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results_output1.txt
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results_output1.txt
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/Users/mrtyormaa/anaconda/bin/python /Users/mrtyormaa/PycharmProjects/Big-Data-MidTerm/Plankton.py
Reading images
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Processing Data to remove NaNs
Training
Accuracy of all classes
0.510254693531
precision recall f1-score support
train-all-data/echinoderm_larva_pluteus_urchin 0.43 0.02 0.03 176
train-all-data/copepod_calanoid_eggs 0.66 0.25 0.36 346
train-all-data/appendicularian_s_shape 0.35 0.56 0.43 1392
train-all-data/pteropod_theco_dev_seq 0.00 0.00 0.00 26
train-all-data/echinoderm_larva_seastar_brachiolaria 0.56 0.89 0.69 1072
train-all-data/ephyra 1.00 0.11 0.19 28
train-all-data/siphonophore_calycophoran_sphaeronectes_young 0.34 0.22 0.27 494
train-all-data/trichodesmium_tuft 0.38 0.51 0.44 1356
train-all-data/copepod_calanoid_small_longantennae 0.77 0.33 0.46 174
train-all-data/siphonophore_calycophoran_sphaeronectes_stem 0.25 0.01 0.02 114
train-all-data/copepod_calanoid_frillyAntennae 1.00 0.02 0.03 126
train-all-data/pteropod_triangle 0.27 0.05 0.09 130
train-all-data/hydromedusae_solmaris 0.53 0.78 0.63 1406
train-all-data/copepod_cyclopoid_copilia 0.60 0.05 0.09 60
train-all-data/euphausiids_young 0.00 0.00 0.00 76
train-all-data/hydromedusae_narcomedusae 0.49 0.08 0.13 264
train-all-data/hydromedusae_haliscera_small_sideview 0.00 0.00 0.00 18
train-all-data/ctenophore_cydippid_no_tentacles 0.00 0.00 0.00 84
train-all-data/radiolarian_colony 0.43 0.28 0.34 316
train-all-data/siphonophore_calycophoran_abylidae 0.36 0.35 0.36 424
train-all-data/trichodesmium_multiple 0.57 0.12 0.20 108
train-all-data/ctenophore_lobate 0.72 0.58 0.64 76
train-all-data/pteropod_butterfly 0.48 0.12 0.19 216
train-all-data/siphonophore_partial 0.00 0.00 0.00 60
train-all-data/echinoderm_larva_pluteus_early 0.57 0.30 0.39 184
train-all-data/tunicate_doliolid_nurse 0.27 0.19 0.22 834
train-all-data/acantharia_protist_halo 0.70 0.43 0.53 142
train-all-data/invertebrate_larvae_other_B 0.00 0.00 0.00 48
train-all-data/heteropod 0.00 0.00 0.00 20
train-all-data/protist_star 0.82 0.56 0.67 226
train-all-data/fish_larvae_deep_body 0.00 0.00 0.00 20
train-all-data/decapods 0.00 0.00 0.00 110
train-all-data/echinoderm_seacucumber_auricularia_larva 0.31 0.03 0.05 192
train-all-data/fish_larvae_myctophids 0.49 0.62 0.55 228
train-all-data/shrimp_zoea 0.39 0.22 0.28 348
train-all-data/fecal_pellet 0.38 0.31 0.34 1022
train-all-data/trochophore_larvae 0.67 0.03 0.07 58
train-all-data/protist_other 0.40 0.65 0.50 2344
train-all-data/siphonophore_calycophoran_rocketship_young 0.44 0.50 0.47 966
train-all-data/chaetognath_sagitta 0.45 0.26 0.33 1388
train-all-data/fish_larvae_very_thin_body 0.00 0.00 0.00 32
train-all-data/crustacean_other 0.31 0.21 0.25 402
train-all-data/echinoderm_larva_seastar_bipinnaria 0.58 0.64 0.61 770
train-all-data/siphonophore_other_parts 0.00 0.00 0.00 58
train-all-data/invertebrate_larvae_other_A 0.00 0.00 0.00 28
train-all-data/trichodesmium_puff 0.76 0.91 0.83 3958
train-all-data/appendicularian_straight 0.29 0.03 0.06 484
train-all-data/hydromedusae_typeF 0.40 0.33 0.36 122
train-all-data/chaetognath_non_sagitta 0.59 0.72 0.65 1630
train-all-data/hydromedusae_narco_dark 1.00 0.02 0.04 46
train-all-data/chordate_type1 0.51 0.67 0.58 154
train-all-data/copepod_calanoid_large_side_antennatucked 0.47 0.26 0.33 212
train-all-data/hydromedusae_sideview_big 0.00 0.00 0.00 152
train-all-data/detritus_other 0.28 0.36 0.31 1828
train-all-data/echinopluteus 1.00 0.02 0.04 54
train-all-data/fish_larvae_medium_body 0.38 0.50 0.43 170
