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UCSCPhytoViT83

Image Classification
ONNX
Safetensors
vit
vision-transformer
phytoplankton
oceanography
marine-science
Model card Files
xet
Community
Patrick Daniel commited on
Commit
986b17c
·
1 Parent(s): b8894f7

Changed model weight

Browse files
Files changed (12) hide show
  1. .DS_Store +0 -0
  2. ModelWeights/model_best.pth +2 -2
  3. ModelWeights/vit_model.onnx +2 -2
  4. TrainingResults/classification_report.csv +86 -92
  5. TrainingResults/classification_report.md +88 -0
  6. TrainingResults/confusion_matrix.csv +84 -90
  7. TrainingResults/confusion_matrix_heatmap.png +2 -2
  8. TrainingResults/test_predictions.csv +0 -0
  9. TrainingResults/training_and_validation_loss.png +2 -2
  10. config.json +159 -171
  11. label_names.json +79 -85
  12. model.safetensors +2 -2
.DS_Store CHANGED
Binary files a/.DS_Store and b/.DS_Store differ
 
ModelWeights/model_best.pth CHANGED
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+ Stombidinium_morpho_1,0.9198473282442748,0.909433962264151,0.9146110056925996,265.0
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+ Strombidinum_morpho_2,0.9663988312636961,0.9406327763953075,0.9533417402269861,2813.0
77
+ Thalassionema,0.9898819561551433,0.9915540540540541,0.9907172995780591,592.0
78
+ Thalassiosira,0.9242724867724867,0.9316666666666666,0.9279548472775564,3000.0
79
+ Tiarina,0.9978425026968716,0.9967672413793104,0.9973045822102425,928.0
80
+ Tontonia,0.9541666666666667,0.9385245901639344,0.9462809917355371,244.0
81
+ Torodinium,0.9947916666666666,0.9904926534140017,0.992637505413599,1157.0
82
+ Tropidoneis,1.0,0.9935691318327974,0.9967741935483871,311.0
83
+ Vicicitus,0.9432835820895522,0.9546827794561934,0.948948948948949,331.0
84
+ haptophyte_ucynA_host,1.0,0.9985315712187959,0.9992652461425422,2043.0
85
+ accuracy,0.9586620159198641,0.9586620159198641,0.9586620159198641,0.9586620159198641
86
+ macro avg,0.9539731005028264,0.9516582081750373,0.9525268146091286,111810.0
87
+ weighted avg,0.9589479239303622,0.9586620159198641,0.9586524856941908,111810.0
 
 
 
 
 
