As I've not used virtualenvs much before, making sure that it's working in the notebook:
In [1]:
!pip freeze
Jinja2==2.7.3
MarkupSafe==0.23
Pillow==2.7.0
argparse==1.2.1
backports.ssl-match-hostname==3.4.0.2
certifi==14.05.14
ipython==2.4.0
matplotlib==1.4.3
mock==1.0.1
-e git+git@github.com:Neuroglycerin/neukrill-net-tools.git@5cc6d9353c5a4f301645fb5728a3e380b0cba5a1#egg=neukrill_net-master
nose==1.3.4
numpy==1.9.1
py==1.4.26
pyparsing==2.0.3
pytest==2.6.4
python-dateutil==2.4.0
pytz==2014.10
pyzmq==14.5.0
scikit-image==0.10.1
scikit-learn==0.15.2
scipy==0.14.0
six==1.8.0
tornado==4.1
wsgiref==0.1.2
Looks good. Checking path:
In [2]:
import sys
print(sys.path)
['', '/home/scott/Documents/git/neukrill-net-tools', '/home/scott/Documents/git/neukrill-venv2/lib/python2.7', '/home/scott/Documents/git/neukrill-venv2/lib/python2.7/plat-x86_64-linux-gnu', '/home/scott/Documents/git/neukrill-venv2/lib/python2.7/lib-tk', '/home/scott/Documents/git/neukrill-venv2/lib/python2.7/lib-old', '/home/scott/Documents/git/neukrill-venv2/lib/python2.7/lib-dynload', '/usr/lib/python2.7', '/usr/lib/python2.7/plat-x86_64-linux-gnu', '/usr/lib/python2.7/lib-tk', '/home/scott/Documents/git/neukrill-venv2/local/lib/python2.7/site-packages', '/home/scott/Documents/git/neukrill-venv2/lib/python2.7/site-packages', '/home/scott/Documents/git/neukrill-venv2/local/lib/python2.7/site-packages/IPython/extensions']
Tools repository has been added succesfully.
Want to investigate the images in various ways. Want to simply look at the different classes and make a record of the different sizes. Also would like to investigate other factors, like image statistics and visualize similarities using dimensionality reduction. Making a list:
First, parsing the images:
In [3]:
cd ..
/home/scott/Documents/git/neukrill-net-work
In [4]:
import neukrill_net.utils
In [11]:
settings = neukrill_net.utils.Settings('settings.json')
In [16]:
imagedict = settings.image_fnames['train']
They are described in the pdf provided with the data. In that pdf you can also see the superclasses these are divided into. We can get them from the filenames as follows:
In [17]:
classes = list(imagedict.keys())
# copy the list
temp_classes = classes[:]
while len(temp_classes) > 0:
# take three off the temp list on each iteration and print them
# with tabs in between, catching the last few with the if
if len(temp_classes) < 3:
print("\t".join([temp_classes.pop() for i in range(len(temp_classes))]))
else:
print("\t".join([temp_classes.pop() for i in range(3)]))
protist_noctiluca polychaete tunicate_doliolid
hydromedusae_shapeA_sideview_small fish_larvae_myctophids copepod_calanoid_large
hydromedusae_other protist_dark_center acantharia_protist_big_center
hydromedusae_solmaris fish_larvae_thin_body tunicate_partial
jellies_tentacles hydromedusae_shapeA hydromedusae_shapeB
diatom_chain_tube shrimp_caridean copepod_cyclopoid_copilia
siphonophore_other_parts diatom_chain_string echinoderm_larva_pluteus_brittlestar
ctenophore_cydippid_no_tentacles euphausiids_young tunicate_doliolid_nurse
chaetognath_other fish_larvae_medium_body hydromedusae_bell_and_tentacles
fecal_pellet tunicate_salp ephyra
hydromedusae_narcomedusae shrimp_sergestidae copepod_cyclopoid_oithona_eggs
protist_fuzzy_olive siphonophore_calycophoran_rocketship_young invertebrate_larvae_other_B