train-all-data/appendicularian_fritillaridae 0.00 0.00 0.00 32
train-all-data/tornaria_acorn_worm_larvae 0.81 0.45 0.58 76
train-all-data/copepod_cyclopoid_oithona_eggs 0.56 0.78 0.65 2378
train-all-data/siphonophore_calycophoran_rocketship_adult 0.38 0.21 0.27 270
train-all-data/shrimp_sergestidae 0.49 0.26 0.34 306
train-all-data/tunicate_salp 0.57 0.74 0.64 472
train-all-data/tunicate_doliolid 0.36 0.21 0.27 878
train-all-data/echinoderm_larva_pluteus_typeC 0.66 0.23 0.34 160
train-all-data/siphonophore_physonect 0.45 0.20 0.28 256
train-all-data/unknown_sticks 0.36 0.06 0.10 350
train-all-data/hydromedusae_typeD_bell_and_tentacles 0.80 0.56 0.66 112
train-all-data/shrimp_caridean 0.71 0.10 0.18 98
train-all-data/copepod_cyclopoid_oithona 0.54 0.63 0.58 1798
train-all-data/diatom_chain_tube 0.48 0.49 0.48 1000
train-all-data/detritus_blob 0.26 0.10 0.14 726
train-all-data/hydromedusae_shapeA_sideview_small 0.43 0.15 0.22 548
train-all-data/acantharia_protist_big_center 0.00 0.00 0.00 26
train-all-data/hydromedusae_bell_and_tentacles 0.67 0.12 0.20 150
train-all-data/unknown_unclassified 0.10 0.02 0.03 850
train-all-data/hydromedusae_shapeB 0.32 0.09 0.14 300
train-all-data/trichodesmium_bowtie 0.46 0.63 0.53 1416
train-all-data/shrimp-like_other 0.00 0.00 0.00 104
train-all-data/copepod_calanoid_flatheads 0.22 0.01 0.01 356
train-all-data/unknown_blobs_and_smudges 0.34 0.15 0.21 634
train-all-data/ctenophore_cydippid_tentacles 0.00 0.00 0.00 106
train-all-data/siphonophore_calycophoran_sphaeronectes 0.45 0.27 0.34 358
train-all-data/artifacts 0.64 0.91 0.75 786
train-all-data/hydromedusae_solmundella 0.48 0.62 0.54 246
train-all-data/hydromedusae_other 0.00 0.00 0.00 24
train-all-data/hydromedusae_typeD 0.75 0.03 0.07 86
train-all-data/copepod_calanoid 0.44 0.50 0.47 1362
train-all-data/copepod_calanoid_eucalanus 0.78 0.21 0.33 192
train-all-data/hydromedusae_aglaura 0.58 0.37 0.45 254
train-all-data/protist_dark_center 0.00 0.00 0.00 216
train-all-data/euphausiids 0.68 0.19 0.29 272
train-all-data/acantharia_protist 0.63 0.83 0.71 1778
train-all-data/amphipods 0.33 0.02 0.04 98
train-all-data/polychaete 0.40 0.07 0.12 262
train-all-data/radiolarian_chain 0.43 0.32 0.37 574
train-all-data/siphonophore_physonect_young 0.00 0.00 0.00 42
train-all-data/hydromedusae_liriope 0.00 0.00 0.00 38
train-all-data/stomatopod 0.00 0.00 0.00 48
train-all-data/jellies_tentacles 0.51 0.16 0.24 282
train-all-data/echinoderm_larva_pluteus_brittlestar 0.67 0.19 0.30 72
train-all-data/copepod_other 0.00 0.00 0.00 48
train-all-data/fish_larvae_thin_body 0.32 0.05 0.08 128
train-all-data/hydromedusae_haliscera 0.53 0.59 0.56 458
train-all-data/diatom_chain_string 0.80 0.90 0.85 1038
train-all-data/fish_larvae_leptocephali 1.00 0.08 0.15 62
train-all-data/copepod_calanoid_large 0.54 0.54 0.54 572
train-all-data/hydromedusae_partial_dark 0.61 0.61 0.61 380
train-all-data/hydromedusae_narco_young 0.37 0.26 0.30 672
train-all-data/chaetognath_other 0.46 0.75 0.57 3868
train-all-data/copepod_calanoid_octomoms 0.00 0.00 0.00 98
train-all-data/protist_fuzzy_olive 0.70 0.74 0.72 744
train-all-data/appendicularian_slight_curve 0.36 0.40 0.38 1064
train-all-data/detritus_filamentous 0.35 0.04 0.07 788
train-all-data/hydromedusae_typeE 0.00 0.00 0.00 28
train-all-data/artifacts_edge 0.91 0.90 0.91 340
train-all-data/hydromedusae_shapeA 0.51 0.77 0.61 824
train-all-data/ctenophore_cestid 0.67 0.29 0.40 226
train-all-data/tunicate_salp_chains 0.50 0.10 0.16 146
train-all-data/hydromedusae_h15 0.50 0.07 0.12 70
train-all-data/protist_noctiluca 0.57 0.47 0.51 1250
train-all-data/tunicate_partial 0.75 0.91 0.82 704
avg / total 0.48 0.51 0.47 60672
Accuracy of all classes
0.510254693531