 
TrainingResults/classification_report.md ADDED
@@ -0,0 +1,88 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ | Unnamed: 0 | precision | recall | f1-score | support |
2
+ |:-------------------------------|------------:|---------:|-----------:|--------------:|
3
+ | Akashiwo | 0.980405 | 0.984656 | 0.982526 | 2998 |
4
+ | Alexandrium | 0.972328 | 0.968642 | 0.970482 | 2902 |
5
+ | Amylax_Gonyaulax_Protoceratium | 0.987234 | 0.983051 | 0.985138 | 236 |
6
+ | Asterionellopsis | 0.982877 | 0.979522 | 0.981197 | 586 |
7
+ | Asteromphalus | 0.990488 | 0.988138 | 0.989311 | 843 |
8
+ | Bad_setae | 0.981581 | 0.969674 | 0.975591 | 1319 |
9
+ | Centric | 0.886133 | 0.848779 | 0.867054 | 2989 |
10
+ | Ceratium_divaricatum | 0.994825 | 0.97096 | 0.982748 | 792 |
11
+ | Ceratium_furca | 0.962202 | 0.966172 | 0.964183 | 1212 |
12
+ | Ceratium_lineatum | 0.975992 | 0.986287 | 0.981112 | 1896 |
13
+ | Chaetoceros | 0.944537 | 0.948 | 0.946265 | 3000 |
14
+ | Ciliate_large | 0.958333 | 0.974576 | 0.966387 | 118 |
15
+ | Ciliate_large_2 | 0.959091 | 0.96789 | 0.96347 | 218 |
16
+ | Ciliate_other_morpho_1 | 0.915578 | 0.918347 | 0.91696 | 992 |
17
+ | Clusterflagellate_morpho_1 | 0.994539 | 0.982468 | 0.988467 | 1483 |
18
+ | Clusterflagellate_morpho_2 | 0.992734 | 0.996354 | 0.99454 | 1097 |
19
+ | Corethron | 0.998889 | 0.99778 | 0.998334 | 901 |
20
+ | Cryptophyte | 0.951977 | 0.968391 | 0.960114 | 1740 |
21
+ | Cylindrotheca | 0.925259 | 0.969143 | 0.946693 | 1750 |
22
+ | Detonula_Cerataulina_Lauderia | 0.840866 | 0.880667 | 0.860306 | 3000 |
23
+ | Detritus | 0.971975 | 0.987915 | 0.97988 | 2317 |
24
+ | Detritus_infection | 0.996717 | 0.996308 | 0.996513 | 2438 |
25
+ | Dictyocha | 0.997705 | 0.995421 | 0.996562 | 2184 |
26
+ | Dinoflagellate_cyst | 1 | 1 | 1 | 17 |
27
+ | Dinoflagellate_morpho_1 | 0.95098 | 0.984772 | 0.967581 | 394 |
28
+ | Dinoflagellate_morpho_2 | 0.93253 | 0.940081 | 0.93629 | 2470 |
29
+ | Dinophysis | 0.986971 | 0.988581 | 0.987775 | 1226 |
30
+ | Ditylum | 0.994619 | 0.996406 | 0.995512 | 1113 |
31
+ | Entomoneis | 0.972626 | 0.978485 | 0.975547 | 1162 |
32
+ | Eucampia | 0.977153 | 0.926667 | 0.95124 | 3000 |
33
+ | Euglenoid | 0.972408 | 0.965145 | 0.968763 | 2410 |
34
+ | Flagellate_morpho_1 | 0.966153 | 0.96132 | 0.963731 | 2999 |
35
+ | Flagellate_morpho_2 | 0.942211 | 0.974026 | 0.957854 | 385 |
36
+ | Flagellate_morpho_3 | 0.951259 | 0.969333 | 0.960211 | 3000 |
37
+ | Flagellate_nano_1 | 0.956818 | 0.981352 | 0.96893 | 429 |
38
+ | Flagellate_nano_2 | 0.988124 | 0.978824 | 0.983452 | 425 |
39
+ | Fragilariopsis | 0.900064 | 0.939667 | 0.919439 | 3000 |
40
+ | Guinardia_Dactyliosolen | 0.806818 | 0.913603 | 0.856897 | 544 |
41
+ | Gymnodinium | 0.830748 | 0.867452 | 0.848703 | 679 |
42
+ | Gyrodinium | 0.988604 | 0.991429 | 0.990014 | 1050 |
43
+ | Gyrosigma | 0.946237 | 0.946237 | 0.946237 | 93 |
44
+ | Haptophyte_prymnesium | 0.622642 | 0.673469 | 0.647059 | 49 |
45
+ | Hemiaulus | 0.903226 | 0.903226 | 0.903226 | 155 |
46
+ | Hemiselmis | 0.950862 | 0.974 | 0.962292 | 3000 |
47
+ | Heterocapsa_long | 0.958763 | 0.894231 | 0.925373 | 104 |
48
+ | Heterocapsa_rotundata | 0.964509 | 0.884211 | 0.922616 | 1045 |
49
+ | Heterocapsa_triquetra | 0.803571 | 0.656934 | 0.722892 | 137 |
50
+ | Heterosigma_akashiwo | 1 | 0.998477 | 0.999238 | 1313 |
51
+ | Laboea | 0.990521 | 0.987402 | 0.988959 | 635 |
52
+ | Leptocylindrus | 0.965558 | 0.949766 | 0.957597 | 856 |
53
+ | Margalefidinium | 0.973141 | 0.975378 | 0.974258 | 3046 |
54
+ | Mesodinium | 0.9583 | 0.962933 | 0.960611 | 2482 |
55
+ | Nano_cluster | 0.982955 | 0.997118 | 0.989986 | 347 |
56
+ | Nano_p_white | 0.982298 | 0.975951 | 0.979114 | 2786 |
57
+ | Noctiluca | 1 | 0.965517 | 0.982456 | 29 |
58
+ | Odontella | 1 | 1 | 1 | 30 |
59
+ | Pennate | 0.909332 | 0.864695 | 0.886452 | 3178 |
60
+ | Pennate_Tropidoneis | 0.837209 | 0.742268 | 0.786885 | 97 |
61
+ | Pennate_Unknown | 0.84127 | 0.828125 | 0.834646 | 64 |
62
+ | Pennate_small | 0.843373 | 0.864198 | 0.853659 | 405 |
63
+ | Peridinium | 0.968435 | 0.969086 | 0.96876 | 1488 |
64
+ | Phaeocystis | 0.994502 | 0.997931 | 0.996213 | 1450 |
65
+ | Pleurosigma | 0.991379 | 0.963149 | 0.97706 | 597 |
66
+ | Polykrikos | 0.997099 | 0.995174 | 0.996135 | 1036 |
67
+ | Proboscia | 0.992593 | 0.985294 | 0.98893 | 136 |
68
+ | Prorocentrum_narrow | 0.981952 | 0.981952 | 0.981952 | 2992 |
69
+ | Prorocentrum_wide | 0.988893 | 0.991463 | 0.990176 | 2694 |
70
+ | Pseudo-nitzschia | 0.956324 | 0.977674 | 0.966881 | 1075 |
71
+ | Pyramimonas | 1 | 0.982379 | 0.991111 | 227 |
72
+ | Rhizosolenia | 0.996008 | 0.984221 | 0.990079 | 507 |
73
+ | Scrippsiella | 0.960588 | 0.931015 | 0.94557 | 1754 |
74
+ | Skeletonema | 0.98632 | 0.993113 | 0.989705 | 1452 |
75
+ | Spiky_pacman | 0.961072 | 0.958908 | 0.959989 | 3553 |
76
+ | Stombidinium_morpho_1 | 0.919847 | 0.909434 | 0.914611 | 265 |
77
+ | Strombidinum_morpho_2 | 0.966399 | 0.940633 | 0.953342 | 2813 |
78
+ | Thalassionema | 0.989882 | 0.991554 | 0.990717 | 592 |
79
+ | Thalassiosira | 0.924272 | 0.931667 | 0.927955 | 3000 |
80
+ | Tiarina | 0.997843 | 0.996767 | 0.997305 | 928 |
81
+ | Tontonia | 0.954167 | 0.938525 | 0.946281 | 244 |
82
+ | Torodinium | 0.994792 | 0.990493 | 0.992638 | 1157 |
83
+ | Tropidoneis | 1 | 0.993569 | 0.996774 | 311 |
84
+ | Vicicitus | 0.943284 | 0.954683 | 0.948949 | 331 |
85
+ | haptophyte_ucynA_host | 1 | 0.998532 | 0.999265 | 2043 |
86
+ | accuracy | 0.958662 | 0.958662 | 0.958662 | 0.958662 |
87
+ | macro avg | 0.953973 | 0.951658 | 0.952527 | 111810 |
88
+ | weighted avg | 0.958948 | 0.958662 | 0.958652 | 111810 |
TrainingResults/confusion_matrix.csv CHANGED
@@ -1,90 +1,84 @@
1
- ,Akashiwo,Alexandrium,Amylax_Gonyaulax_Protoceratium,Asterionellopsis,Asterionellopsis_chain,Asteromphalus,Bad_Beads,Bad_blurred,Bad_mixed_phyto,Bad_setae,Centric,Centric_fuzzy,Ceratium_divaricatum,Ceratium_furca,Ceratium_lineatum,Chaetoceros,Ciliate_cutoff,Ciliate_large,Ciliate_large_2,Ciliate_other_morpho_1,Clusterflagellate_morpho_1,Clusterflagellate_morpho_2,Corethron,Cryptophyte,Cylindrotheca_Nitzschia,Detonula_Cerataulina_Lauderia,Detritus,Detritus_infection,Dictyocha,Dinoflagellate_morpho_1,Dinoflagellate_morpho_2,Dinoflagellate_morpho_3,Dinophysis,Ditylum,Entomoneis,Eucampia,Euglenoid,Flagellate_morpho_1,Flagellate_morpho_2,Flagellate_morpho_3,Flagellate_nano_1,Flagellate_nano_2,Fragilariopsis,Guinardia_Dactyliosolen,Gymnodinium,Gyrodinium,Gyrosigma,Haptophyte_prymnesium,Hemiaulus,Hemiselmis,Heterocapsa_morpho_1,Heterocapsa_morpho_2,Heterosigma_akashiwo,Laboea,Leptocylindrus,Lingulodinium,Margalefidinium,Mesodinium,Nano_cluster,Nano_p_white,Pennate_med,Pennate_morpho_1,Pennate_short,Pennate_wide,Peridinium,Phaeocystis,Pleurosigma,Polykrikos,Proboscia,Prorocentrum_narrow,Prorocentrum_wide,Pseudo-nitzschia,Pyramimonas,Rhizosolenia,Scrippsiella,Skeleonema,Skeletonema,Spiky_pacman_circular,Stombidinium_morpho_1,Strombidium_morpho_2,Thalassionema,Thalassiosira,Tiarina,Tintinnid,Tontonia,Torodinium,Tropidoneis,Unknown_morpho_1,Vicicitus
2
- Akashiwo,3001,10,0,0,0,2,0,0,0,0,0,0,0,0,0,0,0,1,0,2,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,12,4,0,0,0,0,0,0,0,0,0,1,4,8,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0
3
- Alexandrium,1,940,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,2,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,30,0,0,0,0,0,0,0,0,0,0,0,2,1,0,0,0,0,0,0,9,0,0,0,0,0,3,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0
4
- Amylax_Gonyaulax_Protoceratium,0,5,131,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
