ml-accuracy:
  Arcyptera fusca: 0.996715157203191
  Barbitistes fischeri: 0.9978883153449085
  Bicolorana bicolor bicolor: 0.9856874706710465
  Callicrania ramburii: 0.9983575786015955
  Chorthippus apricarius apricarius: 0.9955419990614734
  Chorthippus biguttulus biguttulus: 0.9960112623181605
  Chorthippus brunneus brunneus: 0.9969497888315345
  Chorthippus dorsatus dorsatus: 0.996715157203191
  Chorthippus jacobsi: 0.9960112623181605
  Chorthippus mollis mollis: 0.9983575786015955
  Chorthippus saulcyi vicdessossi: 0.993899577663069
  Chorthippus vagans vagans: 0.9988268418582825
  Chrysochraon dispar dispar: 0.992961051149695
  Cicada orni: 0.9687939934303144
  Cicadatra atra: 0.9917878930079774
  Cicadetta cantilatrix: 0.9913186297512905
  Cicadetta cerdaniensis: 0.9946034725480994
  Cicadetta fangoana: 0.999530736743313
  Cicadetta montana: 0.997653683716565
  Cicadetta petryi: 0.989206945096199
  Cicadetta sibillae: 0.9988268418582825
  Conocephalus fuscus: 0.9922571562646645
  Decticus albifrons: 0.9969497888315345
  Decticus verrucivorus verrucivorus: 0.9978883153449085
  Dimissalna dimissa: 0.997184420459878
  Ephippiger diurnus diurnus: 0.9896762083528859
  Euchorthippus declivus: 0.9974190520882215
  Euchorthippus elegantulus: 0.997653683716565
  Eumodicogryllus bordigalensis bordigalensis: 0.9955419990614734
  Euryphara dubia: 1.0
  Euthystira brachyptera: 0.996245893946504
  Gomphocerippus rufus: 0.9983575786015955
  Gomphocerus sibiricus sibiricus: 0.9964805255748475
  Gryllodes sigillatus: 0.997184420459878
  Gryllotalpa gryllotalpa: 0.997184420459878
  Gryllus bimaculatus: 0.994838104176443
  Gryllus campestris: 0.987329892069451
  Isophya kraussii: 0.9964805255748475
  Leptophyes punctatissima: 0.9960112623181605
  Lyristes plebejus: 0.9974190520882215
  Metrioptera buyssoni: 0.999530736743313
  Metrioptera saussuriana: 0.994838104176443
  Myrmeleotettix maculatus maculatus: 0.9955419990614734
  Nemobius sylvestris sylvestris: 0.9777099953073675
  Oecanthus dulcisonans: 0.9964805255748475
  Oecanthus pellucens pellucens: 0.9880337869544815
  Oligoglena tibialis: 1.0
  Omocestus raymondi: 0.9992961051149695
  Omocestus rufipes: 0.9917878930079774
  Omocestus viridulus: 0.9936649460347254
  Phaneroptera falcata: 0.996245893946504
  Phaneroptera laticerca: 1.0
  Phaneroptera nana: 0.996715157203191
  Pholidoptera femorata: 0.992022524636321
  Pholidoptera griseoaptera: 0.9941342092914125
  Platycleis affinis affinis: 0.9983575786015955
  Platycleis albopunctata albopunctata: 0.9760675739089629
  Platycleis falx laticauda: 0.999530736743313
  Platycleis intermedia intermedia: 0.993430314406382
  Platycleis sabulosa: 0.9917878930079774
  Polysarcus denticauda: 0.9983575786015955
  Pseudochorthippus parallelus parallelus: 0.9751290473955889
  Pteronemobius heydenii heydenii: 0.9964805255748475
  Pteronemobius lineolatus: 0.996245893946504
  Rhacocleis annulata: 0.9997653683716565
  Roeseliana roeselii: 0.9791177850774284