decapods unknown_blobs_and_smudges radiolarian_chain
euphausiids hydromedusae_typeD_bell_and_tentacles echinoderm_larva_pluteus_urchin
detritus_other invertebrate_larvae_other_A copepod_calanoid_frillyAntennae
protist_other unknown_sticks echinoderm_larva_pluteus_typeC
tunicate_salp_chains fish_larvae_leptocephali pteropod_butterfly
siphonophore_calycophoran_sphaeronectes_stem appendicularian_s_shape copepod_cyclopoid_oithona
siphonophore_physonect appendicularian_slight_curve stomatopod
radiolarian_colony hydromedusae_aglaura heteropod
trochophore_larvae hydromedusae_solmundella chordate_type1
siphonophore_calycophoran_rocketship_adult copepod_calanoid_flatheads copepod_calanoid_eucalanus
hydromedusae_liriope trichodesmium_puff echinopluteus
fish_larvae_deep_body siphonophore_calycophoran_abylidae copepod_calanoid_eggs
copepod_calanoid_large_side_antennatucked copepod_other acantharia_protist_halo
hydromedusae_h15 copepod_calanoid siphonophore_physonect_young
detritus_filamentous ctenophore_cydippid_tentacles artifacts_edge
shrimp_zoea unknown_unclassified hydromedusae_narco_dark
copepod_calanoid_small_longantennae chaetognath_sagitta echinoderm_larva_pluteus_early
hydromedusae_typeF trichodesmium_bowtie hydromedusae_haliscera_small_sideview
echinoderm_larva_seastar_brachiolaria protist_star hydromedusae_narco_young
hydromedusae_typeD hydromedusae_typeE acantharia_protist
artifacts copepod_calanoid_octomoms fish_larvae_very_thin_body
tornaria_acorn_worm_larvae siphonophore_partial amphipods
shrimp-like_other chaetognath_non_sagitta appendicularian_straight
hydromedusae_haliscera detritus_blob appendicularian_fritillaridae
hydromedusae_sideview_big crustacean_other pteropod_theco_dev_seq
ctenophore_cestid pteropod_triangle ctenophore_lobate
trichodesmium_tuft echinoderm_seacucumber_auricularia_larva hydromedusae_partial_dark
siphonophore_calycophoran_sphaeronectes siphonophore_calycophoran_sphaeronectes_young echinoderm_larva_seastar_bipinnaria
trichodesmium_multiple
We want a list of these, because then we can split up the above with some work. Think the only option is to write it by hand. There is a problem with this, because the classes don't all have their superclass in their name. Most of them do, but not all. Examples are some Shrimp-likes, others in crustaceans, heteropods and fecal pellets. So these superclasses are incomplete. To fix it we'd need to make a dictionary, with each of the classes sorted into the right corresponding superclasses.
In [18]:
superclasses = ['tricho', 'diatom', 'chordate', 'polychaete',
'ctenophore', 'siphonophore', 'hydromedusae',
'tunicate', 'ephyra', 'jellies', 'appendicularian',
'fish', 'copepod', 'shrimp', 'chaetognath',
'pteropod', 'detritus', 'larvae', 'echinoderm',
'unknown']
In [19]:
# splitting the classes into approximate super classes
split_by_superclass = {}
for sc in superclasses:
split_by_superclass[sc] = []
for c in classes:
for sc in superclasses:
if sc in c:
split_by_superclass[sc] += [c]
In [20]:
from IPython.display import display
from IPython.display import Image
from IPython.display import HTML
In [21]:
examples = imagedict[split_by_superclass[superclasses[0]][0]]
Annoyingly, these are arranged vertically. There are ways to arrange them side by side, so maybe we can fix that sometime. We've got bigger fish to fry though.