5
- Asterionellopsis,0,0,0,530,0,0,0,0,1,0,0,0,0,0,0,5,0,0,0,0,0,0,0,0,0,0,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,2,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0
6
- Asterionellopsis_chain,0,0,0,0,39,0,0,0,0,0,0,0,0,0,0,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
7
- Asteromphalus,2,10,0,0,0,106,0,0,0,0,27,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,0,0,0,0,0,0,0,0,0,0,0,3,0,0,0,0,0,0,0,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,0,0,0,0,0,0,12
8
- Bad_Beads,0,0,0,0,0,0,49,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,21,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
9
- Bad_blurred,0,0,0,0,0,0,0,418,0,39,3,0,0,0,0,3,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,5,0
10
- Bad_mixed_phyto,0,0,0,1,0,0,0,0,376,2,0,0,0,0,0,23,0,0,0,0,1,0,0,0,0,0,3,0,0,0,0,0,0,2,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,5,0,0,0,0,0,0,0,0,0,16,0,0,0,0,0,0,0
11
- Bad_setae,0,0,0,0,0,0,0,64,1,1892,1,0,0,0,0,6,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,129,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,5,0
12
- Centric,1,4,0,0,0,10,0,6,0,2,2477,0,0,0,0,5,1,0,0,0,0,0,0,0,0,339,4,0,0,20,3,1,2,0,2,0,0,10,0,15,0,0,0,0,9,0,0,0,0,0,1,0,0,0,0,0,11,2,0,1,0,0,1,0,30,0,0,0,0,0,0,0,0,0,14,0,0,2,0,8,0,16,0,0,0,0,0,0,3
13
- Centric_fuzzy,0,0,0,0,0,0,0,0,0,0,0,863,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,124,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,3,1,0,0,0,0,0,0,0,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
14
- Ceratium_divaricatum,1,0,0,0,0,0,0,0,0,0,0,0,168,13,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
15
- Ceratium_furca,1,0,0,0,0,0,0,0,0,0,0,0,10,1158,37,0,2,0,0,0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
16
- Ceratium_lineatum,0,0,0,2,0,0,0,0,0,0,0,0,1,18,927,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
17
- Chaetoceros,0,0,0,1,0,0,0,1,11,2,4,0,0,0,0,2859,0,0,0,0,1,1,0,0,0,7,2,0,0,0,1,0,1,0,2,18,0,6,0,1,0,1,2,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,3,1,0,0,0,0,0,0,0,0,0,5,10,0,0,0,50,0,0,0,0,0,2,0
18
- Ciliate_cutoff,0,0,0,0,0,0,0,11,4,3,0,1,0,0,0,1,213,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,23,0,0,1,0,0,0,0,0,0,0,0,2,0,0,0,0,0,0,0,0,2,1,0,0,0,0,0,0,0,0,0
19
- Ciliate_large,0,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,62,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0
20
- Ciliate_large_2,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,77,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,5,0,0,0,0,0,0,0,0,0,0
21
- Ciliate_other_morpho_1,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,837,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,3,0,0,0,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,138,0,0,1,0,4,0,0,0,0
22
- Clusterflagellate_morpho_1,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1460,0,0,0,0,0,5,0,2,0,10,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,2,0,0,0,0,0,0,0,0,0,0,0
23
- Clusterflagellate_morpho_2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,0,0,0,0,1,161,0,0,0,0,0,0,0,0,4,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,0,0,0,0,0,0,0,0,0,0,0
24
- Corethron,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,62,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
25
- Cryptophyte,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1705,0,0,1,0,0,0,0,0,0,0,0,0,9,0,4,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,18,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0
26
- Cylindrotheca_Nitzschia,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1628,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,1,0,0,0,0,0,0,0,3,0,0,0,0,0,41,0,9,0,0,0,1,0,0,0,0,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
27
- Detonula_Cerataulina_Lauderia,7,1,0,0,0,0,0,0,0,0,223,0,0,0,0,10,0,0,1,0,1,0,0,0,0,2624,0,0,0,0,1,0,1,1,1,0,0,0,0,0,0,0,0,1,4,0,0,0,1,0,0,0,0,0,10,0,3,0,0,0,0,0,0,0,7,0,0,1,0,0,1,1,0,0,4,0,0,1,0,1,0,93,0,0,0,0,0,1,0
28
- Detritus,1,7,1,0,0,1,0,0,0,0,4,0,0,0,0,12,0,0,0,0,4,0,0,0,2,1,2267,0,0,0,0,0,1,0,1,0,0,0,0,0,0,0,0,1,4,0,0,0,0,0,0,0,0,0,1,0,1,0,0,1,1,0,2,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1
29
- Detritus_infection,0,0,0,0,0,0,0,0,0,0,0,21,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2404,0,0,0,0,0,0,5,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0
30
- Dictyocha,0,1,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,0,2173,0,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,3,0,0,0,0,0,0,0,0,0,0,0
31
- Dinoflagellate_morpho_1,0,0,0,0,0,0,0,0,0,0,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1181,0,8,0,0,0,0,0,2,0,2,3,0,0,0,3,0,0,0,0,0,0,3,0,0,0,0,0,0,0,0,0,0,0,0,127,0,0,0,0,0,0,0,0,0,92,0,0,1,0,0,0,0,0,0,0,0,0,0,0
32
- Dinoflagellate_morpho_2,0,1,0,0,0,0,0,0,0,0,2,0,0,0,0,0,0,0,0,0,8,0,0,0,0,0,0,0,1,0,2325,0,0,0,0,0,0,0,0,3,0,0,0,0,0,0,0,0,0,0,2,2,0,0,0,0,0,5,0,0,0,0,0,0,1,0,0,7,0,0,0,0,0,0,5,0,0,92,0,15,0,0,0,0,0,1,0,0,0
33
- Dinoflagellate_morpho_3,0,0,0,0,0,0,0,0,0,0,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,3,0,30,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,3,0,0,0,0,0,0,0,0,0,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0
34
- Dinophysis,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,3,0,1219,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,3,0,0,0,0,0,0,0,0,0
35
- Ditylum,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,3,1,0,0,0,0,0,1,118,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
36
- Entomoneis,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,2,1,1,0,0,0,0,0,0,1152,0,2,0,0,0,0,0,0,0,0,0,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0
37
- Eucampia,0,0,1,0,0,0,0,0,0,0,3,0,0,0,2,31,0,0,1,0,1,0,0,0,0,6,1,2,0,0,0,0,1,1,17,2835,0,0,0,0,0,0,0,72,0,4,0,0,3,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,2,0,0,0,0,0,0,0,0,2,0,1,10,0,2,1,0,0,0,0
38
- Euglenoid,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,2,0,0,0,0,0,0,0,34,12,0,0,0,0,0,0,0,1,0,2,0,2299,0,0,0,0,0,2,0,0,0,1,0,0,9,0,0,0,0,1,0,0,0,0,0,0,0,28,0,0,0,0,0,0,15,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0
39
- Flagellate_morpho_1,0,0,0,0,0,0,0,1,0,0,16,0,0,0,0,8,0,0,0,0,0,0,0,21,0,0,0,0,0,7,1,0,0,0,0,0,0,2849,3,21,6,0,3,0,0,0,0,2,0,0,1,51,0,0,0,0,0,0,0,0,0,0,0,0,3,0,0,0,0,0,0,0,0,0,0,0,0,7,0,0,0,0,0,0,0,0,0,0,0
40
- Flagellate_morpho_2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,18,0,0,0,0,0,0,0,0,0,0,0,0,1,1,42,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
41
- Flagellate_morpho_3,0,0,0,0,0,0,0,0,0,0,35,0,0,0,0,1,0,0,0,0,1,1,0,0,0,0,0,0,0,8,30,0,0,0,0,0,0,48,0,2755,0,0,0,0,1,0,0,0,0,0,0,19,0,0,0,0,0,0,0,0,0,0,0,0,4,0,0,0,0,0,0,0,0,0,0,0,0,75,0,22,0,0,0,0,0,0,0,0,0
42
- Flagellate_nano_1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,3,0,0,0,0,0,0,0,10,0,0,167,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,2,0,0,0,0,0,0,0,0,0,3,0
43
- Flagellate_nano_2,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,2,0,0,0,0,0,0,0,9,0,0,0,410,0,0,0,0,0,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
44
- Fragilariopsis,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,2634,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,340,5,0,0,0,0,2,0,0,1,0,11,0,0,0,0,0,0,0,0,0,3,0,0,0,0,0,0,0
45
- Guinardia_Dactyliosolen,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,0,0,0,0,0,0,0,0,0,3,1,0,0,0,0,0,0,0,0,50,0,0,0,0,0,0,0,482,0,0,0,0,1,0,0,0,0,0,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
46
- Gymnodinium,3,46,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,2,0,0,0,0,0,0,0,0,0,0,0,0,0,620,1,0,0,0,1,0,0,0,0,0,0,14,1,0,0,0,0,0,0,33,0,0,1,0,0,0,0,0,0,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0
