ml-accuracy: Arcyptera fusca: 0.9994005245410266 Cicadetta petryi: 0.9976020981641064 Pseudochorthippus parallelus: 0.9784938179093293 Tessellana tessellata: 0.996777819408018 Chorthippus apricarius: 0.9934057699512926 Nemobius sylvestris: 0.9940801798426377 Tettigettula pygmea: 0.9980517047583365 Omocestus rufipes: 0.9979767703259648 Tibicina picta: 0.9959535406519295 Conocephalus fuscus: 0.9913825402772574 Euthystira brachyptera: 0.9979767703259648 Phaneroptera laticerca: 0.9988759835144249 Tibicina nigronervosa: 0.9956538029224429 Gryllus bimaculatus: 0.9958786062195579 Pholidoptera griseoaptera: 0.9874859497939303 Metrioptera saussuriana: 0.996553016110903 Pholidoptera femorata: 0.9959535406519295 Roeseliana azami: 0.9982765080554514 Myrmeleotettix maculatus: 0.999325590108655 Cicadetta montana: 0.9931060322218059 Platycleis albopunctata: 0.9844885724990633 Decticus albifrons: 0.997227426002248 Tylopsis lilifolia: 0.996553016110903 Chorthippus saulcyi: 0.9983514424878231 Cicada orni: 0.9883851629823904 Polysarcus denticauda: 0.9981266391907081 Bicolorana bicolor: 0.9956538029224429 Tibicina corsica: 0.9919820157362308 Eumodicogryllus bordigalensis: 0.9799175721243911 Omocestus viridulus: 0.9982765080554514 Tibicina haematodes: 0.9952041963282128 Pteronemobius heydenii: 0.9940801798426377 Metrioptera buyssoni: 0.9985762457849382 Uromenus rugosicollis: 0.9946796553016111 Omocestus raymondi: 0.9991757212439116 Ruspolia nitidula: 0.9761708505058074 Ephippiger diurnus: 0.9941551142750094 Stenobothrus lineatus: 0.9976020981641064 Gryllus campestris: 0.9692768827276134 Metrioptera brachyptera: 0.9964780816785312 Chorthippus dorsatus: 0.9968527538403896 Tibicina quadrisignata: 0.9941551142750094 Euchorthippus declivus: 0.9989509179467966 Tettigettalna argentata: 0.9907081303859123 Euchorthippus elegantulus: 0.9994754589733983 Oecanthus pellucens: 0.9739977519670289 Tettigonia viridissima: 0.9527913076058449 Tettigonia cantans: 0.9851629823904083 Lyristes plebejus: 0.9973023604346197 Chorthippus jacobsi: 0.9982765080554514 Phaneroptera nana: 0.9868864743349569 Rhacocleis annulata: 0.9995503934057699 Stenobothrus stigmaticus: 0.9995503934057699 Platycleis sabulosa: 0.996553016110903 Chorthippus brunneus: 0.9937055076807794 Gryllotalpa gryllotalpa: 0.9973023604346197 Isophya kraussii: 0.9960284750843013 Leptophyes punctatissima: 0.9879355563881603 Chorthippus vagans: 0.9977519670288497 Decticus verrucivorus: 0.9961783439490446 Cicadetta cerdaniensis: 0.9960284750843013 Chrysochraon dispar: 0.9981266391907081 Conocephalus dorsalis: 0.9955039340576995 Cicadetta cantilatrix: 0.9976020981641064 Tibicina garricola: 0.997002622705133 Cicada barbara: 0.9997002622705133 Cicadetta brevipennis: 0.9896590483327089 Cicadatra atra: 0.9955788684900712 Dimissalna dimissa: 0.9990258523791682 Stethophyma grossum: 0.9935556388160359 Phaneroptera falcata: 0.9951292618958412 Stauroderus scalaris: 0.9975271637317348 Chorthippus biguttulus: 0.9904083926564257 Zeuneriana abbreviata: 0.9987261146496815 Roeseliana roeselii: 0.9710003746721618 Platycleis intermedia: 0.9949044585987261 Chorthippus mollis: 0.9943799175721244 Yersinella raymondii: 0.9994754589733983 Sorapagus catalaunicus: 0.9991007868115399 Gomphocerippus rufus: 0.9994754589733983 Silence: 0.9988759835144249 Buzz: 