In [27]:

    

%matplotlib inline

import json
import cPickle as pickle

from bubbly.model import Model, ModelGroup
from bubbly.extractors import MultiViewExtractor, ManyManyExtractors
from bubbly.dr1 import WideLocationGenerator
from bubbly.wiserf import WiseRF

import matplotlib.pyplot as plt
import numpy as np
import pandas as pd


    

In [2]:

    

data = json.load(open('../models/training_data_0.json'))


    

In [3]:

    

params = {'max_features': 'auto',
          'min_samples_split': 4,
          'n_jobs': 2,
          'criterion': 'infogain',
          'n_estimators': 800,
          'compute_importances': True}
ex = MultiViewExtractor(ManyManyExtractors())
loc = WideLocationGenerator(0)
clf = WiseRF(**params)
model = Model(ex, loc, clf)


    

In [4]:

    

model.fit(data['pos'], data['neg'])


    

    




Loading a new field at l=11
DEBUG:bubbly.field:Loading a new field at l=11
WARNING:astropy:FITSFixedWarning: RADECSYS= 'ICRS ' / Astrometric system 
RADECSYS is non-standard, use RADESYSa.
Loading a new field at l=13
DEBUG:bubbly.field:Loading a new field at l=13
Loading a new field at l=14
DEBUG:bubbly.field:Loading a new field at l=14
Loading a new field at l=16
DEBUG:bubbly.field:Loading a new field at l=16
Loading a new field at l=17
DEBUG:bubbly.field:Loading a new field at l=17
Loading a new field at l=19
DEBUG:bubbly.field:Loading a new field at l=19
Loading a new field at l=20
DEBUG:bubbly.field:Loading a new field at l=20
Loading a new field at l=23
DEBUG:bubbly.field:Loading a new field at l=23
Loading a new field at l=25
DEBUG:bubbly.field:Loading a new field at l=25
Loading a new field at l=26
DEBUG:bubbly.field:Loading a new field at l=26
Loading a new field at l=28
DEBUG:bubbly.field:Loading a new field at l=28
Loading a new field at l=29
DEBUG:bubbly.field:Loading a new field at l=29
Loading a new field at l=31
DEBUG:bubbly.field:Loading a new field at l=31
Loading a new field at l=32
DEBUG:bubbly.field:Loading a new field at l=32
Loading a new field at l=34
DEBUG:bubbly.field:Loading a new field at l=34
Loading a new field at l=35
DEBUG:bubbly.field:Loading a new field at l=35
Loading a new field at l=37
DEBUG:bubbly.field:Loading a new field at l=37
Loading a new field at l=38
DEBUG:bubbly.field:Loading a new field at l=38
Loading a new field at l=40
DEBUG:bubbly.field:Loading a new field at l=40
Loading a new field at l=41
DEBUG:bubbly.field:Loading a new field at l=41
Loading a new field at l=43
DEBUG:bubbly.field:Loading a new field at l=43
Loading a new field at l=44
DEBUG:bubbly.field:Loading a new field at l=44
Loading a new field at l=46
DEBUG:bubbly.field:Loading a new field at l=46
Loading a new field at l=47
DEBUG:bubbly.field:Loading a new field at l=47
Loading a new field at l=49
DEBUG:bubbly.field:Loading a new field at l=49
Loading a new field at l=50
DEBUG:bubbly.field:Loading a new field at l=50
Loading a new field at l=52
DEBUG:bubbly.field:Loading a new field at l=52
Loading a new field at l=53
DEBUG:bubbly.field:Loading a new field at l=53
Loading a new field at l=55
DEBUG:bubbly.field:Loading a new field at l=55
Loading a new field at l=56
DEBUG:bubbly.field:Loading a new field at l=56
Loading a new field at l=58
DEBUG:bubbly.field:Loading a new field at l=58
Loading a new field at l=59
DEBUG:bubbly.field:Loading a new field at l=59
Loading a new field at l=61
DEBUG:bubbly.field:Loading a new field at l=61
Loading a new field at l=62
DEBUG:bubbly.field:Loading a new field at l=62
Loading a new field at l=64
DEBUG:bubbly.field:Loading a new field at l=64
Loading a new field at l=298
DEBUG:bubbly.field:Loading a new field at l=298
Loading a new field at l=299
DEBUG:bubbly.field:Loading a new field at l=299
Loading a new field at l=301
DEBUG:bubbly.field:Loading a new field at l=301