47
- Gyrodinium,2,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,2,0,0,0,0,0,0,0,0,0,0,0,2,137,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0
48
- Gyrosigma,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,5,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,79,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
49
- Haptophyte_prymnesium,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,29,0,0,1,2,0,0,0,0,0,16,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
50
- Hemiaulus,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,4,0,0,0,0,0,0,0,1,0,0,0,0,24,0,0,0,0,0,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0
51
- Hemiselmis,0,0,0,0,0,0,0,0,0,2,0,2,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,6,0,0,0,0,0,0,0,0,0,0,0,0,2929,0,26,0,0,0,0,0,0,6,13,0,0,15,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
52
- Heterocapsa_morpho_1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,12,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,107,0,0,0,0,0,0,0,0,0,0,0,0,0,24,0,0,0,0,0,0,0,0,0,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0
53
- Heterocapsa_morpho_2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,3,0,0,0,0,0,4,2,0,0,0,0,0,0,47,0,0,1,0,0,0,0,0,0,0,0,54,2,1319,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,3,0,0,0,0,0,0,0,2,0,0,0
54
- Heterosigma_akashiwo,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1299,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
55
- Laboea,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,171,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0
56
- Leptocylindrus,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,8,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,2,0,0,0,0,0,0,0,819,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,20,0,0,0,0,4,0,0,0,0,0,0,0,0,0,0,0,0
57
- Lingulodinium,1,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,34,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
58
- Margalefidinium,15,27,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,1,1,0,0,0,0,0,3,0,0,0,0,0,0,0,0,0,0,0,23,0,0,0,0,0,0,0,0,0,0,0,2869,18,0,0,0,0,0,0,23,0,0,2,0,0,1,0,0,0,1,0,0,0,0,1,0,5,0,0,0,0,0,0,9
59
- Mesodinium,3,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,8,0,0,0,0,0,0,0,0,0,0,0,0,0,5,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,2380,0,0,0,0,0,0,19,0,0,0,0,0,0,0,0,0,11,0,0,0,0,49,0,0,0,0,0,0,0,0,1
60
- Nano_cluster,0,0,0,0,0,0,0,0,0,0,0,2,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,3,0,0,0,0,0,0,0,0,341,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
61
- Nano_p_white,0,0,0,0,0,0,2,1,1,41,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,8,0,0,0,0,0,0,0,0,29,0,0,0,0,0,0,0,0,0,2703,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0
62
- Pennate_med,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,4,2,0,0,0,0,0,0,1,72,0,2,0,0,0,0,0,0,0,2,0,2,2,0,0,0,0,114,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2723,0,0,0,0,0,6,0,0,15,0,54,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0
63
- Pennate_morpho_1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,60,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
64
- Pennate_short,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,90,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,9,0,0,0,0,0,0,0,0,0,0,0,0,356,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
65
- Pennate_wide,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,61,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
66
- Peridinium,0,12,1,0,0,0,0,0,0,0,18,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,223,8,9,0,0,0,0,0,2,0,1,0,0,0,0,45,0,0,0,0,0,9,0,0,0,0,0,3,5,0,0,0,0,0,0,2610,0,0,0,0,0,2,0,0,0,46,0,0,0,0,3,0,3,0,0,0,0,0,0,0
67
- Phaeocystis,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,3,0,0,0,0,2,0,0,0,0,0,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,83,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
68
- Pleurosigma,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,7,0,0,0,0,0,157,0,0,0,0,16,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
69
- Polykrikos,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,3,0,0,0,0,0,0,0,0,0,0,0,0,0,10,0,0,0,0,0,0,0,0,0,0,0,3,0,0,0,0,0,0,0,0,0,0,104,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0
70
- Proboscia,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,63,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
71
- Prorocentrum_narrow,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,17,0,0,0,0,0,0,0,0,0,0,0,0,6,0,1,0,0,0,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,13,0,0,0,0,0,0,0,0,3151,19,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,0,0,0
72
- Prorocentrum_wide,0,7,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,2,0,0,0,0,0,0,0,4,0,0,0,0,3,2979,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0
73
- Pseudo-nitzschia,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,5,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,10,0,0,0,0,0,6,0,0,0,0,0,0,0,0,0,0,1163,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0
74
- Pyramimonas,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,144,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
75
- Rhizosolenia,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,6,0,204,0,1,0,0,0,0,4,0,0,0,0,0,0,0,0
76
- Scrippsiella,0,0,0,0,0,0,0,0,0,0,4,0,0,0,0,0,0,0,0,1,0,0,0,0,0,4,0,0,1,26,10,0,0,0,0,0,0,0,0,0,0,0,0,0,13,0,0,0,0,0,3,0,0,0,0,0,3,11,0,0,0,0,0,0,227,0,0,1,0,0,1,0,0,0,1466,0,0,0,0,3,0,0,0,0,0,0,0,0,0
77
- Skeleonema,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,287,0,0,0,0,0,0,0,0,0,0,0,0,0
78
- Skeletonema,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,166,0,0,0,0,0,0,0,0,0,0,0,0
79
- Spiky_pacman_circular,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,7,0,0,0,0,5,0,0,0,0,0,0,0,1,2,131,0,0,0,0,0,1,2,0,35,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,2,0,0,1,0,0,0,0,0,0,1,0,0,3761,0,10,0,0,0,0,0,0,0,0,0
80
- Stombidinium_morpho_1,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,3,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,248,2,0,0,0,0,1,0,0,0,0
81
- Strombidium_morpho_2,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,24,0,0,0,0,0,0,0,0,0,0,10,0,2,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,2,0,1,0,0,0,25,0,0,0,0,0,0,3,0,0,0,0,0,0,0,0,0,4,0,0,2,0,2737,0,0,0,0,2,0,0,0,0
82
- Thalassionema,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,3,0,3,0,0,0,0,0,0,582,0,0,0,0,0,0,0,0
83
- Thalassiosira,1,3,0,0,0,2,0,0,18,0,17,0,0,0,0,98,0,0,0,0,3,0,0,0,1,81,1,1,0,0,0,0,0,1,0,4,0,2,0,0,0,0,5,0,0,0,0,0,1,0,0,0,0,0,0,0,2,0,0,0,2,0,0,0,2,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,2753,0,0,0,0,0,0,0
84
- Tiarina,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,186,0,0,0,0,0,0
85
- Tintinnid,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,30,2,0,0,0,0
86
- Tontonia,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,17,0,0,0,0,226,0,0,0,0
87
- Torodinium,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,0,0,0,0,0,202,0,0,0
88
- Tropidoneis,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,37,0,0
89
- Unknown_morpho_1,0,0,0,0,0,0,0,3,0,3,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,2,0,0,0,0,0,0,0,0,0,3,0,0,0,0,0,0,0,0,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,0,0,0,0,0,0,0,0,0,292,0
90
- Vicicitus,2,3,0,0,0,2,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,3,13,0,0,0,0,0,0,4,0,0,0,0,0,0,0,0,0,2,0,0,0,0,0,0,6,0,0,0,0,0,0,288
 