In [22]:
for e in examples[:3]:
s = """{0}""".format(superclasses[0])
h = HTML(s)
display(s)
i = Image(e)
display(i)
'tricho'
'tricho'
'tricho'
Then, iterating through the rest:
In [23]:
for sc in superclasses:
examples = imagedict[split_by_superclass[sc][0]]
for e in examples[:3]:
s = """{0}""".format(sc)
h = HTML(s)
display(s)
i = Image(e)
display(i)
'tricho'
'tricho'
'tricho'
'diatom'
'diatom'
'diatom'
'chordate'
'chordate'
'chordate'
'polychaete'
'polychaete'
'polychaete'
'ctenophore'
'ctenophore'
'ctenophore'
'siphonophore'
'siphonophore'
'siphonophore'
'hydromedusae'
'hydromedusae'
'hydromedusae'
'tunicate'
'tunicate'
'tunicate'
'ephyra'
'ephyra'
'ephyra'
'jellies'
'jellies'
'jellies'
'appendicularian'
'appendicularian'
'appendicularian'
'fish'
'fish'
'fish'
'copepod'
'copepod'
'copepod'
'shrimp'
'shrimp'
'shrimp'
'chaetognath'
'chaetognath'
'chaetognath'
'pteropod'
'pteropod'
'pteropod'
'detritus'
'detritus'
'detritus'
'larvae'
'larvae'
'larvae'
'echinoderm'
'echinoderm'
'echinoderm'
'unknown'
'unknown'
'unknown'
For a much better vizualization of these classes and their relationships, see here. Now, we can see that some of these images are clearly much bigger than others. The question is, what does this distribution of different dimensions look like?
In [24]:
import skimage.io
import numpy as np
In [25]:
image_array_dict = {}
for i,c in enumerate(classes):
#print("class: {0} of 120: {1}".format(i,c))
image_fpaths = imagedict[c]
# dictionary will contain lists of numpy arrays
image_array_dict[c] = []
# iterate over all paths adding to list in dictionary
for fpath in image_fpaths:
image_array_dict[c].append(skimage.io.imread(fpath))
In [47]:
# build a list of dimensions
dimensions = [image_array.shape for imagelist in list(image_array_dict.values()) for image_array in imagelist]
My code is copied shamelessly from stackexchange.
In [27]:
%matplotlib inline
import matplotlib.pyplot as plt
In [28]:
plt.rcParams['figure.figsize'] = 12, 8
plt.rcParams['axes.grid'] = True
plt.set_cmap('brg')
<matplotlib.figure.Figure at 0x7f777d5ff390>
In [48]:
x,y = zip(*dimensions)
In [36]:
plt.title("distribution of x dimension")
h = plt.hist(x, bins=50)
In [31]:
plt.title("distribution of y dimension")
h = plt.hist(y, bins=50)
In [50]:
plt.clf()
plt.scatter(x,y,s=0.05)
plt.show()
In [32]:
heatmap, xedges, yedges = np.histogram2d(x, y, bins=50)
extent = [xedges[0], xedges[-1], yedges[0], yedges[-1]]
plt.title("Joint distribution")
plt.clf()
plt.imshow(heatmap, extent=extent)
plt.show()
Looks like a exponential-logarithmic distribution.
In [34]:
import neukrill_net.image_processing
In [51]:
# build a list of dimensions
dimensions = [neukrill_net.image_processing.landscapise_image(image_array).shape
for imagelist in list(image_array_dict.values())
for image_array in imagelist]
In [52]:
x,y = zip(*dimensions)
In [41]:
plt.title("distribution of x dimension")
h = plt.hist(x, bins=50)
print('Max number of rows is {}'.format(np.max(x)))
Max number of rows is 399
In [42]:
plt.title("distribution of y dimension")
h = plt.hist(y, bins=50)
print('Max number of columns is {}'.format(np.max(y)))
Max number of columns is 428
In [53]:
plt.clf()
plt.scatter(x,y,s=0.05)
plt.show()
In [43]:
heatmap, xedges, yedges = np.histogram2d(x, y, bins=50)
extent = [xedges[0], xedges[-1], yedges[0], yedges[-1]]
plt.title("Joint distribution")
plt.clf()
plt.imshow(heatmap, extent=extent)
plt.show()
In [54]:
# dictionary of classes as keys and number of examples for values
n_examples = {}
for c in classes:
n_examples[c] = len(imagedict[c])
In [55]:
plt.title("Histogram of class sizes.")