Loading a new field at l=302
DEBUG:bubbly.field:Loading a new field at l=302
Loading a new field at l=304
DEBUG:bubbly.field:Loading a new field at l=304
Loading a new field at l=305
DEBUG:bubbly.field:Loading a new field at l=305
Loading a new field at l=307
DEBUG:bubbly.field:Loading a new field at l=307
Loading a new field at l=308
DEBUG:bubbly.field:Loading a new field at l=308
Loading a new field at l=310
DEBUG:bubbly.field:Loading a new field at l=310
Loading a new field at l=311
DEBUG:bubbly.field:Loading a new field at l=311
Loading a new field at l=313
DEBUG:bubbly.field:Loading a new field at l=313
Loading a new field at l=314
DEBUG:bubbly.field:Loading a new field at l=314
Loading a new field at l=316
DEBUG:bubbly.field:Loading a new field at l=316
Loading a new field at l=317
DEBUG:bubbly.field:Loading a new field at l=317
Loading a new field at l=319
DEBUG:bubbly.field:Loading a new field at l=319
Loading a new field at l=320
DEBUG:bubbly.field:Loading a new field at l=320
Loading a new field at l=322
DEBUG:bubbly.field:Loading a new field at l=322
Loading a new field at l=325
DEBUG:bubbly.field:Loading a new field at l=325
Loading a new field at l=326
DEBUG:bubbly.field:Loading a new field at l=326
Loading a new field at l=328
DEBUG:bubbly.field:Loading a new field at l=328
Loading a new field at l=329
DEBUG:bubbly.field:Loading a new field at l=329
Loading a new field at l=331
DEBUG:bubbly.field:Loading a new field at l=331
Loading a new field at l=332
DEBUG:bubbly.field:Loading a new field at l=332
Loading a new field at l=334
DEBUG:bubbly.field:Loading a new field at l=334
Loading a new field at l=335
DEBUG:bubbly.field:Loading a new field at l=335
Loading a new field at l=337
DEBUG:bubbly.field:Loading a new field at l=337
Loading a new field at l=338
DEBUG:bubbly.field:Loading a new field at l=338
Loading a new field at l=340
DEBUG:bubbly.field:Loading a new field at l=340
Loading a new field at l=341
DEBUG:bubbly.field:Loading a new field at l=341
Loading a new field at l=343
DEBUG:bubbly.field:Loading a new field at l=343
Loading a new field at l=344
DEBUG:bubbly.field:Loading a new field at l=344
Loading a new field at l=346
DEBUG:bubbly.field:Loading a new field at l=346
Loading a new field at l=347
DEBUG:bubbly.field:Loading a new field at l=347
Loading a new field at l=349
DEBUG:bubbly.field:Loading a new field at l=349
Loading a new field at l=350
DEBUG:bubbly.field:Loading a new field at l=350
Loading a new field at l=68
DEBUG:bubbly.field:Loading a new field at l=68
Loading a new field at l=67
DEBUG:bubbly.field:Loading a new field at l=67
Loading a new field at l=47
DEBUG:bubbly.field:Loading a new field at l=47
Loading a new field at l=67
DEBUG:bubbly.field:Loading a new field at l=67
Loading a new field at l=68
DEBUG:bubbly.field:Loading a new field at l=68
Loading a new field at l=67
DEBUG:bubbly.field:Loading a new field at l=67
Loading a new field at l=68
DEBUG:bubbly.field:Loading a new field at l=68
Loading a new field at l=293
DEBUG:bubbly.field:Loading a new field at l=293
Loading a new field at l=68
DEBUG:bubbly.field:Loading a new field at l=68
Loading a new field at l=341
DEBUG:bubbly.field:Loading a new field at l=341
Loading a new field at l=68
DEBUG:bubbly.field:Loading a new field at l=68
Loading a new field at l=341
DEBUG:bubbly.field:Loading a new field at l=341
Loading a new field at l=68
DEBUG:bubbly.field:Loading a new field at l=68
Loading a new field at l=47
DEBUG:bubbly.field:Loading a new field at l=47
Loading a new field at l=67
DEBUG:bubbly.field:Loading a new field at l=67
Loading a new field at l=65
DEBUG:bubbly.field:Loading a new field at l=65
Loading a new field at l=320
DEBUG:bubbly.field:Loading a new field at l=320
Loading a new field at l=65
DEBUG:bubbly.field:Loading a new field at l=65