1
+ ,Akashiwo,Alexandrium,Amylax_Gonyaulax_Protoceratium,Asterionellopsis,Asteromphalus,Bad_setae,Centric,Ceratium_divaricatum,Ceratium_furca,Ceratium_lineatum,Chaetoceros,Ciliate_large,Ciliate_large_2,Ciliate_other_morpho_1,Clusterflagellate_morpho_1,Clusterflagellate_morpho_2,Corethron,Cryptophyte,Cylindrotheca,Detonula_Cerataulina_Lauderia,Detritus,Detritus_infection,Dictyocha,Dinoflagellate_cyst,Dinoflagellate_morpho_1,Dinoflagellate_morpho_2,Dinophysis,Ditylum,Entomoneis,Eucampia,Euglenoid,Flagellate_morpho_1,Flagellate_morpho_2,Flagellate_morpho_3,Flagellate_nano_1,Flagellate_nano_2,Fragilariopsis,Guinardia_Dactyliosolen,Gymnodinium,Gyrodinium,Gyrosigma,Haptophyte_prymnesium,Hemiaulus,Hemiselmis,Heterocapsa_long,Heterocapsa_rotundata,Heterocapsa_triquetra,Heterosigma_akashiwo,Laboea,Leptocylindrus,Margalefidinium,Mesodinium,Nano_cluster,Nano_p_white,Noctiluca,Odontella,Pennate,Pennate_Tropidoneis,Pennate_Unknown,Pennate_small,Peridinium,Phaeocystis,Pleurosigma,Polykrikos,Proboscia,Prorocentrum_narrow,Prorocentrum_wide,Pseudo-nitzschia,Pyramimonas,Rhizosolenia,Scrippsiella,Skeletonema,Spiky_pacman,Stombidinium_morpho_1,Strombidinum_morpho_2,Thalassionema,Thalassiosira,Tiarina,Tontonia,Torodinium,Tropidoneis,Vicicitus,haptophyte_ucynA_host
2
+ Akashiwo,2952,7,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,3,4,0,0,0,0,0,0,0,0,0,0,10,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,12,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0
3
+ Alexandrium,3,2811,1,0,1,0,1,0,0,0,1,0,0,0,0,0,0,0,0,0,2,0,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,37,0,0,0,0,0,0,0,0,0,0,0,22,2,0,0,0,0,1,0,0,0,14,0,0,0,0,0,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0
4
+ Amylax_Gonyaulax_Protoceratium,0,4,232,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
5
+ Asterionellopsis,0,0,0,574,0,0,0,0,0,0,2,0,0,0,0,0,0,0,1,0,2,0,0,0,0,0,0,0,0,0,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,0,0,0,0,0,0,0,1,2,0,0,0,0,0,0
6
+ Asteromphalus,1,0,0,0,833,0,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,3,0,0,0,0,1,0
7
+ Bad_setae,0,0,0,0,0,1279,0,0,0,0,0,0,0,0,0,0,0,0,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,36,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
8
+ Centric,1,3,0,0,3,1,2537,0,0,0,4,0,0,0,0,0,1,0,0,352,2,1,0,0,1,3,1,0,0,0,0,15,0,20,4,0,1,0,11,0,0,0,0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,1,2,0,0,0,0,0,0,0,0,0,8,0,3,0,1,0,10,0,0,0,0,1,0
9
+ Ceratium_divaricatum,1,0,0,0,0,0,0,769,18,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
10
+ Ceratium_furca,0,0,0,0,0,0,0,4,1171,35,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,0,0,0,0,0,0,0,0,0
11
+ Ceratium_lineatum,0,0,0,0,0,0,0,0,26,1870,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
12
+ Chaetoceros,0,0,0,3,0,0,3,0,0,0,2844,0,0,0,0,1,0,0,0,3,9,0,0,0,0,0,0,0,0,11,0,1,0,1,2,0,1,6,0,0,0,1,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,4,0,0,0,0,0,2,0,0,0,9,3,0,0,0,94,0,0,0,0,0,0
13
+ Ciliate_large,1,0,0,0,0,0,0,0,0,0,0,115,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
14
+ Ciliate_large_2,0,0,0,0,0,0,0,0,0,0,0,0,211,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,5,0,0,0,1,0,0,0,0,0
15
+ Ciliate_other_morpho_1,8,0,0,0,0,0,0,0,0,0,0,1,1,911,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,7,52,0,0,0,4,0,0,0,0
16
+ Clusterflagellate_morpho_1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1457,1,0,0,0,2,9,0,0,0,0,10,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
17
+ Clusterflagellate_morpho_2,0,0,0,0,0,0,0,0,0,0,2,0,0,0,0,1093,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
18
+ Corethron,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,899,0,0,0,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
19
+ Cryptophyte,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1685,0,0,1,0,0,0,0,0,0,0,0,0,17,2,16,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,3,0,0,0,0,0,0,0,0,13,0,0,0,0,0,0,0,0,0,0,0,0,0,2,0,0,0
20
+ Cylindrotheca,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1696,0,0,0,0,0,0,0,0,0,1,0,1,0,0,0,0,0,0,0,0,0,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,24,0,0,24,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
21
+ Detonula_Cerataulina_Lauderia,13,0,1,0,0,0,212,0,0,0,9,0,0,0,0,0,0,0,0,2642,0,0,0,0,1,2,0,1,1,1,0,0,0,3,0,0,0,4,1,0,0,0,1,0,0,0,1,0,0,7,2,0,0,0,0,0,0,0,3,0,0,0,0,1,0,0,1,0,0,0,4,1,0,0,0,0,88,0,0,0,0,0,0
22
+ Detritus,1,1,0,1,0,0,2,0,0,0,7,0,0,0,2,0,0,0,0,1,2289,0,0,0,0,0,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,4,0,2,0,0,0,0,0,1,0,0,0,0,1,0,0,0,1,0,0,0,0,0,0
23
+ Detritus_infection,0,0,0,0,0,0,0,0,2,0,0,0,0,0,0,0,0,0,0,0,0,2429,0,0,0,0,0,0,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0
24
+ Dictyocha,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,0,2174,0,0,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
25
+ Dinoflagellate_cyst,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,17,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
26
+ Dinoflagellate_morpho_1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,388,2,0,0,0,0,0,0,0,0,0,0,0,0,3,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
27
+ Dinoflagellate_morpho_2,0,0,0,0,0,0,4,0,0,0,3,0,0,0,3,1,0,0,0,2,0,0,3,0,11,2322,1,0,0,0,0,1,0,12,0,0,0,0,0,0,0,0,0,0,1,0,9,0,0,0,0,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,85,0,7,0,1,0,0,0,0,0,0
28
+ Dinophysis,0,0,0,0,0,0,2,0,0,0,0,0,0,0,0,0,0,0,0,0,5,0,0,0,0,0,1212,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,5,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0
29
+ Ditylum,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,1109,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0
30
+ Entomoneis,0,0,0,0,0,0,1,0,0,0,1,0,0,0,0,0,0,0,5,1,3,1,0,0,0,0,0,0,1137,2,0,0,0,0,0,0,0,0,0,0,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,3,0,0,0,0,0,0,0,0,0,4,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0
31
+ Eucampia,0,0,0,0,0,0,0,0,0,7,46,0,1,0,1,0,0,0,0,11,3,2,0,0,0,1,0,4,12,2780,0,0,0,0,0,0,0,105,0,5,0,0,7,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,13,0,0,0,0,0,0
32
+ Euglenoid,0,0,0,2,0,0,0,0,0,0,5,0,0,0,0,1,0,23,6,1,1,0,0,0,0,1,0,0,3,0,2326,0,0,0,0,0,3,0,0,0,0,0,0,4,0,0,0,0,0,0,0,0,0,0,0,0,3,0,0,10,0,0,0,0,0,19,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0
33
+ Flagellate_morpho_1,0,0,0,0,0,0,9,0,0,0,4,0,0,0,0,0,0,15,0,0,0,0,0,0,0,0,0,0,0,0,0,2883,4,37,8,0,2,0,0,0,0,18,0,0,2,11,0,0,0,0,0,0,0,0,0,0,1,0,2,0,0,0,0,0,0,0,0,0,0,0,0,0,2,0,1,0,0,0,0,0,0,0,0
34
+ Flagellate_morpho_2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,6,0,0,0,0,0,0,0,0,0,0,0,0,0,1,375,0,0,0,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
35
+ Flagellate_morpho_3,0,0,0,0,0,0,11,0,0,0,0,0,0,0,0,3,0,0,0,0,0,0,0,0,0,5,0,0,0,0,0,31,0,2908,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,40,0,0,0,0,0,0,0,0,0,0
36
+ Flagellate_nano_1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,7,0,0,421,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
37
+ Flagellate_nano_2,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,6,0,0,0,416,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
38
+ Fragilariopsis,0,0,0,0,0,2,0,0,0,0,0,0,0,0,0,0,0,0,2,1,0,0,0,0,0,0,0,0,1,0,0,1,2,0,0,0,2819,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,158,0,4,0,0,0,2,0,0,0,0,0,0,0,0,0,0,0,0,1,6,0,0,0,0,0,0
39
+ Guinardia_Dactyliosolen,0,0,0,0,0,0,0,0,0,0,2,0,0,0,0,0,0,0,0,2,0,0,0,0,0,0,0,0,0,38,0,0,0,0,0,0,0,497,0,0,0,0,1,0,0,0,0,0,0,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
40
+ Gymnodinium,6,35,0,0,0,0,5,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,5,0,0,0,0,0,0,0,0,0,0,0,0,0,589,1,0,0,0,0,0,1,0,0,0,0,11,0,0,0,0,0,0,0,0,0,19,0,0,0,0,0,0,0,0,0,4,0,0,0,0,0,2,0,0,0,0,0,0
41
+ Gyrodinium,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,2,1041,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,4,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0
42
+ Gyrosigma,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,3,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,88,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
43
+ Haptophyte_prymnesium,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,9,0,0,2,4,0,0,0,0,0,33,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
44
+ Hemiaulus,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,3,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,2,0,0,0,0,140,0,0,0,0,0,0,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0
45
+ Hemiselmis,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,22,0,0,0,0,0,0,0,0,0,0,0,0,2922,0,18,0,0,0,0,0,0,4,10,0,0,0,0,0,24,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
46
+ Heterocapsa_long,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,5,0,0,0,0,0,0,0,1,0,0,0,0,0,2,0,2,0,0,0,0,0,0,0,0,0,0,93,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
47
+ Heterocapsa_rotundata,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,19,0,0,1,0,0,0,2,0,0,0,0,98,0,924,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
48
+ Heterocapsa_triquetra,0,0,0,0,0,0,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,27,0,0,0,0,0,0,0,2,0,0,0,0,0,0,0,0,0,0,0,0,90,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,13,0,1,0,1,0,0,0,0,0,0,0,0
49
+ Heterosigma_akashiwo,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1311,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
50
+ Laboea,0,0,0,0,0,0,0,0,0,0,0,0,0,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,627,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0
51
+ Leptocylindrus,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,13,1,0,0,0,0,0,0,0,0,0,3,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,813,0,0,0,0,0,0,0,0,0,1,0,0,0,0,1,0,0,16,0,0,0,5,0,0,0,2,0,0,0,0,0,0,0
52
+ Margalefidinium,9,11,0,0,0,0,4,0,0,0,0,1,0,0,0,0,0,0,0,3,3,0,0,0,1,0,4,0,0,0,0,0,0,0,0,0,0,0,8,0,0,0,0,0,0,0,0,0,0,0,2971,9,0,0,0,0,0,0,0,0,4,0,0,2,0,0,1,0,0,0,2,0,0,0,0,0,2,0,0,0,0,11,0
53
+ Mesodinium,8,4,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,1,0,0,0,0,1,6,1,0,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,12,2390,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,26,0,0,0,24,0,0,1,0,0,0,4,0
54
+ Nano_cluster,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,346,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
55
+ Nano_p_white,0,0,0,0,0,18,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,2,1,1,0,0,0,0,0,0,42,0,1,0,0,0,0,0,0,1,2719,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
56
+ Noctiluca,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,28,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
57
+ Odontella,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,30,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
58
+ Pennate,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,3,83,1,1,0,0,0,0,0,0,0,0,1,4,0,0,0,0,0,296,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2748,10,0,0,0,0,3,0,0,14,0,10,0,0,0,1,0,0,0,0,2,0,0,0,0,0,0
59
+ Pennate_Tropidoneis,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,22,72,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
60
+ Pennate_Unknown,0,0,0,0,0,0,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,3,0,0,0,0,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,0,53,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
61
+ Pennate_small,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,3,31,2,2,0,0,0,0,0,0,0,0,0,8,0,0,0,0,0,0,0,0,0,0,0,0,6,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,350,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
62
+ Peridinium,0,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,20,0,0,0,0,0,0,0,0,0,0,0,6,1,0,0,0,0,0,0,0,0,1442,0,0,0,0,0,1,0,0,0,9,0,0,0,0,0,0,0,0,0,0,0,0
63
+ Phaeocystis,0,0,0,0,0,0,0,0,0,0,1,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1447,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
64
+ Pleurosigma,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,17,0,0,0,0,0,575,0,0,0,0,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
65
+ Polykrikos,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1031,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0
66
+ Proboscia,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,134,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
67
+ Prorocentrum_narrow,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,22,0,0,0,0,0,0,0,0,1,0,0,1,9,0,1,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,19,0,0,0,0,0,0,0,0,2938,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
68
+ Prorocentrum_wide,2,5,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,2,0,0,0,0,0,0,0,0,0,0,0,0,2,0,0,0,0,0,0,0,0,0,0,3,0,0,0,0,0,0,0,0,0,1,0,0,0,0,5,2671,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0
69
+ Pseudo-nitzschia,0,0,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,6,0,0,0,0,0,0,11,0,0,0,0,0,0,0,0,0,0,1051,0,0,0,1,0,0,0,1,1,0,0,0,0,0,0
70
+ Pyramimonas,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,2,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,223,0,0,0,0,0,0,0,0,0,0,0,0,0,0
71
+ Rhizosolenia,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,5,0,499,0,0,0,0,0,1,0,0,0,0,0,0,0
72
+ Scrippsiella,1,1,1,0,0,0,26,0,0,0,0,0,0,1,0,0,0,0,0,8,0,0,0,0,0,12,0,0,0,0,0,0,0,2,0,0,0,0,32,0,0,0,0,0,0,0,12,0,0,0,2,12,0,0,0,0,0,0,0,0,7,0,0,0,0,0,0,0,0,0,1633,0,2,0,2,0,0,0,0,0,0,0,0
73
+ Skeletonema,0,0,0,0,0,0,0,0,0,0,3,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1442,0,0,0,0,1,0,1,0,0,0,0
74
+ Spiky_pacman,0,0,0,0,0,0,0,0,0,0,4,0,0,0,0,1,0,1,0,0,0,0,0,0,0,82,0,0,0,0,0,0,0,56,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,3407,0,1,0,0,0,0,0,0,0,0
75
+ Stombidinium_morpho_1,0,0,0,0,0,0,0,0,0,0,0,0,6,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,4,0,0,0,0,0,0,0,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,241,0,0,0,0,1,0,0,0,0
76
+ Strombidinum_morpho_2,0,0,0,0,0,0,6,0,0,0,0,0,0,69,0,0,0,0,0,0,0,0,0,0,0,7,2,0,0,0,0,2,0,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,3,57,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,1,0,1,1,2646,0,0,0,4,1,0,0,0
77
+ Thalassionema,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,0,0,0,0,0,0,0,587,0,0,0,0,0,0,0
78
+ Thalassiosira,0,0,0,2,3,0,25,0,0,0,66,0,0,0,0,0,0,0,0,90,3,0,0,0,0,0,0,0,0,2,0,0,0,0,0,0,3,0,0,0,0,0,4,0,0,0,0,0,0,0,4,1,0,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2795,0,0,0,0,0,0
79
+ Tiarina,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,925,0,0,0,0,0
80
+ Tontonia,0,0,0,0,0,0,0,0,0,0,0,0,0,3,0,0,0,0,0,0,2,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,4,2,0,0,0,229,1,0,0,0
81
+ Torodinium,0,0,0,0,0,0,2,0,0,0,0,0,0,0,0,0,0,6,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1146,0,0,0
82
+ Tropidoneis,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,309,0,0
83
+ Vicicitus,2,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,5,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,316,0
84
+ haptophyte_ucynA_host,0,0,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2040
 