0.9782690146122143 Bird: 0.9958786062195579 all: 0.6443611839640315 ml-f1-micro: Arcyptera fusca: 0.75 Cicadetta petryi: 0.6097560975609756 Pseudochorthippus parallelus: 0.6248366013071895 Tessellana tessellata: 0.7700534759358288 Chorthippus apricarius: 0.6691729323308271 Nemobius sylvestris: 0.7835616438356164 Tettigettula pygmea: 0.8311688311688312 Omocestus rufipes: 0.8571428571428571 Tibicina picta: 0.7216494845360825 Conocephalus fuscus: 0.8846539618856569 Euthystira brachyptera: 0.9025270758122743 Phaneroptera laticerca: 0.6666666666666666 Tibicina nigronervosa: 0.06451612903225806 Gryllus bimaculatus: 0.7773279352226721 Pholidoptera griseoaptera: 0.8609492089925063 Metrioptera saussuriana: 0.7578947368421053 Pholidoptera femorata: 0.64 Roeseliana azami: 0.5106382978723404 Myrmeleotettix maculatus: 0.8235294117647058 Cicadetta montana: 0.5 Platycleis albopunctata: 0.6698564593301436 Decticus albifrons: 0.8246445497630331 Tylopsis lilifolia: 0.5306122448979592 Chorthippus saulcyi: 0.7608695652173914 Cicada orni: 0.8125755743651754 Polysarcus denticauda: 0.7252747252747253 Bicolorana bicolor: 0.8669724770642202 Tibicina corsica: 0.6843657817109144 Eumodicogryllus bordigalensis: 0.6590330788804071 Omocestus viridulus: 0.8270676691729323 Tibicina haematodes: 0.5949367088607594 Pteronemobius heydenii: 0.801007556675063 Metrioptera buyssoni: 0.7397260273972602 Uromenus rugosicollis: 0.5696969696969697 Omocestus raymondi: 0.8735632183908046 Ruspolia nitidula: 0.5880829015544041 Ephippiger diurnus: 0.7045454545454546 Stenobothrus lineatus: 0.7377049180327869 Gryllus campestris: 0.8043893129770993 Metrioptera brachyptera: 0.783410138248848 Chorthippus dorsatus: 0.72 Tibicina quadrisignata: 0.0 Euchorthippus declivus: 0.5882352941176471 Tettigettalna argentata: 0.6915422885572139 Euchorthippus elegantulus: 0.8679245283018868 Oecanthus pellucens: 0.7872470876762723 Tettigonia viridissima: 0.8032479700187383 Tettigonia cantans: 0.7018072289156626 Lyristes plebejus: 0.8676470588235294 Chorthippus jacobsi: 0.8496732026143791 Phaneroptera nana: 0.7489239598278336 Rhacocleis annulata: 0.8888888888888888 Stenobothrus stigmaticus: 0.7 Platycleis sabulosa: 0.34285714285714286 Chorthippus brunneus: 0.65 Gryllotalpa gryllotalpa: 0.788235294117647 Isophya kraussii: 0.9440337909186906 Leptophyes punctatissima: 0.6836935166994106 Chorthippus vagans: 0.6666666666666666 Decticus verrucivorus: 0.8547008547008547 Cicadetta cerdaniensis: 0.3764705882352941 Chrysochraon dispar: 0.6666666666666666 Conocephalus dorsalis: 0.7413793103448276 Cicadetta cantilatrix: 0.9440559440559441 Tibicina garricola: 0.5918367346938775 Cicada barbara: 0.9797979797979798 Cicadetta brevipennis: 0.5369127516778524 Cicadatra atra: 0.4158415841584158 Dimissalna dimissa: 0.9530685920577617 Stethophyma grossum: 0.5274725274725275 Phaneroptera falcata: 0.8849557522123894 Stauroderus scalaris: 0.6972477064220184 Chorthippus biguttulus: 0.8306878306878307 Zeuneriana abbreviata: 0.8944099378881988 Roeseliana roeselii: 0.7909238249594813 Platycleis intermedia: 0.6530612244897959 Chorthippus mollis: 0.6724890829694323 Yersinella raymondii: 0.8813559322033898 Sorapagus catalaunicus: 0.85 Gomphocerippus rufus: 0.6666666666666666 Silence: 0.9523809523809523 Buzz: 0.1317365269461078 Bird: 0.8906560636182903 