Loading a new field at l=335
DEBUG:bubbly.field:Loading a new field at l=335
Loading a new field at l=64
DEBUG:bubbly.field:Loading a new field at l=64
Loading a new field at l=320
DEBUG:bubbly.field:Loading a new field at l=320
Loading a new field at l=64
DEBUG:bubbly.field:Loading a new field at l=64
Loading a new field at l=322
DEBUG:bubbly.field:Loading a new field at l=322
Loading a new field at l=323
DEBUG:bubbly.field:Loading a new field at l=323
Loading a new field at l=335
DEBUG:bubbly.field:Loading a new field at l=335
Loading a new field at l=323
DEBUG:bubbly.field:Loading a new field at l=323
Loading a new field at l=331
DEBUG:bubbly.field:Loading a new field at l=331
Loading a new field at l=52
DEBUG:bubbly.field:Loading a new field at l=52
Loading a new field at l=319
DEBUG:bubbly.field:Loading a new field at l=319
Loading a new field at l=67
DEBUG:bubbly.field:Loading a new field at l=67
Loading a new field at l=340
DEBUG:bubbly.field:Loading a new field at l=340
Loading a new field at l=67
DEBUG:bubbly.field:Loading a new field at l=67
Loading a new field at l=293
DEBUG:bubbly.field:Loading a new field at l=293
Loading a new field at l=67
DEBUG:bubbly.field:Loading a new field at l=67
Loading a new field at l=341
DEBUG:bubbly.field:Loading a new field at l=341
Loading a new field at l=68
DEBUG:bubbly.field:Loading a new field at l=68
Loading a new field at l=293
DEBUG:bubbly.field:Loading a new field at l=293
Loading a new field at l=350
DEBUG:bubbly.field:Loading a new field at l=350
Loading a new field at l=299
DEBUG:bubbly.field:Loading a new field at l=299
Loading a new field at l=350
DEBUG:bubbly.field:Loading a new field at l=350
Loading a new field at l=299
DEBUG:bubbly.field:Loading a new field at l=299
Loading a new field at l=350
DEBUG:bubbly.field:Loading a new field at l=350
Loading a new field at l=293
DEBUG:bubbly.field:Loading a new field at l=293
Loading a new field at l=350
DEBUG:bubbly.field:Loading a new field at l=350
Loading a new field at l=293
DEBUG:bubbly.field:Loading a new field at l=293
Loading a new field at l=350
DEBUG:bubbly.field:Loading a new field at l=350
Loading a new field at l=14
DEBUG:bubbly.field:Loading a new field at l=14
Loading a new field at l=350
DEBUG:bubbly.field:Loading a new field at l=350
Loading a new field at l=299
DEBUG:bubbly.field:Loading a new field at l=299
Loading a new field at l=350
DEBUG:bubbly.field:Loading a new field at l=350
Loading a new field at l=14
DEBUG:bubbly.field:Loading a new field at l=14
Loading a new field at l=350
DEBUG:bubbly.field:Loading a new field at l=350
Loading a new field at l=14
DEBUG:bubbly.field:Loading a new field at l=14
Loading a new field at l=350
DEBUG:bubbly.field:Loading a new field at l=350
Loading a new field at l=293
DEBUG:bubbly.field:Loading a new field at l=293
Loading a new field at l=343
DEBUG:bubbly.field:Loading a new field at l=343
Loading a new field at l=293
DEBUG:bubbly.field:Loading a new field at l=293
Loading a new field at l=350
DEBUG:bubbly.field:Loading a new field at l=350
Loading a new field at l=293
DEBUG:bubbly.field:Loading a new field at l=293
Loading a new field at l=343
DEBUG:bubbly.field:Loading a new field at l=343
Loading a new field at l=293
DEBUG:bubbly.field:Loading a new field at l=293
Loading a new field at l=40
DEBUG:bubbly.field:Loading a new field at l=40
Loading a new field at l=293
DEBUG:bubbly.field:Loading a new field at l=293
Loading a new field at l=350
DEBUG:bubbly.field:Loading a new field at l=350
Loading a new field at l=293
DEBUG:bubbly.field:Loading a new field at l=293
Loading a new field at l=350
DEBUG:bubbly.field:Loading a new field at l=350
Loading a new field at l=293
DEBUG:bubbly.field:Loading a new field at l=293
Loading a new field at l=350
DEBUG:bubbly.field:Loading a new field at l=350