 
 
 
 
 
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The diff for this file is too large to render. See raw diff
 
TrainingResults/training_and_validation_loss.png CHANGED

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config.json CHANGED
@@ -12,91 +12,85 @@
12
  "1": "Alexandrium",
13
  "2": "Amylax_Gonyaulax_Protoceratium",
14
  "3": "Asterionellopsis",
15
- "4": "Asterionellopsis_chain",
16
- "5": "Asteromphalus",
17
- "6": "Bad_Beads",
18
- "7": "Bad_blurred",
19
- "8": "Bad_mixed_phyto",
20
- "9": "Bad_setae",
21
- "10": "Centric",
22
- "11": "Centric_fuzzy",
23
- "12": "Ceratium_divaricatum",
24
- "13": "Ceratium_furca",
25
- "14": "Ceratium_lineatum",
26
- "15": "Chaetoceros",
27
- "16": "Ciliate_cutoff",
28
- "17": "Ciliate_large",
29
- "18": "Ciliate_large_2",
30
- "19": "Ciliate_other_morpho_1",
31
- "20": "Clusterflagellate_morpho_1",
32
- "21": "Clusterflagellate_morpho_2",
33
- "22": "Corethron",
34
- "23": "Cryptophyte",
35
- "24": "Cylindrotheca_Nitzschia",
36
- "25": "Detonula_Cerataulina_Lauderia",
37
- "26": "Detritus",
38
- "27": "Detritus_infection",
39
- "28": "Dictyocha",
40
- "29": "Dinoflagellate_morpho_1",
41
- "30": "Dinoflagellate_morpho_2",
42
- "31": "Dinoflagellate_morpho_3",
43
- "32": "Dinophysis",
44
- "33": "Ditylum",
45
- "34": "Entomoneis",
46
- "35": "Eucampia",
47
- "36": "Euglenoid",
48
- "37": "Flagellate_morpho_1",
49
- "38": "Flagellate_morpho_2",
50
- "39": "Flagellate_morpho_3",
51
- "40": "Flagellate_nano_1",
52
- "41": "Flagellate_nano_2",
53
- "42": "Fragilariopsis",
54
- "43": "Guinardia_Dactyliosolen",
55
- "44": "Gymnodinium",
56
- "45": "Gyrodinium",
57
- "46": "Gyrosigma",
58
- "47": "Haptophyte_prymnesium",
59
- "48": "Hemiaulus",
60
- "49": "Hemiselmis",
61
- "50": "Heterocapsa_morpho_1",
62
- "51": "Heterocapsa_morpho_2",
63
- "52": "Heterosigma_akashiwo",
64
- "53": "Laboea",
65
- "54": "Leptocylindrus",
66
- "55": "Lingulodinium",
67
- "56": "Margalefidinium",
68
- "57": "Mesodinium",
69
- "58": "Nano_cluster",
70
- "59": "Nano_p_white",
71
- "60": "Pennate_med",
72
- "61": "Pennate_morpho_1",
73
- "62": "Pennate_short",
74
- "63": "Pennate_wide",
75
- "64": "Peridinium",
76
- "65": "Phaeocystis",
77
- "66": "Pleurosigma",
78
- "67": "Polykrikos",
79
- "68": "Proboscia",
80
- "69": "Prorocentrum_narrow",
81
- "70": "Prorocentrum_wide",
82
- "71": "Pseudo-nitzschia",
83
- "72": "Pyramimonas",
84
- "73": "Rhizosolenia",
85
- "74": "Scrippsiella",
86
- "75": "Skeleonema",
87
- "76": "Skeletonema",
88
- "77": "Spiky_pacman_circular",
89
- "78": "Stombidinium_morpho_1",
90
- "79": "Strombidium_morpho_2",
91
- "80": "Thalassionema",
92
- "81": "Thalassiosira",
93
- "82": "Tiarina",
94
- "83": "Tintinnid",
95
- "84": "Tontonia",
96
- "85": "Torodinium",
97
- "86": "Tropidoneis",
98
- "87": "Unknown_morpho_1",
99
- "88": "Vicicitus"
100
  },
101
  "image_size": 224,
102
  "initializer_range": 0.02,
@@ -106,91 +100,85 @@
106
  "Alexandrium": 1,
107
  "Amylax_Gonyaulax_Protoceratium": 2,
108
  "Asterionellopsis": 3,
109
- "Asterionellopsis_chain": 4,
110
- "Asteromphalus": 5,
111
- "Bad_Beads": 6,
112
- "Bad_blurred": 7,
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- "Bad_mixed_phyto": 8,
114
- "Bad_setae": 9,
115
- "Centric": 10,
116
- "Centric_fuzzy": 11,
117
- "Ceratium_divaricatum": 12,
118
- "Ceratium_furca": 13,
119
- "Ceratium_lineatum": 14,
120
- "Chaetoceros": 15,
121
- "Ciliate_cutoff": 16,
122
- "Ciliate_large": 17,
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- "Ciliate_large_2": 18,
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- "Ciliate_other_morpho_1": 19,
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- "Clusterflagellate_morpho_1": 20,
126
- "Clusterflagellate_morpho_2": 21,
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- "Corethron": 22,
128
- "Cryptophyte": 23,
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- "Cylindrotheca_Nitzschia": 24,
130
- "Detonula_Cerataulina_Lauderia": 25,
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- "Detritus": 26,
132
- "Detritus_infection": 27,
133
- "Dictyocha": 28,
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- "Dinoflagellate_morpho_1": 29,
135
- "Dinoflagellate_morpho_2": 30,
136
- "Dinoflagellate_morpho_3": 31,
137
- "Dinophysis": 32,
138
- "Ditylum": 33,
139
- "Entomoneis": 34,
140
- "Eucampia": 35,
141
- "Euglenoid": 36,
142
- "Flagellate_morpho_1": 37,
143
- "Flagellate_morpho_2": 38,
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- "Flagellate_morpho_3": 39,
145
- "Flagellate_nano_1": 40,
146
- "Flagellate_nano_2": 41,
147
- "Fragilariopsis": 42,
148
- "Guinardia_Dactyliosolen": 43,
149
- "Gymnodinium": 44,
150
- "Gyrodinium": 45,
151
- "Gyrosigma": 46,
152
- "Haptophyte_prymnesium": 47,
153
- "Hemiaulus": 48,
154
- "Hemiselmis": 49,
155
- "Heterocapsa_morpho_1": 50,
156
- "Heterocapsa_morpho_2": 51,
157
- "Heterosigma_akashiwo": 52,
158
- "Laboea": 53,
159
- "Leptocylindrus": 54,
160
- "Lingulodinium": 55,
161
- "Margalefidinium": 56,
162
- "Mesodinium": 57,
163
- "Nano_cluster": 58,
164
- "Nano_p_white": 59,
165
- "Pennate_med": 60,
166
- "Pennate_morpho_1": 61,
167
- "Pennate_short": 62,
168
- "Pennate_wide": 63,
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- "Peridinium": 64,
170
- "Phaeocystis": 65,
171
- "Pleurosigma": 66,
172
- "Polykrikos": 67,
173
- "Proboscia": 68,
174
- "Prorocentrum_narrow": 69,
175
- "Prorocentrum_wide": 70,
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- "Pseudo-nitzschia": 71,
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- "Pyramimonas": 72,
178
- "Rhizosolenia": 73,
179
- "Scrippsiella": 74,
180
- "Skeleonema": 75,
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- "Skeletonema": 76,
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- "Spiky_pacman_circular": 77,
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- "Stombidinium_morpho_1": 78,
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- "Strombidium_morpho_2": 79,
185
- "Thalassionema": 80,
186
- "Thalassiosira": 81,
187
- "Tiarina": 82,
188
- "Tintinnid": 83,
189
- "Tontonia": 84,
190
- "Torodinium": 85,
191
- "Tropidoneis": 86,
192
- "Unknown_morpho_1": 87,
193
- "Vicicitus": 88
194
  },
195
  "layer_norm_eps": 1e-12,
196
  "model_type": "vit",
@@ -203,5 +191,5 @@
203
  "problem_type": "single_label_classification",
204
  "qkv_bias": true,
205
  "torch_dtype": "float32",
206
- "transformers_version": "4.52.4"
207
  }
 