  Ruspolia nitidula nitidula: 0.9978883153449085
  Sorapagus catalaunicus: 0.9997653683716565
  Stauroderus scalaris scalaris: 0.9946034725480994
  Stenobothrus lineatus lineatus: 0.999530736743313
  Stenobothrus stigmaticus stigmaticus: 0.9960112623181605
  Tettigettalna argentata: 0.9763022055373064
  Tettigettula pygmea: 0.996245893946504
  Tettigonia cantans: 0.9831065227592679
  Tettigonia viridissima: 0.9720788362271234
  Tibicina corsica corsica: 0.987329892069451
  Tibicina corsica fairmairei: 0.998592210229939
  Tibicina garricola: 0.992491787893008
  Tibicina haematodes: 0.9875645236977945
  Tibicina nigronervosa: 0.990145471609573
  Tibicina picta: 0.997653683716565
  Tibicina quadrisignata: 0.9917878930079774
  Tibicina steveni: 0.985452839042703
  Tylopsis lilifolia: 0.990145471609573
  Uromenus rugosicollis: 0.9946034725480994
  Zeuneriana abbreviata: 0.9988268418582825
  all: 0.6419521351478179
ml-f1-macro:
  Arcyptera fusca: 0.6111111111111112
  Barbitistes fischeri: 0.7096774193548387
  Bicolorana bicolor bicolor: 0.3146067415730337
  Callicrania ramburii: 0.36363636363636365
  Chorthippus apricarius apricarius: 0.7246376811594203
  Chorthippus biguttulus biguttulus: 0.7301587301587301
  Chorthippus brunneus brunneus: 0.43478260869565216
  Chorthippus dorsatus dorsatus: 0.125
  Chorthippus jacobsi: 0.6792452830188679
  Chorthippus mollis mollis: 0.5333333333333333
  Chorthippus saulcyi vicdessossi: 0.6976744186046512
  Chorthippus vagans vagans: 0.8
  Chrysochraon dispar dispar: 0.0625
  Cicada orni: 0.6545454545454545
  Cicadatra atra: 0.6391752577319587
  Cicadetta cantilatrix: 0.0
  Cicadetta cerdaniensis: 0.6666666666666666
  Cicadetta fangoana: 0.0
  Cicadetta montana: 0.0
  Cicadetta petryi: 0.5208333333333334
  Cicadetta sibillae: 0.0
  Conocephalus fuscus: 0.6972477064220184
  Decticus albifrons: 0.723404255319149
  Decticus verrucivorus verrucivorus: 0.8695652173913043
  Dimissalna dimissa: 0.0
  Ephippiger diurnus diurnus: 0.21428571428571427
  Euchorthippus declivus: 0.26666666666666666
  Euchorthippus elegantulus: 0.782608695652174
  Eumodicogryllus bordigalensis bordigalensis: 0.9628180039138943
  Euryphara dubia: 1.0
  Euthystira brachyptera: 0.6521739130434783
  Gomphocerippus rufus: 0.5882352941176471
  Gomphocerus sibiricus sibiricus: 0.8571428571428571
  Gryllodes sigillatus: 0.8571428571428571
  Gryllotalpa gryllotalpa: 0.0
  Gryllus bimaculatus: 0.717948717948718
  Gryllus campestris: 0.9300518134715026
  Isophya kraussii: 0.9372384937238494
  Leptophyes punctatissima: 0.9209302325581395
  Lyristes plebejus: 0.9172932330827067
  Metrioptera buyssoni: 0.9565217391304348
  Metrioptera saussuriana: 0.8
  Myrmeleotettix maculatus maculatus: 0.8155339805825242
  Nemobius sylvestris sylvestris: 0.42424242424242425
  Oecanthus dulcisonans: 0.0
  Oecanthus pellucens pellucens: 0.8222996515679443
  Oligoglena tibialis: 1.0
  Omocestus raymondi: 0.88
  Omocestus rufipes: 0.7286821705426356