Loading a new field at l=293
DEBUG:bubbly.field:Loading a new field at l=293
Loading a new field at l=331
DEBUG:bubbly.field:Loading a new field at l=331
Loading a new field at l=61
DEBUG:bubbly.field:Loading a new field at l=61
Loading a new field at l=326
DEBUG:bubbly.field:Loading a new field at l=326
Loading a new field at l=52
DEBUG:bubbly.field:Loading a new field at l=52
Loading a new field at l=331
DEBUG:bubbly.field:Loading a new field at l=331
Loading a new field at l=310
DEBUG:bubbly.field:Loading a new field at l=310
Loading a new field at l=331
DEBUG:bubbly.field:Loading a new field at l=331
Loading a new field at l=310
DEBUG:bubbly.field:Loading a new field at l=310
Loading a new field at l=58
DEBUG:bubbly.field:Loading a new field at l=58
Loading a new field at l=331
DEBUG:bubbly.field:Loading a new field at l=331
Loading a new field at l=58
DEBUG:bubbly.field:Loading a new field at l=58
Loading a new field at l=331
DEBUG:bubbly.field:Loading a new field at l=331
Loading a new field at l=64
DEBUG:bubbly.field:Loading a new field at l=64
Loading a new field at l=323
DEBUG:bubbly.field:Loading a new field at l=323
Loading a new field at l=322
DEBUG:bubbly.field:Loading a new field at l=322
Loading a new field at l=64
DEBUG:bubbly.field:Loading a new field at l=64
Loading a new field at l=299
DEBUG:bubbly.field:Loading a new field at l=299
Loading a new field at l=316
DEBUG:bubbly.field:Loading a new field at l=316
Loading a new field at l=331
DEBUG:bubbly.field:Loading a new field at l=331
Loading a new field at l=299
DEBUG:bubbly.field:Loading a new field at l=299
Loading a new field at l=320
DEBUG:bubbly.field:Loading a new field at l=320
Loading a new field at l=65
DEBUG:bubbly.field:Loading a new field at l=65
Loading a new field at l=319
DEBUG:bubbly.field:Loading a new field at l=319
Loading a new field at l=65
DEBUG:bubbly.field:Loading a new field at l=65
Loading a new field at l=319
DEBUG:bubbly.field:Loading a new field at l=319
Loading a new field at l=316
DEBUG:bubbly.field:Loading a new field at l=316
Loading a new field at l=323
DEBUG:bubbly.field:Loading a new field at l=323
Loading a new field at l=331
DEBUG:bubbly.field:Loading a new field at l=331
Loading a new field at l=340
DEBUG:bubbly.field:Loading a new field at l=340
Loading a new field at l=47
DEBUG:bubbly.field:Loading a new field at l=47
Loading a new field at l=341
DEBUG:bubbly.field:Loading a new field at l=341
Loading a new field at l=340
DEBUG:bubbly.field:Loading a new field at l=340
Loading a new field at l=49
DEBUG:bubbly.field:Loading a new field at l=49
Loading a new field at l=335
DEBUG:bubbly.field:Loading a new field at l=335
Loading a new field at l=17
DEBUG:bubbly.field:Loading a new field at l=17
Loading a new field at l=341
DEBUG:bubbly.field:Loading a new field at l=341
Loading a new field at l=349
DEBUG:bubbly.field:Loading a new field at l=349
Loading a new field at l=343
DEBUG:bubbly.field:Loading a new field at l=343
Loading a new field at l=40
DEBUG:bubbly.field:Loading a new field at l=40
Loading a new field at l=343
DEBUG:bubbly.field:Loading a new field at l=343
Loading a new field at l=40
DEBUG:bubbly.field:Loading a new field at l=40
Loading a new field at l=335
DEBUG:bubbly.field:Loading a new field at l=335
Loading a new field at l=49
DEBUG:bubbly.field:Loading a new field at l=49
Loading a new field at l=47
DEBUG:bubbly.field:Loading a new field at l=47
Loading a new field at l=49
DEBUG:bubbly.field:Loading a new field at l=49
Loading a new field at l=340
DEBUG:bubbly.field:Loading a new field at l=340
Loading a new field at l=335
DEBUG:bubbly.field:Loading a new field at l=335
Loading a new field at l=340
DEBUG:bubbly.field:Loading a new field at l=340
Loading a new field at l=49
DEBUG:bubbly.field:Loading a new field at l=49
