ml-accuracy: Bicolorana bicolor: 0.988800519396202 Chorthippus albomarginatus: 0.9985391981821133 Chorthippus apricarius: 0.9957799058594384 Chorthippus biguttulus: 0.978899529297192 Chorthippus brunneus: 0.9975653303035221 Chorthippus dorsatus: 0.9957799058594384 Chorthippus mollis: 0.9974030189904236 Chrysochraon dispar: 0.9990261321214089 Conocephalus dorsalis: 0.9970783963642266 Conocephalus fuscus: 0.9875020288914137 Euthystira brachyptera: 0.9612075961694531 Gomphocerippus rufus: 0.9988638208083104 Gryllotalpa gryllotalpa: 0.9998376886869015 Gryllus campestris: 0.9917221230319754 Isophya kraussii: 0.9586106151598767 Leptophyes punctatissima: 0.9926959909105665 Nemobius sylvestris: 0.9917221230319754 Omocestus viridulus: 0.996591462424931 Phaneroptera falcata: 0.9972407076773251 Pholidoptera griseoaptera: 0.9904236325271871 Platycleis albopunctata: 0.9915598117188769 Pseudochorthippus montanus: 0.9957799058594384 Pseudochorthippus parallelus: 0.9727316993994481 Roeseliana roeselii: 0.93296542769031 Ruspolia nitidula: 0.9949683492939458 Stenobothrus lineatus: 0.9982145755559162 Stethophyma grossum: 0.9644538224314235 Tettigonia cantans: 0.9923713682843694 Tettigonia viridissima: 0.9597467943515663 nocall-empty: 0.9735432559649407 all: 0.7099496834929394 ml-f1-macro: Bicolorana bicolor: 0.7850467289719626 Chorthippus albomarginatus: 0.0 Chorthippus apricarius: 0.59375 Chorthippus biguttulus: 0.6782178217821783 Chorthippus brunneus: 0.4444444444444444 Chorthippus dorsatus: 0.7045454545454546 Chorthippus mollis: 0.8297872340425532 Chrysochraon dispar: 0.5 Conocephalus dorsalis: 0.6666666666666666 Conocephalus fuscus: 0.8739770867430442 Euthystira brachyptera: 0.3949367088607595 Gomphocerippus rufus: 0.2222222222222222 Gryllotalpa gryllotalpa: 0.9333333333333333 Gryllus campestris: 0.9660678642714571 Isophya kraussii: 0.7908121410992617 Leptophyes punctatissima: 0.8484848484848485 Nemobius sylvestris: 0.856338028169014 Omocestus viridulus: 0.8173913043478261 Phaneroptera falcata: 0.9005847953216374 Pholidoptera griseoaptera: 0.8720173535791758 Platycleis albopunctata: 0.723404255319149 Pseudochorthippus montanus: 0.6578947368421053 Pseudochorthippus parallelus: 0.6626506024096386 Roeseliana roeselii: 0.8386088315748339 Ruspolia nitidula: 0.8996763754045307 Stenobothrus lineatus: 0.9271523178807947 Stethophyma grossum: 0.8740655549166187 Tettigonia cantans: 0.8739946380697051 Tettigonia viridissima: 0.8277777777777777 nocall-empty: 0.0893854748603352 all: 0.7017744867313775 ml-f1-micro: Bicolorana bicolor: 0.7850467289719626 Chorthippus albomarginatus: 0.0 Chorthippus apricarius: 0.59375 Chorthippus biguttulus: 0.6782178217821783 Chorthippus brunneus: 0.4444444444444444 Chorthippus dorsatus: 0.7045454545454546 Chorthippus mollis: 0.8297872340425532 Chrysochraon dispar: 0.5 Conocephalus dorsalis: 0.6666666666666666 Conocephalus fuscus: 0.8739770867430442 Euthystira brachyptera: 0.3949367088607595 Gomphocerippus rufus: 0.2222222222222222 Gryllotalpa gryllotalpa: 0.9333333333333333 Gryllus campestris: 0.9660678642714571 Isophya kraussii: 0.7908121410992617 Leptophyes punctatissima: 0.8484848484848485 Nemobius sylvestris: 0.856338028169014 Omocestus viridulus: 0.8173913043478261 Phaneroptera falcata: 0.9005847953216374 Pholidoptera griseoaptera: 0.8720173535791758 Platycleis albopunctata: 0.723404255319149 Pseudochorthippus montanus: 0.6578947368421053 Pseudochorthippus parallelus: 0.6626506024096386 Roeseliana roeselii: 0.8386088315748339 Ruspolia nitidula: 0.8996763754045307 Stenobothrus lineatus: 0.9271523178807947 Stethophyma grossum: 0.8740655549166187 Tettigonia cantans: 0.8739946380697051 Tettigonia viridissima: 0.8277777777777777 nocall-empty: 0.0893854748603352 all: 0.8168316831683168 ml-f1-weighted: Bicolorana bicolor: 0.7850467289719626 Chorthippus albomarginatus: 0.0 Chorthippus apricarius: 0.59375 Chorthippus biguttulus: 0.6782178217821783 Chorthippus brunneus: 0.4444444444444444 Chorthippus dorsatus: 0.7045454545454546 Chorthippus mollis: 0.8297872340425532 Chrysochraon dispar: 0.5 Conocephalus dorsalis: 0.6666666666666666 Conocephalus fuscus: 0.8739770867430442 Euthystira brachyptera: 0.3949367088607595 Gomphocerippus rufus: 0.2222222222222222 Gryllotalpa gryllotalpa: 0.9333333333333333 Gryllus campestris: 0.9660678642714571 Isophya kraussii: 0.7908121410992617 Leptophyes punctatissima: 0.8484848484848485 Nemobius sylvestris: 0.856338028169014 Omocestus viridulus: 0.8173913043478261 Phaneroptera falcata: 0.9005847953216374 Pholidoptera griseoaptera: 0.8720173535791758 Platycleis albopunctata: 0.723404255319149 Pseudochorthippus montanus: 0.6578947368421053 Pseudochorthippus parallelus: 0.6626506024096386 Roeseliana roeselii: 0.8386088315748339 Ruspolia nitidula: 0.8996763754045307 Stenobothrus lineatus: 0.9271523178807947 Stethophyma grossum: 0.8740655549166187 Tettigonia cantans: 0.8739946380697051 Tettigonia viridissima: 0.8277777777777777 nocall-empty: 0.0893854748603352 all: 0.8017219405447434 loss: all: 0.047898572987135096