  Omocestus viridulus: 0.49056603773584906
  Phaneroptera falcata: 0.6666666666666666
  Phaneroptera laticerca: 1.0
  Phaneroptera nana: 0.7083333333333334
  Pholidoptera femorata: 0.5277777777777778
  Pholidoptera griseoaptera: 0.9445676274944568
  Platycleis affinis affinis: 0.36363636363636365
  Platycleis albopunctata albopunctata: 0.28169014084507044
  Platycleis falx laticauda: 0.95
  Platycleis intermedia intermedia: 0.0
  Platycleis sabulosa: 0.0
  Polysarcus denticauda: 0.9090909090909091
  Pseudochorthippus parallelus parallelus: 0.45918367346938777
  Pteronemobius heydenii heydenii: 0.9377593360995851
  Pteronemobius lineolatus: 0.0
  Rhacocleis annulata: 0.96
  Roeseliana roeselii: 0.6715867158671587
  Ruspolia nitidula nitidula: 0.9613733905579399
  Sorapagus catalaunicus: 0.972972972972973
  Stauroderus scalaris scalaris: 0.4888888888888889
  Stenobothrus lineatus lineatus: 0.9761904761904762
  Stenobothrus stigmaticus stigmaticus: 0.8
  Tettigettalna argentata: 0.47668393782383417
  Tettigettula pygmea: 0.7837837837837838
  Tettigonia cantans: 0.35714285714285715
  Tettigonia viridissima: 0.89171974522293
  Tibicina corsica corsica: 0.0
  Tibicina corsica fairmairei: 0.4
  Tibicina garricola: 0.2727272727272727
  Tibicina haematodes: 0.3116883116883117
  Tibicina nigronervosa: 0.045454545454545456
  Tibicina picta: 0.8148148148148148
  Tibicina quadrisignata: 0.5205479452054794
  Tibicina steveni: 0.0
  Tylopsis lilifolia: 0.2222222222222222
  Uromenus rugosicollis: 0.20689655172413793
  Zeuneriana abbreviata: 0.9253731343283582
  all: 0.5684762496934586
ml-f1-micro:
  Arcyptera fusca: 0.6111111111111112
  Barbitistes fischeri: 0.7096774193548387
  Bicolorana bicolor bicolor: 0.3146067415730337
  Callicrania ramburii: 0.36363636363636365
  Chorthippus apricarius apricarius: 0.7246376811594203
  Chorthippus biguttulus biguttulus: 0.7301587301587301
  Chorthippus brunneus brunneus: 0.43478260869565216
  Chorthippus dorsatus dorsatus: 0.125
  Chorthippus jacobsi: 0.6792452830188679
  Chorthippus mollis mollis: 0.5333333333333333
  Chorthippus saulcyi vicdessossi: 0.6976744186046512
  Chorthippus vagans vagans: 0.8
  Chrysochraon dispar dispar: 0.0625
  Cicada orni: 0.6545454545454545
  Cicadatra atra: 0.6391752577319587
  Cicadetta cantilatrix: 0.0
  Cicadetta cerdaniensis: 0.6666666666666666
  Cicadetta fangoana: 0.0
  Cicadetta montana: 0.0
  Cicadetta petryi: 0.5208333333333334
  Cicadetta sibillae: 0.0
  Conocephalus fuscus: 0.6972477064220184
  Decticus albifrons: 0.723404255319149
  Decticus verrucivorus verrucivorus: 0.8695652173913043
  Dimissalna dimissa: 0.0
  Ephippiger diurnus diurnus: 0.21428571428571427
  Euchorthippus declivus: 0.26666666666666666
  Euchorthippus elegantulus: 0.782608695652174
  Eumodicogryllus bordigalensis bordigalensis: 0.9628180039138943
  Euryphara dubia: 1.0
  Euthystira brachyptera: 0.6521739130434783
  Gomphocerippus rufus: 0.5882352941176471