Loading a new field at l=340
DEBUG:bubbly.field:Loading a new field at l=340
Loading a new field at l=52
DEBUG:bubbly.field:Loading a new field at l=52
Loading a new field at l=340
DEBUG:bubbly.field:Loading a new field at l=340
Loading a new field at l=341
DEBUG:bubbly.field:Loading a new field at l=341
Loading a new field at l=340
DEBUG:bubbly.field:Loading a new field at l=340
Loading a new field at l=14
DEBUG:bubbly.field:Loading a new field at l=14
Loading a new field at l=340
DEBUG:bubbly.field:Loading a new field at l=340
Loading a new field at l=49
DEBUG:bubbly.field:Loading a new field at l=49
Loading a new field at l=65
DEBUG:bubbly.field:Loading a new field at l=65
Loading a new field at l=335
DEBUG:bubbly.field:Loading a new field at l=335
Loading a new field at l=340
DEBUG:bubbly.field:Loading a new field at l=340
Loading a new field at l=341
DEBUG:bubbly.field:Loading a new field at l=341
Loading a new field at l=323
DEBUG:bubbly.field:Loading a new field at l=323
Loading a new field at l=40
DEBUG:bubbly.field:Loading a new field at l=40
Loading a new field at l=49
DEBUG:bubbly.field:Loading a new field at l=49
Loading a new field at l=316
DEBUG:bubbly.field:Loading a new field at l=316
Loading a new field at l=320
DEBUG:bubbly.field:Loading a new field at l=320
Loading a new field at l=61
DEBUG:bubbly.field:Loading a new field at l=61
Loading a new field at l=335
DEBUG:bubbly.field:Loading a new field at l=335
Loading a new field at l=340
DEBUG:bubbly.field:Loading a new field at l=340
Loading a new field at l=40
DEBUG:bubbly.field:Loading a new field at l=40
Loading a new field at l=65
DEBUG:bubbly.field:Loading a new field at l=65
Loading a new field at l=320
DEBUG:bubbly.field:Loading a new field at l=320
Loading a new field at l=49
DEBUG:bubbly.field:Loading a new field at l=49
Loading a new field at l=341
DEBUG:bubbly.field:Loading a new field at l=341
Loading a new field at l=340
DEBUG:bubbly.field:Loading a new field at l=340
Loading a new field at l=322
DEBUG:bubbly.field:Loading a new field at l=322
Loading a new field at l=47
DEBUG:bubbly.field:Loading a new field at l=47
Loading a new field at l=341
DEBUG:bubbly.field:Loading a new field at l=341
Loading a new field at l=340
DEBUG:bubbly.field:Loading a new field at l=340
Loading a new field at l=316
DEBUG:bubbly.field:Loading a new field at l=316
Loading a new field at l=319
DEBUG:bubbly.field:Loading a new field at l=319
Loading a new field at l=17
DEBUG:bubbly.field:Loading a new field at l=17
Loading a new field at l=310
DEBUG:bubbly.field:Loading a new field at l=310
Loading a new field at l=316
DEBUG:bubbly.field:Loading a new field at l=316
Loading a new field at l=299
DEBUG:bubbly.field:Loading a new field at l=299
Loading a new field at l=14
DEBUG:bubbly.field:Loading a new field at l=14
Loading a new field at l=310
DEBUG:bubbly.field:Loading a new field at l=310
Loading a new field at l=331
DEBUG:bubbly.field:Loading a new field at l=331
Loading a new field at l=49
DEBUG:bubbly.field:Loading a new field at l=49
Loading a new field at l=331
DEBUG:bubbly.field:Loading a new field at l=331
Loading a new field at l=52
DEBUG:bubbly.field:Loading a new field at l=52
Loading a new field at l=299
DEBUG:bubbly.field:Loading a new field at l=299
Loading a new field at l=310
DEBUG:bubbly.field:Loading a new field at l=310
Loading a new field at l=52
DEBUG:bubbly.field:Loading a new field at l=52
Loading a new field at l=331
DEBUG:bubbly.field:Loading a new field at l=331
Loading a new field at l=14
DEBUG:bubbly.field:Loading a new field at l=14
Loading a new field at l=331
DEBUG:bubbly.field:Loading a new field at l=331
Loading a new field at l=14
DEBUG:bubbly.field:Loading a new field at l=14
Loading a new field at l=299
DEBUG:bubbly.field:Loading a new field at l=299