plt.ylabel("Number of examples")
h=plt.hist(list(n_examples.values()),bins=50)
That doesn't look good, some classes have very few examples. How bad is it? Let's look at only the classes with less than 250 examples:
In [56]:
plt.title("Histogram of class sizes less than 250")
plt.ylabel("Number of examples")
lessthan250 = [n for n in list(n_examples.values()) if n < 250]
h=plt.hist(lessthan250,bins=50)
That's very bad, quite a few classes have only about 10 examples. Which classes are they?
In [57]:
ks = [k for k in classes if n_examples[k] < 50]
lessthan50 = [n_examples[k] for k in ks]
fig, ax = plt.subplots()
ind = range(len(lessthan50))
ax.bar(ind,lessthan50)
ax.set_xticks(np.array(ind)+0.5)
ax.set_xticklabels(ks,rotation=90)
ax.set_title("Classes with less than 50 examples.")
plt.show()
In [58]:
import imp
imp.reload(neukrill_net.utils)
import skimage.transform
In [59]:
processing = lambda image: skimage.transform.resize(image, (48,48))
In [63]:
data,labels = neukrill_net.utils.load_data(settings.image_fnames, classes=settings.classes, processing=processing, verbose=True)
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class: 1 of 120: acantharia_protist_big_center
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class: 2 of 120: acantharia_protist_halo
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class: 3 of 120: amphipods
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class: 4 of 120: appendicularian_fritillaridae
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class: 5 of 120: appendicularian_slight_curve
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class: 12 of 120: chaetognath_sagitta
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class: 13 of 120: chordate_type1
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class: 14 of 120: copepod_calanoid
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class: 15 of 120: copepod_calanoid_eggs
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class: 16 of 120: copepod_calanoid_eucalanus
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class: 17 of 120: copepod_calanoid_flatheads
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class: 18 of 120: copepod_calanoid_frillyAntennae
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class: 19 of 120: copepod_calanoid_large
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class: 21 of 120: copepod_calanoid_octomoms
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class: 22 of 120: copepod_calanoid_small_longantennae
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class: 23 of 120: copepod_cyclopoid_copilia
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class: 24 of 120: copepod_cyclopoid_oithona
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class: 31 of 120: ctenophore_lobate
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class: 38 of 120: echinoderm_larva_pluteus_brittlestar
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class: 39 of 120: echinoderm_larva_pluteus_early
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class: 40 of 120: echinoderm_larva_pluteus_typeC
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class: 41 of 120: echinoderm_larva_pluteus_urchin
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class: 42 of 120: echinoderm_larva_seastar_bipinnaria
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class: 43 of 120: echinoderm_larva_seastar_brachiolaria
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class: 44 of 120: echinoderm_seacucumber_auricularia_larva
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class: 45 of 120: echinopluteus
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class: 46 of 120: ephyra
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class: 47 of 120: euphausiids
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class: 48 of 120: euphausiids_young
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class: 50 of 120: fish_larvae_deep_body
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class: 52 of 120: fish_larvae_medium_body
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class: 53 of 120: fish_larvae_myctophids
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class: 54 of 120: fish_larvae_thin_body
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class: 55 of 120: fish_larvae_very_thin_body
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class: 57 of 120: hydromedusae_aglaura
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class: 58 of 120: hydromedusae_bell_and_tentacles
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class: 59 of 120: hydromedusae_h15
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class: 60 of 120: hydromedusae_haliscera
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class: 61 of 120: hydromedusae_haliscera_small_sideview
