precision    recall  f1-score   support

        cassidae      0.986     0.991     0.989       800
         conidae      0.986     0.998     0.992       800
  costellariidae      0.992     0.989     0.991       800
      cymatiidae      0.992     0.980     0.986       800
      cypraeidae      0.993     0.995     0.994       800
       muricidae      0.981     0.988     0.984       800
        olividae      0.996     0.990     0.993       800
       volutidae      0.985     0.989     0.987       800
      strombidae      0.999     0.992     0.996      1312
      terebridae      0.997     0.997     0.997      1173
   marginellidae      0.994     0.996     0.995      1086
        mitridae      0.982     0.984     0.983      1013
     nassariidae      0.994     0.975     0.984       983
     cerithiidae      0.983     0.986     0.985       934
        harpidae      0.997     0.997     0.997       860
   fissurellidae      0.994     0.973     0.983       846
       neritidae      0.995     0.988     0.991       807
       trochidae      0.991     0.959     0.975       806
      pectinidae      0.999     0.985     0.992       803
calliostomatidae      0.980     0.987     0.984       794
      haliotidae      0.981     0.988     0.985       743
       naticidae      0.988     0.989     0.988       732
        bursidae      0.993     0.997     0.995       725
       lottiidae      0.959     0.998     0.978       629
     epitoniidae      0.971     0.985     0.978       611
      buccinidae      0.962     0.973     0.968       603
  fasciolariidae      0.959     0.995     0.976       584
       veneridae      0.993     0.991     0.992       581

        accuracy                          0.988     23025
       macro avg      0.987     0.988     0.987     23025
    weighted avg      0.988     0.988     0.988     23025