Loading a new field at l=49
DEBUG:bubbly.field:Loading a new field at l=49
Loading a new field at l=17
DEBUG:bubbly.field:Loading a new field at l=17
Loading a new field at l=349
DEBUG:bubbly.field:Loading a new field at l=349
Loading a new field at l=40
DEBUG:bubbly.field:Loading a new field at l=40
Loading a new field at l=349
DEBUG:bubbly.field:Loading a new field at l=349
Loading a new field at l=17
DEBUG:bubbly.field:Loading a new field at l=17
Loading a new field at l=335
DEBUG:bubbly.field:Loading a new field at l=335
Loading a new field at l=58
DEBUG:bubbly.field:Loading a new field at l=58
Loading a new field at l=49
DEBUG:bubbly.field:Loading a new field at l=49
Loading a new field at l=323
DEBUG:bubbly.field:Loading a new field at l=323
Loading a new field at l=58
DEBUG:bubbly.field:Loading a new field at l=58
Loading a new field at l=40
DEBUG:bubbly.field:Loading a new field at l=40
Loading a new field at l=49
DEBUG:bubbly.field:Loading a new field at l=49
Loading a new field at l=40
DEBUG:bubbly.field:Loading a new field at l=40
Loading a new field at l=340
DEBUG:bubbly.field:Loading a new field at l=340
Loading a new field at l=343
DEBUG:bubbly.field:Loading a new field at l=343
Loading a new field at l=340
DEBUG:bubbly.field:Loading a new field at l=340
Loading a new field at l=14
DEBUG:bubbly.field:Loading a new field at l=14
Loading a new field at l=310
DEBUG:bubbly.field:Loading a new field at l=310
Loading a new field at l=349
DEBUG:bubbly.field:Loading a new field at l=349
Loading a new field at l=49
DEBUG:bubbly.field:Loading a new field at l=49
Loading a new field at l=340
DEBUG:bubbly.field:Loading a new field at l=340
Loading a new field at l=349
DEBUG:bubbly.field:Loading a new field at l=349
Loading a new field at l=14
DEBUG:bubbly.field:Loading a new field at l=14
Loading a new field at l=340
DEBUG:bubbly.field:Loading a new field at l=340
Loading a new field at l=349
DEBUG:bubbly.field:Loading a new field at l=349
Loading a new field at l=340
DEBUG:bubbly.field:Loading a new field at l=340
Loading a new field at l=310
DEBUG:bubbly.field:Loading a new field at l=310
Loading a new field at l=341
DEBUG:bubbly.field:Loading a new field at l=341
Loading a new field at l=340
DEBUG:bubbly.field:Loading a new field at l=340
Loading a new field at l=17
DEBUG:bubbly.field:Loading a new field at l=17
Loading a new field at l=316
DEBUG:bubbly.field:Loading a new field at l=316
Loading a new field at l=310
DEBUG:bubbly.field:Loading a new field at l=310
Loading a new field at l=316
DEBUG:bubbly.field:Loading a new field at l=316
Loading a new field at l=331
DEBUG:bubbly.field:Loading a new field at l=331
Loading a new field at l=310
DEBUG:bubbly.field:Loading a new field at l=310
Loading a new field at l=323
DEBUG:bubbly.field:Loading a new field at l=323
Loading a new field at l=61
DEBUG:bubbly.field:Loading a new field at l=61
Loading a new field at l=326
DEBUG:bubbly.field:Loading a new field at l=326
Loading a new field at l=331
DEBUG:bubbly.field:Loading a new field at l=331
Loading a new field at l=49
DEBUG:bubbly.field:Loading a new field at l=49
Loading a new field at l=320
DEBUG:bubbly.field:Loading a new field at l=320
Loading a new field at l=64
DEBUG:bubbly.field:Loading a new field at l=64
Loading a new field at l=331
DEBUG:bubbly.field:Loading a new field at l=331
Loading a new field at l=49
DEBUG:bubbly.field:Loading a new field at l=49
Loading a new field at l=331
DEBUG:bubbly.field:Loading a new field at l=331
Loading a new field at l=52
DEBUG:bubbly.field:Loading a new field at l=52
Loading a new field at l=331
DEBUG:bubbly.field:Loading a new field at l=331
Loading a new field at l=49
DEBUG:bubbly.field:Loading a new field at l=49
Loading a new field at l=335
DEBUG:bubbly.field:Loading a new field at l=335