all: 0.7659947984395319 ml-f1-macro: Arcyptera fusca: 0.75 Cicadetta petryi: 0.6097560975609756 Pseudochorthippus parallelus: 0.6248366013071895 Tessellana tessellata: 0.7700534759358288 Chorthippus apricarius: 0.6691729323308271 Nemobius sylvestris: 0.7835616438356164 Tettigettula pygmea: 0.8311688311688312 Omocestus rufipes: 0.8571428571428571 Tibicina picta: 0.7216494845360825 Conocephalus fuscus: 0.8846539618856569 Euthystira brachyptera: 0.9025270758122743 Phaneroptera laticerca: 0.6666666666666666 Tibicina nigronervosa: 0.06451612903225806 Gryllus bimaculatus: 0.7773279352226721 Pholidoptera griseoaptera: 0.8609492089925063 Metrioptera saussuriana: 0.7578947368421053 Pholidoptera femorata: 0.64 Roeseliana azami: 0.5106382978723404 Myrmeleotettix maculatus: 0.8235294117647058 Cicadetta montana: 0.5 Platycleis albopunctata: 0.6698564593301436 Decticus albifrons: 0.8246445497630331 Tylopsis lilifolia: 0.5306122448979592 Chorthippus saulcyi: 0.7608695652173914 Cicada orni: 0.8125755743651754 Polysarcus denticauda: 0.7252747252747253 Bicolorana bicolor: 0.8669724770642202 Tibicina corsica: 0.6843657817109144 Eumodicogryllus bordigalensis: 0.6590330788804071 Omocestus viridulus: 0.8270676691729323 Tibicina haematodes: 0.5949367088607594 Pteronemobius heydenii: 0.801007556675063 Metrioptera buyssoni: 0.7397260273972602 Uromenus rugosicollis: 0.5696969696969697 Omocestus raymondi: 0.8735632183908046 Ruspolia nitidula: 0.5880829015544041 Ephippiger diurnus: 0.7045454545454546 Stenobothrus lineatus: 0.7377049180327869 Gryllus campestris: 0.8043893129770993 Metrioptera brachyptera: 0.783410138248848 Chorthippus dorsatus: 0.72 Tibicina quadrisignata: 0.0 Euchorthippus declivus: 0.5882352941176471 Tettigettalna argentata: 0.6915422885572139 Euchorthippus elegantulus: 0.8679245283018868 Oecanthus pellucens: 0.7872470876762723 Tettigonia viridissima: 0.8032479700187383 Tettigonia cantans: 0.7018072289156626 Lyristes plebejus: 0.8676470588235294 Chorthippus jacobsi: 0.8496732026143791 Phaneroptera nana: 0.7489239598278336 Rhacocleis annulata: 0.8888888888888888 Stenobothrus stigmaticus: 0.7 Platycleis sabulosa: 0.34285714285714286 Chorthippus brunneus: 0.65 Gryllotalpa gryllotalpa: 0.788235294117647 Isophya kraussii: 0.9440337909186906 Leptophyes punctatissima: 0.6836935166994106 Chorthippus vagans: 0.6666666666666666 Decticus verrucivorus: 0.8547008547008547 Cicadetta cerdaniensis: 0.3764705882352941 Chrysochraon dispar: 0.6666666666666666 Conocephalus dorsalis: 0.7413793103448276 Cicadetta cantilatrix: 0.9440559440559441 Tibicina garricola: 0.5918367346938775 Cicada barbara: 0.9797979797979798 Cicadetta brevipennis: 0.5369127516778524 Cicadatra atra: 0.4158415841584158 Dimissalna dimissa: 0.9530685920577617 Stethophyma grossum: 0.5274725274725275 Phaneroptera falcata: 0.8849557522123894 Stauroderus scalaris: 0.6972477064220184 Chorthippus biguttulus: 0.8306878306878307 Zeuneriana abbreviata: 0.8944099378881988 Roeseliana roeselii: 0.7909238249594813 Platycleis intermedia: 0.6530612244897959 Chorthippus mollis: 0.6724890829694323 Yersinella raymondii: 0.8813559322033898 Sorapagus catalaunicus: 0.85 Gomphocerippus rufus: 0.6666666666666666 Silence: 0.9523809523809523 Buzz: 0.1317365269461078 Bird: 0.8906560636182903 all: 0.7137322847502879 ml-f1-weighted: Arcyptera fusca: 0.75 Cicadetta petryi: 0.6097560975609756 Pseudochorthippus parallelus: 0.6248366013071895 Tessellana tessellata: 0.7700534759358288 Chorthippus apricarius: 0.6691729323308271 Nemobius sylvestris: 0.7835616438356164 Tettigettula pygmea: 0.8311688311688312 Omocestus rufipes: 0.8571428571428571 Tibicina picta: 0.7216494845360825 Conocephalus fuscus: 0.8846539618856569 Euthystira brachyptera: 0.9025270758122743 Phaneroptera laticerca: 0.6666666666666666 Tibicina nigronervosa: 0.06451612903225806 Gryllus bimaculatus: 0.7773279352226721 Pholidoptera griseoaptera: 0.8609492089925063 Metrioptera saussuriana: 0.7578947368421053 Pholidoptera femorata: 0.64 Roeseliana azami: 0.5106382978723404 Myrmeleotettix maculatus: 0.8235294117647058 Cicadetta montana: 0.5 Platycleis albopunctata: 0.6698564593301436 Decticus albifrons: 0.8246445497630331 Tylopsis lilifolia: 0.5306122448979592 Chorthippus saulcyi: 0.7608695652173914 Cicada orni: 0.8125755743651754 Polysarcus denticauda: 0.7252747252747253 Bicolorana bicolor: 0.8669724770642202 Tibicina corsica: 0.6843657817109144 Eumodicogryllus bordigalensis: 0.6590330788804071 Omocestus viridulus: 0.8270676691729323 Tibicina haematodes: 0.5949367088607594 Pteronemobius heydenii: 0.801007556675063 Metrioptera buyssoni: 0.7397260273972602 Uromenus rugosicollis: 0.5696969696969697 Omocestus raymondi: 0.8735632183908046 Ruspolia nitidula: 0.5880829015544041 Ephippiger diurnus: 0.7045454545454546 Stenobothrus lineatus: 0.7377049180327869 Gryllus campestris: 0.8043893129770993 Metrioptera brachyptera: 0.783410138248848 Chorthippus dorsatus: 0.72 Tibicina quadrisignata: 0.0 Euchorthippus declivus: 0.5882352941176471 Tettigettalna argentata: 0.6915422885572139 Euchorthippus elegantulus: 0.8679245283018868 Oecanthus pellucens: 0.7872470876762723 Tettigonia viridissima: 0.8032479700187383 Tettigonia cantans: 0.7018072289156626 Lyristes plebejus: 0.8676470588235294 Chorthippus jacobsi: 0.8496732026143791 Phaneroptera nana: 0.7489239598278336 Rhacocleis annulata: 0.8888888888888888 Stenobothrus stigmaticus: 0.7 Platycleis sabulosa: 0.34285714285714286 Chorthippus brunneus: 0.65 Gryllotalpa gryllotalpa: 0.788235294117647 Isophya kraussii: 0.9440337909186906 Leptophyes punctatissima: 0.6836935166994106 Chorthippus vagans: 0.6666666666666666 Decticus verrucivorus: 0.8547008547008547 Cicadetta cerdaniensis: 0.3764705882352941 Chrysochraon dispar: 0.6666666666666666 Conocephalus dorsalis: 0.7413793103448276 Cicadetta cantilatrix: 0.9440559440559441 Tibicina garricola: 0.5918367346938775 Cicada barbara: 0.9797979797979798 Cicadetta brevipennis: 0.5369127516778524 Cicadatra atra: 0.4158415841584158 Dimissalna dimissa: 0.9530685920577617 Stethophyma grossum: 0.5274725274725275 Phaneroptera falcata: 0.8849557522123894 Stauroderus scalaris: 0.6972477064220184 Chorthippus biguttulus: 0.8306878306878307 Zeuneriana abbreviata: 0.8944099378881988 Roeseliana roeselii: 0.7909238249594813 Platycleis intermedia: 0.6530612244897959 Chorthippus mollis: 0.6724890829694323 Yersinella raymondii: 0.8813559322033898 Sorapagus catalaunicus: 0.85 Gomphocerippus rufus: 0.6666666666666666 Silence: 0.9523809523809523 Buzz: 0.1317365269461078 Bird: 0.8906560636182903 all: 0.7635261800386258 dev_loss: all: 0.035346732458880675 iteration: 25