricladida Tubifex_tubifex Tubificidae Turbellaria Valvata_cristata Valvata_macrostoma Valvata_piscinalis Zalutschia Zalutschia_tatrica Zalutschia_tornetraeskensis Zalutschia_zalutschicola Zavrelia Zavrelimyia 2804 Data rows Profundal macroinvertebrate data were converted to four biological metrics: number of taxa, total abundance, diversity and Euclidean distance (see above). File “ProfundalMetrics.txt” 10 variables: Lake_name EU_ID Year Profundal_Nr_of_Species Profundal_Abundance Profundal_Diversity_N2 Profundal_DCA_Axis_1 Profundal_DCA_Axis_2 Profundal_DCA_Axis_3 Profundal_Euclidean_distance (see above) 2804 Data rows