12
  "1": "Alexandrium",
13
  "2": "Amylax_Gonyaulax_Protoceratium",
14
  "3": "Asterionellopsis",
15
+ "4": "Asteromphalus",
16
+ "5": "Bad_setae",
17
+ "6": "Centric",
18
+ "7": "Ceratium_divaricatum",
19
+ "8": "Ceratium_furca",
20
+ "9": "Ceratium_lineatum",
21
+ "10": "Chaetoceros",
22
+ "11": "Ciliate_large",
23
+ "12": "Ciliate_large_2",
24
+ "13": "Ciliate_other_morpho_1",
25
+ "14": "Clusterflagellate_morpho_1",
26
+ "15": "Clusterflagellate_morpho_2",
27
+ "16": "Corethron",
28
+ "17": "Cryptophyte",
29
+ "18": "Cylindrotheca",
30
+ "19": "Detonula_Cerataulina_Lauderia",
31
+ "20": "Detritus",
32
+ "21": "Detritus_infection",
33
+ "22": "Dictyocha",
34
+ "23": "Dinoflagellate_cyst",
35
+ "24": "Dinoflagellate_morpho_1",
36
+ "25": "Dinoflagellate_morpho_2",
37
+ "26": "Dinophysis",
38
+ "27": "Ditylum",
39
+ "28": "Entomoneis",
40
+ "29": "Eucampia",
41
+ "30": "Euglenoid",
42
+ "31": "Flagellate_morpho_1",
43
+ "32": "Flagellate_morpho_2",
44
+ "33": "Flagellate_morpho_3",
45
+ "34": "Flagellate_nano_1",
46
+ "35": "Flagellate_nano_2",
47
+ "36": "Fragilariopsis",
48
+ "37": "Guinardia_Dactyliosolen",
49
+ "38": "Gymnodinium",
50
+ "39": "Gyrodinium",
51
+ "40": "Gyrosigma",
52
+ "41": "Haptophyte_prymnesium",
53
+ "42": "Hemiaulus",
54
+ "43": "Hemiselmis",
55
+ "44": "Heterocapsa_long",
56
+ "45": "Heterocapsa_rotundata",
57
+ "46": "Heterocapsa_triquetra",
58
+ "47": "Heterosigma_akashiwo",
59
+ "48": "Laboea",
60
+ "49": "Leptocylindrus",
61
+ "50": "Margalefidinium",
62
+ "51": "Mesodinium",
63
+ "52": "Nano_cluster",
64
+ "53": "Nano_p_white",
65
+ "54": "Noctiluca",
66
+ "55": "Odontella",
67
+ "56": "Pennate",
68
+ "57": "Pennate_Tropidoneis",
69
+ "58": "Pennate_Unknown",
70
+ "59": "Pennate_small",
71
+ "60": "Peridinium",
72
+ "61": "Phaeocystis",
73
+ "62": "Pleurosigma",
74
+ "63": "Polykrikos",
75
+ "64": "Proboscia",
76
+ "65": "Prorocentrum_narrow",
77
+ "66": "Prorocentrum_wide",
78
+ "67": "Pseudo-nitzschia",
79
+ "68": "Pyramimonas",
80
+ "69": "Rhizosolenia",
81
+ "70": "Scrippsiella",
82
+ "71": "Skeletonema",
83
+ "72": "Spiky_pacman",
84
+ "73": "Stombidinium_morpho_1",
85
+ "74": "Strombidinum_morpho_2",
86
+ "75": "Thalassionema",
87
+ "76": "Thalassiosira",
88
+ "77": "Tiarina",
89
+ "78": "Tontonia",
90
+ "79": "Torodinium",
91
+ "80": "Tropidoneis",
92
+ "81": "Vicicitus",
93
+ "82": "haptophyte_ucynA_host"
 
 
 
 
 
 
94
  },
95
  "image_size": 224,
96
  "initializer_range": 0.02,
 
100
  "Alexandrium": 1,
101
  "Amylax_Gonyaulax_Protoceratium": 2,
102
  "Asterionellopsis": 3,
103
+ "Asteromphalus": 4,
104
+ "Bad_setae": 5,
105
+ "Centric": 6,
106
+ "Ceratium_divaricatum": 7,
107
+ "Ceratium_furca": 8,
108
+ "Ceratium_lineatum": 9,
109
+ "Chaetoceros": 10,
110
+ "Ciliate_large": 11,
111
+ "Ciliate_large_2": 12,
112
+ "Ciliate_other_morpho_1": 13,
113
+ "Clusterflagellate_morpho_1": 14,
114
+ "Clusterflagellate_morpho_2": 15,
115
+ "Corethron": 16,
116
+ "Cryptophyte": 17,
117
+ "Cylindrotheca": 18,
118
+ "Detonula_Cerataulina_Lauderia": 19,
119
+ "Detritus": 20,
120
+ "Detritus_infection": 21,
121
+ "Dictyocha": 22,
122
+ "Dinoflagellate_cyst": 23,
123
+ "Dinoflagellate_morpho_1": 24,
124
+ "Dinoflagellate_morpho_2": 25,
125
+ "Dinophysis": 26,
126
+ "Ditylum": 27,
127
+ "Entomoneis": 28,
128
+ "Eucampia": 29,
129
+ "Euglenoid": 30,
130
+ "Flagellate_morpho_1": 31,
131
+ "Flagellate_morpho_2": 32,
132
+ "Flagellate_morpho_3": 33,
133
+ "Flagellate_nano_1": 34,
134
+ "Flagellate_nano_2": 35,
135
+ "Fragilariopsis": 36,
136
+ "Guinardia_Dactyliosolen": 37,
137
+ "Gymnodinium": 38,
138
+ "Gyrodinium": 39,
139
+ "Gyrosigma": 40,
140
+ "Haptophyte_prymnesium": 41,
141
+ "Hemiaulus": 42,
142
+ "Hemiselmis": 43,
143
+ "Heterocapsa_long": 44,
144
+ "Heterocapsa_rotundata": 45,
145
+ "Heterocapsa_triquetra": 46,
146
+ "Heterosigma_akashiwo": 47,
147
+ "Laboea": 48,
148
+ "Leptocylindrus": 49,
149
+ "Margalefidinium": 50,
150
+ "Mesodinium": 51,
151
+ "Nano_cluster": 52,
152
+ "Nano_p_white": 53,
153
+ "Noctiluca": 54,
154
+ "Odontella": 55,
155
+ "Pennate": 56,
156
+ "Pennate_Tropidoneis": 57,
157
+ "Pennate_Unknown": 58,
158
+ "Pennate_small": 59,
159
+ "Peridinium": 60,
160
+ "Phaeocystis": 61,
161
+ "Pleurosigma": 62,
162
+ "Polykrikos": 63,
163
+ "Proboscia": 64,
164
+ "Prorocentrum_narrow": 65,
165
+ "Prorocentrum_wide": 66,
166
+ "Pseudo-nitzschia": 67,
167
+ "Pyramimonas": 68,
168
+ "Rhizosolenia": 69,
169
+ "Scrippsiella": 70,
170
+ "Skeletonema": 71,
171
+ "Spiky_pacman": 72,
172
+ "Stombidinium_morpho_1": 73,
173
+ "Strombidinum_morpho_2": 74,
174
+ "Thalassionema": 75,
175
+ "Thalassiosira": 76,
176
+ "Tiarina": 77,
177
+ "Tontonia": 78,
178
+ "Torodinium": 79,
179
+ "Tropidoneis": 80,
180
+ "Vicicitus": 81,
181
+ "haptophyte_ucynA_host": 82
 
