ml-accuracy: Bicolorana bicolor: 0.9858793324775353 Chorthippus albomarginatus: 0.9974326059050064 Chorthippus apricarius: 0.9929396662387676 Chorthippus biguttulus: 0.961061189559264 Chorthippus brunneus: 0.9929396662387676 Chorthippus dorsatus: 0.9937954642704322 Chorthippus mollis: 0.9997860504920839 Chrysochraon dispar: 0.9987163029525032 Conocephalus dorsalis: 0.9929396662387676 Conocephalus fuscus: 0.991869918699187 Euthystira brachyptera: 0.9518613607188704 Gomphocerippus rufus: 0.9991442019683354 Gryllotalpa gryllotalpa: 1.0 Gryllus campestris: 0.9893025246041934 Isophya kraussii: 0.9666238767650834 Leptophyes punctatissima: 0.9843816859221224 Nemobius sylvestris: 0.9905862216516902 Omocestus viridulus: 0.9922978177150192 Phaneroptera falcata: 0.9961489088575096 Pholidoptera griseoaptera: 0.9841677364142063 Platycleis albopunctata: 0.9848095849379547 Pseudochorthippus montanus: 0.9965768078733419 Pseudochorthippus parallelus: 0.9719726144629868 Roeseliana roeselii: 0.9216944801026957 Ruspolia nitidula: 0.9961489088575096 Stenobothrus lineatus: 0.9970047068891742 Stethophyma grossum: 0.9563543003851092 Tettigonia cantans: 0.9685494223363287 Tettigonia viridissima: 0.9747539580658965 Silence: 0.9993581514762516 Buzz: 0.9961489088575096 Bird: 0.9997860504920839 all: 0.6820710312366282 ml-f1-micro: Bicolorana bicolor: 0.7203389830508474 Chorthippus albomarginatus: 0.14285714285714285 Chorthippus apricarius: 0.6915887850467289 Chorthippus biguttulus: 0.5357142857142857 Chorthippus brunneus: 0.6915887850467289 Chorthippus dorsatus: 0.4727272727272727 Chorthippus mollis: 0.9787234042553191 Chrysochraon dispar: 0.8235294117647058 Conocephalus dorsalis: 0.7079646017699115 Conocephalus fuscus: 0.7625 Euthystira brachyptera: 0.5379876796714579 Gomphocerippus rufus: 0.3333333333333333 Gryllotalpa gryllotalpa: 1.0 Gryllus campestris: 0.8737373737373737 Isophya kraussii: 0.8181818181818182 Leptophyes punctatissima: 0.8359550561797753 Nemobius sylvestris: 0.7731958762886598 Omocestus viridulus: 0.7049180327868853 Phaneroptera falcata: 0.6785714285714286 Pholidoptera griseoaptera: 0.7823529411764706 Platycleis albopunctata: 0.8479657387580299 Pseudochorthippus montanus: 0.0 Pseudochorthippus parallelus: 0.5589225589225589 Roeseliana roeselii: 0.80406852248394 Ruspolia nitidula: 0.896551724137931 Stenobothrus lineatus: 0.9285714285714286 Stethophyma grossum: 0.8713745271122321 Tettigonia cantans: 0.25380710659898476 Tettigonia viridissima: 0.87117903930131 Silence: 0.9958391123439667 Buzz: 0.0 Bird: 0.0 all: 0.7912749153817225 ml-f1-macro: Bicolorana bicolor: 0.7203389830508474 Chorthippus albomarginatus: 0.14285714285714285 Chorthippus apricarius: 0.6915887850467289 Chorthippus biguttulus: 0.5357142857142857 Chorthippus brunneus: 0.6915887850467289 Chorthippus dorsatus: 0.4727272727272727 Chorthippus mollis: 0.9787234042553191 Chrysochraon dispar: 0.8235294117647058 Conocephalus dorsalis: 0.7079646017699115 Conocephalus fuscus: 0.7625 Euthystira brachyptera: 0.5379876796714579 Gomphocerippus rufus: 0.3333333333333333 Gryllotalpa gryllotalpa: 1.0 Gryllus campestris: 0.8737373737373737 Isophya kraussii: 0.8181818181818182 Leptophyes punctatissima: 0.8359550561797753 Nemobius sylvestris: 0.7731958762886598 Omocestus viridulus: 0.7049180327868853 Phaneroptera falcata: 0.6785714285714286 Pholidoptera griseoaptera: 0.7823529411764706 Platycleis albopunctata: 0.8479657387580299 Pseudochorthippus montanus: 0.0 Pseudochorthippus parallelus: 0.5589225589225589 Roeseliana roeselii: 0.80406852248394 Ruspolia nitidula: 0.896551724137931 Stenobothrus lineatus: 0.9285714285714286 Stethophyma grossum: 0.8713745271122321 Tettigonia cantans: 0.25380710659898476 Tettigonia viridissima: 0.87117903930131 Silence: 0.9958391123439667 Buzz: 0.0 Bird: 0.0 all: 0.6529389365747039 ml-f1-weighted: Bicolorana bicolor: 0.7203389830508474 Chorthippus albomarginatus: 0.14285714285714285 Chorthippus apricarius: 0.6915887850467289 Chorthippus biguttulus: 0.5357142857142857 Chorthippus brunneus: 0.6915887850467289 Chorthippus dorsatus: 0.4727272727272727 Chorthippus mollis: 0.9787234042553191 Chrysochraon dispar: 0.8235294117647058 Conocephalus dorsalis: 0.7079646017699115 Conocephalus fuscus: 0.7625 Euthystira brachyptera: 0.5379876796714579 Gomphocerippus rufus: 0.3333333333333333 Gryllotalpa gryllotalpa: 1.0 Gryllus campestris: 0.8737373737373737 Isophya kraussii: 0.8181818181818182 Leptophyes punctatissima: 0.8359550561797753 Nemobius sylvestris: 0.7731958762886598 Omocestus viridulus: 0.7049180327868853 Phaneroptera falcata: 0.6785714285714286 Pholidoptera griseoaptera: 0.7823529411764706 Platycleis albopunctata: 0.8479657387580299 Pseudochorthippus montanus: 0.0 Pseudochorthippus parallelus: 0.5589225589225589 Roeseliana roeselii: 0.80406852248394 Ruspolia nitidula: 0.896551724137931 Stenobothrus lineatus: 0.9285714285714286 Stethophyma grossum: 0.8713745271122321 Tettigonia cantans: 0.25380710659898476 Tettigonia viridissima: 0.87117903930131 Silence: 0.9958391123439667 Buzz: 0.0 Bird: 0.0 all: 0.7778297071025558 loss: all: 0.06721258430511778