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class: 62 of 120: hydromedusae_liriope
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class: 64 of 120: hydromedusae_narcomedusae
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class: 65 of 120: hydromedusae_narco_young
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class: 66 of 120: hydromedusae_other
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class: 67 of 120: hydromedusae_partial_dark
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class: 68 of 120: hydromedusae_shapeA
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class: 70 of 120: hydromedusae_shapeB
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class: 71 of 120: hydromedusae_sideview_big
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class: 73 of 120: hydromedusae_solmundella
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class: 74 of 120: hydromedusae_typeD
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class: 75 of 120: hydromedusae_typeD_bell_and_tentacles
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class: 76 of 120: hydromedusae_typeE
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class: 77 of 120: hydromedusae_typeF
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class: 78 of 120: invertebrate_larvae_other_A
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class: 79 of 120: invertebrate_larvae_other_B
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class: 80 of 120: jellies_tentacles
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class: 81 of 120: polychaete
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class: 89 of 120: pteropod_triangle
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class: 92 of 120: shrimp_caridean
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class: 93 of 120: shrimp-like_other
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class: 94 of 120: shrimp_sergestidae
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class: 95 of 120: shrimp_zoea
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class: 96 of 120: siphonophore_calycophoran_abylidae
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class: 97 of 120: siphonophore_calycophoran_rocketship_adult
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class: 98 of 120: siphonophore_calycophoran_rocketship_young
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class: 99 of 120: siphonophore_calycophoran_sphaeronectes
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class: 100 of 120: siphonophore_calycophoran_sphaeronectes_stem
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class: 101 of 120: siphonophore_calycophoran_sphaeronectes_young
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class: 102 of 120: siphonophore_other_parts
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class: 103 of 120: siphonophore_partial
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class: 104 of 120: siphonophore_physonect
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class: 105 of 120: siphonophore_physonect_young
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class: 106 of 120: stomatopod
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class: 107 of 120: tornaria_acorn_worm_larvae
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class: 108 of 120: trichodesmium_bowtie
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class: 111 of 120: trichodesmium_tuft
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class: 112 of 120: trochophore_larvae
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class: 113 of 120: tunicate_doliolid
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In [64]:
# stack to make an array
data = np.vstack(data)
In [65]:
labels = np.hstack(labels)
In [66]:
import sklearn.preprocessing
In [67]:
import sklearn.decomposition
Have to use the superclasses, otherwise this graph is going to be even less useful.
In [68]:
sclabels = []
for i,l in enumerate(labels):
# not the fastest code
for sc in superclasses:
if l in split_by_superclass[sc]:
sclabels.append(sc)
# this is such a stupid piece of code
if len(sclabels) < i+1:
sclabels.append("other")
sclabels = np.hstack(sclabels)
In [69]:
label_encoder = sklearn.preprocessing.LabelEncoder()
sclabels_encoded = label_encoder.fit_transform(sclabels)
Taking a sub-sample of the full data, as most of these methods don't seem to respond well to such a large array.
In [70]:
import random
In [71]:
random.seed(42)
sample_inds = list(range(data.shape[0]))
random.shuffle(sample_inds)
N_samples = 1000
In [72]:
X = data[sample_inds[:N_samples],:]
y = sclabels[sample_inds[:N_samples]]
In [73]:
pca = sklearn.decomposition.PCA(n_components=2)
Xpca = pca.fit_transform(X)
In [74]:
def scatter_with_legend(X,labels,title=None):
"""I'll be here all day if I have to rewrite this
every time. Plots a scatter plot with colours and
a legend.