  Gomphocerus sibiricus sibiricus: 0.8571428571428571
  Gryllodes sigillatus: 0.8571428571428571
  Gryllotalpa gryllotalpa: 0.0
  Gryllus bimaculatus: 0.717948717948718
  Gryllus campestris: 0.9300518134715026
  Isophya kraussii: 0.9372384937238494
  Leptophyes punctatissima: 0.9209302325581395
  Lyristes plebejus: 0.9172932330827067
  Metrioptera buyssoni: 0.9565217391304348
  Metrioptera saussuriana: 0.8
  Myrmeleotettix maculatus maculatus: 0.8155339805825242
  Nemobius sylvestris sylvestris: 0.42424242424242425
  Oecanthus dulcisonans: 0.0
  Oecanthus pellucens pellucens: 0.8222996515679443
  Oligoglena tibialis: 1.0
  Omocestus raymondi: 0.88
  Omocestus rufipes: 0.7286821705426356
  Omocestus viridulus: 0.49056603773584906
  Phaneroptera falcata: 0.6666666666666666
  Phaneroptera laticerca: 1.0
  Phaneroptera nana: 0.7083333333333334
  Pholidoptera femorata: 0.5277777777777778
  Pholidoptera griseoaptera: 0.9445676274944568
  Platycleis affinis affinis: 0.36363636363636365
  Platycleis albopunctata albopunctata: 0.28169014084507044
  Platycleis falx laticauda: 0.95
  Platycleis intermedia intermedia: 0.0
  Platycleis sabulosa: 0.0
  Polysarcus denticauda: 0.9090909090909091
  Pseudochorthippus parallelus parallelus: 0.45918367346938777
  Pteronemobius heydenii heydenii: 0.9377593360995851
  Pteronemobius lineolatus: 0.0
  Rhacocleis annulata: 0.96
  Roeseliana roeselii: 0.6715867158671587
  Ruspolia nitidula nitidula: 0.9613733905579399
  Sorapagus catalaunicus: 0.972972972972973
  Stauroderus scalaris scalaris: 0.4888888888888889
  Stenobothrus lineatus lineatus: 0.9761904761904762
  Stenobothrus stigmaticus stigmaticus: 0.8
  Tettigettalna argentata: 0.47668393782383417
  Tettigettula pygmea: 0.7837837837837838
  Tettigonia cantans: 0.35714285714285715
  Tettigonia viridissima: 0.89171974522293
  Tibicina corsica corsica: 0.0
  Tibicina corsica fairmairei: 0.4
  Tibicina garricola: 0.2727272727272727
  Tibicina haematodes: 0.3116883116883117
  Tibicina nigronervosa: 0.045454545454545456
  Tibicina picta: 0.8148148148148148
  Tibicina quadrisignata: 0.5205479452054794
  Tibicina steveni: 0.0
  Tylopsis lilifolia: 0.2222222222222222
  Uromenus rugosicollis: 0.20689655172413793
  Zeuneriana abbreviata: 0.9253731343283582
  all: 0.739938080495356
ml-f1-weighted:
  Arcyptera fusca: 0.6111111111111112
  Barbitistes fischeri: 0.7096774193548387
  Bicolorana bicolor bicolor: 0.3146067415730337
  Callicrania ramburii: 0.36363636363636365
  Chorthippus apricarius apricarius: 0.7246376811594203
  Chorthippus biguttulus biguttulus: 0.7301587301587301
  Chorthippus brunneus brunneus: 0.43478260869565216
  Chorthippus dorsatus dorsatus: 0.125
  Chorthippus jacobsi: 0.6792452830188679
  Chorthippus mollis mollis: 0.5333333333333333
  Chorthippus saulcyi vicdessossi: 0.6976744186046512
  Chorthippus vagans vagans: 0.8
  Chrysochraon dispar dispar: 0.0625
  Cicada orni: 0.6545454545454545
  Cicadatra atra: 0.6391752577319587
  Cicadetta cantilatrix: 0.0