 
 
 
 
 
182
  },
183
  "layer_norm_eps": 1e-12,
184
  "model_type": "vit",
 
191
  "problem_type": "single_label_classification",
192
  "qkv_bias": true,
193
  "torch_dtype": "float32",
194
+ "transformers_version": "4.54.0"
195
  }
label_names.json CHANGED
@@ -3,89 +3,83 @@
3
  "1": "Alexandrium",
4
  "2": "Amylax_Gonyaulax_Protoceratium",
5
  "3": "Asterionellopsis",
6
- "4": "Asterionellopsis_chain",
7
- "5": "Asteromphalus",
8
- "6": "Bad_Beads",
9
- "7": "Bad_blurred",
10
- "8": "Bad_mixed_phyto",
11
- "9": "Bad_setae",
12
- "10": "Centric",
13
- "11": "Centric_fuzzy",
14
- "12": "Ceratium_divaricatum",
15
- "13": "Ceratium_furca",
16
- "14": "Ceratium_lineatum",
17
- "15": "Chaetoceros",
18
- "16": "Ciliate_cutoff",
19
- "17": "Ciliate_large",
20
- "18": "Ciliate_large_2",
21
- "19": "Ciliate_other_morpho_1",
22
- "20": "Clusterflagellate_morpho_1",
23
- "21": "Clusterflagellate_morpho_2",
24
- "22": "Corethron",
25
- "23": "Cryptophyte",
26
- "24": "Cylindrotheca_Nitzschia",
27
- "25": "Detonula_Cerataulina_Lauderia",
28
- "26": "Detritus",
29
- "27": "Detritus_infection",
30
- "28": "Dictyocha",
31
- "29": "Dinoflagellate_morpho_1",
32
- "30": "Dinoflagellate_morpho_2",
33
- "31": "Dinoflagellate_morpho_3",
34
- "32": "Dinophysis",
35
- "33": "Ditylum",
36
- "34": "Entomoneis",
37
- "35": "Eucampia",
38
- "36": "Euglenoid",
39
- "37": "Flagellate_morpho_1",
40
- "38": "Flagellate_morpho_2",
41
- "39": "Flagellate_morpho_3",
42
- "40": "Flagellate_nano_1",
43
- "41": "Flagellate_nano_2",
44
- "42": "Fragilariopsis",
45
- "43": "Guinardia_Dactyliosolen",
46
- "44": "Gymnodinium",
47
- "45": "Gyrodinium",
48
- "46": "Gyrosigma",
49
- "47": "Haptophyte_prymnesium",
50
- "48": "Hemiaulus",
51
- "49": "Hemiselmis",
52
- "50": "Heterocapsa_morpho_1",
53
- "51": "Heterocapsa_morpho_2",
54
- "52": "Heterosigma_akashiwo",
55
- "53": "Laboea",
56
- "54": "Leptocylindrus",
57
- "55": "Lingulodinium",
58
- "56": "Margalefidinium",
59
- "57": "Mesodinium",
60
- "58": "Nano_cluster",
61
- "59": "Nano_p_white",
62
- "60": "Pennate_med",
63
- "61": "Pennate_morpho_1",
64
- "62": "Pennate_short",
65
- "63": "Pennate_wide",
66
- "64": "Peridinium",
67
- "65": "Phaeocystis",
68
- "66": "Pleurosigma",
69
- "67": "Polykrikos",
70
- "68": "Proboscia",
71
- "69": "Prorocentrum_narrow",
72
- "70": "Prorocentrum_wide",
73
- "71": "Pseudo-nitzschia",
74
- "72": "Pyramimonas",
75
- "73": "Rhizosolenia",
76
- "74": "Scrippsiella",
77
- "75": "Skeleonema",
78
- "76": "Skeletonema",
79
- "77": "Spiky_pacman_circular",
80
- "78": "Stombidinium_morpho_1",
81
- "79": "Strombidium_morpho_2",
82
- "80": "Thalassionema",
83
- "81": "Thalassiosira",
84
- "82": "Tiarina",
85
- "83": "Tintinnid",
86
- "84": "Tontonia",
87
- "85": "Torodinium",
88
- "86": "Tropidoneis",
89
- "87": "Unknown_morpho_1",
90
- "88": "Vicicitus"
91
  }
 
3
  "1": "Alexandrium",
4
  "2": "Amylax_Gonyaulax_Protoceratium",
5
  "3": "Asterionellopsis",
6
+ "4": "Asteromphalus",
7
+ "5": "Bad_setae",
8
+ "6": "Centric",
9
+ "7": "Ceratium_divaricatum",
10
+ "8": "Ceratium_furca",
11
+ "9": "Ceratium_lineatum",
12
+ "10": "Chaetoceros",
13
+ "11": "Ciliate_large",
14
+ "12": "Ciliate_large_2",
15
+ "13": "Ciliate_other_morpho_1",
16
+ "14": "Clusterflagellate_morpho_1",
17
+ "15": "Clusterflagellate_morpho_2",
18
+ "16": "Corethron",
19
+ "17": "Cryptophyte",
20
+ "18": "Cylindrotheca",
21
+ "19": "Detonula_Cerataulina_Lauderia",
22
+ "20": "Detritus",
23
+ "21": "Detritus_infection",
24
+ "22": "Dictyocha",
25
+ "23": "Dinoflagellate_cyst",
26
+ "24": "Dinoflagellate_morpho_1",
27
+ "25": "Dinoflagellate_morpho_2",
28
+ "26": "Dinophysis",
29
+ "27": "Ditylum",
30
+ "28": "Entomoneis",
31
+ "29": "Eucampia",
32
+ "30": "Euglenoid",
33
+ "31": "Flagellate_morpho_1",
34
+ "32": "Flagellate_morpho_2",
35
+ "33": "Flagellate_morpho_3",
36
+ "34": "Flagellate_nano_1",
37
+ "35": "Flagellate_nano_2",
38
+ "36": "Fragilariopsis",
39
+ "37": "Guinardia_Dactyliosolen",
40
+ "38": "Gymnodinium",
41
+ "39": "Gyrodinium",
42
+ "40": "Gyrosigma",
43
+ "41": "Haptophyte_prymnesium",
44
+ "42": "Hemiaulus",
45
+ "43": "Hemiselmis",
46
+ "44": "Heterocapsa_long",
47
+ "45": "Heterocapsa_rotundata",
48
+ "46": "Heterocapsa_triquetra",
49
+ "47": "Heterosigma_akashiwo",
50
+ "48": "Laboea",
51
+ "49": "Leptocylindrus",
52
+ "50": "Margalefidinium",
53
+ "51": "Mesodinium",
54
+ "52": "Nano_cluster",
55
+ "53": "Nano_p_white",
56
+ "54": "Noctiluca",
57
+ "55": "Odontella",
58
+ "56": "Pennate",
59
+ "57": "Pennate_Tropidoneis",
60
+ "58": "Pennate_Unknown",
61
+ "59": "Pennate_small",
62
+ "60": "Peridinium",
63
+ "61": "Phaeocystis",
64
+ "62": "Pleurosigma",
65
+ "63": "Polykrikos",
66
+ "64": "Proboscia",
67
+ "65": "Prorocentrum_narrow",
68
+ "66": "Prorocentrum_wide",
69
+ "67": "Pseudo-nitzschia",
70
+ "68": "Pyramimonas",
71
+ "69": "Rhizosolenia",
72
+ "70": "Scrippsiella",
73
+ "71": "Skeletonema",
74
+ "72": "Spiky_pacman",
75
+ "73": "Stombidinium_morpho_1",
76
+ "74": "Strombidinum_morpho_2",
77
+ "75": "Thalassionema",
78
+ "76": "Thalassiosira",
79
+ "77": "Tiarina",
80
+ "78": "Tontonia",
81
+ "79": "Torodinium",
82
+ "80": "Tropidoneis",
83
+ "81": "Vicicitus",
84
+ "82": "haptophyte_ucynA_host"
 
 
 
 
 
 
85
  }
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@@ -1,3 +1,3 @@
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