This is so much more difficult than it should be."""
if title:
plt.title(title)
import matplotlib.cm
label_encoder = sklearn.preprocessing.LabelEncoder()
labels_encoded = label_encoder.fit_transform(labels)
m = max(labels_encoded)
# split reduced data by the encoded labels
split_by_labels = {}
for l in labels_encoded:
split_by_labels[l] = []
for p,l in zip(X,labels_encoded):
split_by_labels[l].append(p)
# then plot each of these
scatter_dict = {}
for k in split_by_labels.keys():
cls = label_encoder.inverse_transform(k)
scatter_dict[cls] = plt.scatter(*zip(*split_by_labels[k]),
c=matplotlib.cm.gnuplot2(k/m),alpha=0.6)
# then tell the legend which is which
classes = list(scatter_dict.keys())
scatterplots = [scatter_dict[k] for k in classes]
plt.legend(scatterplots,classes)
scatter_with_legend(Xpca,y,"PCA projection of 1000 randomly sampled points")
Trying some other samples to see what we end up with:
In [75]:
random.seed(500)
sample_inds = list(range(data.shape[0]))
random.shuffle(sample_inds)
N_samples = 1000
In [76]:
X = data[sample_inds[:N_samples],:]
y = sclabels[sample_inds[:N_samples]]
In [77]:
pca = sklearn.decomposition.PCA(n_components=2)
Xpca = pca.fit_transform(X)
In [78]:
scatter_with_legend(Xpca,y,title="PCA projection of 1000 randomly sampled points.")
In [82]:
random.seed(1)
sample_inds = list(range(data.shape[0]))
random.shuffle(sample_inds)
N_samples = 1000
In [83]:
X = data[sample_inds[:N_samples],:]
y = sclabels[sample_inds[:N_samples]]
In [84]:
pca = sklearn.decomposition.PCA(n_components=2)
Xpca = pca.fit_transform(X)
In [85]:
scatter_with_legend(Xpca,y,title="PCA projection of 1000 randomly sampled points.")
Ok, so we can see a group of tricho escaping on the left hand side. Not much other than that. Trying another type of manifold learning: Isomap.
In [86]:
import sklearn.manifold
In [87]:
random.seed(1)
sample_inds = list(range(data.shape[0]))
random.shuffle(sample_inds)
N_samples = 1000
X = data[sample_inds[:N_samples],:]
y = sclabels[sample_inds[:N_samples]]
Going to have to try this with some different settings for the n_neighbours:
In [88]:
for i,n in enumerate([1,5,10,20]):
isomap = sklearn.manifold.Isomap(n_neighbors=n)
Xisomap = isomap.fit_transform(X)
scatter_with_legend(Xisomap,y,title="Isomap projection with 1000 randomly sampled data points with n_neighbors={0}".format(n))
plt.show()
Doesn't appear to make much difference. Leaving the defaults we can try different random seeds:
In [89]:
for s in [42,34,55,22]:
random.seed(s)
sample_inds = list(range(data.shape[0]))
random.shuffle(sample_inds)
N_samples = 1000
X = data[sample_inds[:N_samples],:]
y = sclabels[sample_inds[:N_samples]]
isomap = sklearn.manifold.Isomap(n_neighbors=5)
Xisomap = isomap.fit_transform(X)
scatter_with_legend(Xisomap,y,title="Isomap projection with 5000 randomly sampled data points with seed {0}".format(s))
plt.show()
Again, the yellower points seem to spread out more, but that's just about all we can conclude about that. Finally, trying t-SNE to see if it's going to do any better (probably not).
In [90]:
random.seed(1)
sample_inds = list(range(data.shape[0]))
random.shuffle(sample_inds)
N_samples = 1000
In [91]:
X = data[sample_inds[:N_samples],:]
y = sclabels[sample_inds[:N_samples]]
In [92]:
tsne = sklearn.manifold.t_sne.TSNE()
Xtsne = tsne.fit_transform(X)
In [93]:
scatter_with_legend(Xtsne,y,title="t-SNE projection of 1000 randomly sampled points.")
This time, the clustering of the yellow trichos looks more obvious. Also, there is maybe a cluster of copepods in the top right to middle.
Content source: Neuroglycerin/neukrill-net-work
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