  Cicadetta cerdaniensis: 0.6666666666666666
  Cicadetta fangoana: 0.0
  Cicadetta montana: 0.0
  Cicadetta petryi: 0.5208333333333334
  Cicadetta sibillae: 0.0
  Conocephalus fuscus: 0.6972477064220184
  Decticus albifrons: 0.723404255319149
  Decticus verrucivorus verrucivorus: 0.8695652173913043
  Dimissalna dimissa: 0.0
  Ephippiger diurnus diurnus: 0.21428571428571427
  Euchorthippus declivus: 0.26666666666666666
  Euchorthippus elegantulus: 0.782608695652174
  Eumodicogryllus bordigalensis bordigalensis: 0.9628180039138943
  Euryphara dubia: 1.0
  Euthystira brachyptera: 0.6521739130434783
  Gomphocerippus rufus: 0.5882352941176471
  Gomphocerus sibiricus sibiricus: 0.8571428571428571
  Gryllodes sigillatus: 0.8571428571428571
  Gryllotalpa gryllotalpa: 0.0
  Gryllus bimaculatus: 0.717948717948718
  Gryllus campestris: 0.9300518134715026
  Isophya kraussii: 0.9372384937238494
  Leptophyes punctatissima: 0.9209302325581395
  Lyristes plebejus: 0.9172932330827067
  Metrioptera buyssoni: 0.9565217391304348
  Metrioptera saussuriana: 0.8
  Myrmeleotettix maculatus maculatus: 0.8155339805825242
  Nemobius sylvestris sylvestris: 0.42424242424242425
  Oecanthus dulcisonans: 0.0
  Oecanthus pellucens pellucens: 0.8222996515679443
  Oligoglena tibialis: 1.0
  Omocestus raymondi: 0.88
  Omocestus rufipes: 0.7286821705426356
  Omocestus viridulus: 0.49056603773584906
  Phaneroptera falcata: 0.6666666666666666
  Phaneroptera laticerca: 1.0
  Phaneroptera nana: 0.7083333333333334
  Pholidoptera femorata: 0.5277777777777778
  Pholidoptera griseoaptera: 0.9445676274944568
  Platycleis affinis affinis: 0.36363636363636365
  Platycleis albopunctata albopunctata: 0.28169014084507044
  Platycleis falx laticauda: 0.95
  Platycleis intermedia intermedia: 0.0
  Platycleis sabulosa: 0.0
  Polysarcus denticauda: 0.9090909090909091
  Pseudochorthippus parallelus parallelus: 0.45918367346938777
  Pteronemobius heydenii heydenii: 0.9377593360995851
  Pteronemobius lineolatus: 0.0
  Rhacocleis annulata: 0.96
  Roeseliana roeselii: 0.6715867158671587
  Ruspolia nitidula nitidula: 0.9613733905579399
  Sorapagus catalaunicus: 0.972972972972973
  Stauroderus scalaris scalaris: 0.4888888888888889
  Stenobothrus lineatus lineatus: 0.9761904761904762
  Stenobothrus stigmaticus stigmaticus: 0.8
  Tettigettalna argentata: 0.47668393782383417
  Tettigettula pygmea: 0.7837837837837838
  Tettigonia cantans: 0.35714285714285715
  Tettigonia viridissima: 0.89171974522293
  Tibicina corsica corsica: 0.0
  Tibicina corsica fairmairei: 0.4
  Tibicina garricola: 0.2727272727272727
  Tibicina haematodes: 0.3116883116883117
  Tibicina nigronervosa: 0.045454545454545456
  Tibicina picta: 0.8148148148148148
  Tibicina quadrisignata: 0.5205479452054794
  Tibicina steveni: 0.0
  Tylopsis lilifolia: 0.2222222222222222
  Uromenus rugosicollis: 0.20689655172413793
  Zeuneriana abbreviata: 0.9253731343283582
  all: 0.7113618578611391
loss:
  all: 0.04717239610379016