Loading a new field at l=52
DEBUG:bubbly.field:Loading a new field at l=52
Loading a new field at l=65
DEBUG:bubbly.field:Loading a new field at l=65
Loading a new field at l=299
DEBUG:bubbly.field:Loading a new field at l=299
Loading a new field at l=58
DEBUG:bubbly.field:Loading a new field at l=58
Loading a new field at l=17
DEBUG:bubbly.field:Loading a new field at l=17
Loading a new field at l=343
DEBUG:bubbly.field:Loading a new field at l=343
Loading a new field at l=323
DEBUG:bubbly.field:Loading a new field at l=323
Loading a new field at l=61
DEBUG:bubbly.field:Loading a new field at l=61
Loading a new field at l=310
DEBUG:bubbly.field:Loading a new field at l=310
Loading a new field at l=326
DEBUG:bubbly.field:Loading a new field at l=326
Loading a new field at l=323
DEBUG:bubbly.field:Loading a new field at l=323
Loading a new field at l=310
DEBUG:bubbly.field:Loading a new field at l=310
Loading a new field at l=319
DEBUG:bubbly.field:Loading a new field at l=319
Loading a new field at l=52
DEBUG:bubbly.field:Loading a new field at l=52
Loading a new field at l=323
DEBUG:bubbly.field:Loading a new field at l=323
Loading a new field at l=310
DEBUG:bubbly.field:Loading a new field at l=310
Loading a new field at l=40
DEBUG:bubbly.field:Loading a new field at l=40
Loading a new field at l=58
DEBUG:bubbly.field:Loading a new field at l=58
Loading a new field at l=350
DEBUG:bubbly.field:Loading a new field at l=350
Loading a new field at l=52
DEBUG:bubbly.field:Loading a new field at l=52
Loading a new field at l=299
DEBUG:bubbly.field:Loading a new field at l=299
Loading a new field at l=49
DEBUG:bubbly.field:Loading a new field at l=49
Loading a new field at l=335
DEBUG:bubbly.field:Loading a new field at l=335
Loading a new field at l=331
DEBUG:bubbly.field:Loading a new field at l=331
Loading a new field at l=310
DEBUG:bubbly.field:Loading a new field at l=310
Loading a new field at l=331
DEBUG:bubbly.field:Loading a new field at l=331
Loading a new field at l=40
DEBUG:bubbly.field:Loading a new field at l=40
Loading a new field at l=310
DEBUG:bubbly.field:Loading a new field at l=310
Loading a new field at l=58
DEBUG:bubbly.field:Loading a new field at l=58
Loading a new field at l=17
DEBUG:bubbly.field:Loading a new field at l=17
Loading a new field at l=299
DEBUG:bubbly.field:Loading a new field at l=299
Loading a new field at l=17
DEBUG:bubbly.field:Loading a new field at l=17
Loading a new field at l=349
DEBUG:bubbly.field:Loading a new field at l=349
Loading a new field at l=335
DEBUG:bubbly.field:Loading a new field at l=335
Loading a new field at l=323
DEBUG:bubbly.field:Loading a new field at l=323
Loading a new field at l=49
DEBUG:bubbly.field:Loading a new field at l=49
Loading a new field at l=65
DEBUG:bubbly.field:Loading a new field at l=65
Loading a new field at l=340
DEBUG:bubbly.field:Loading a new field at l=340
Loading a new field at l=322
DEBUG:bubbly.field:Loading a new field at l=322
Loading a new field at l=49
DEBUG:bubbly.field:Loading a new field at l=49
Loading a new field at l=47
DEBUG:bubbly.field:Loading a new field at l=47
Loading a new field at l=49
DEBUG:bubbly.field:Loading a new field at l=49
Loading a new field at l=65
DEBUG:bubbly.field:Loading a new field at l=65
Loading a new field at l=320
DEBUG:bubbly.field:Loading a new field at l=320
Loading a new field at l=47
DEBUG:bubbly.field:Loading a new field at l=47
Loading a new field at l=64
DEBUG:bubbly.field:Loading a new field at l=64
Loading a new field at l=47
DEBUG:bubbly.field:Loading a new field at l=47
Loading a new field at l=335
DEBUG:bubbly.field:Loading a new field at l=335
Loading a new field at l=65
DEBUG:bubbly.field:Loading a new field at l=65
Loading a new field at l=64
DEBUG:bubbly.field:Loading a new field at l=64
Loading a new field at l=320
DEBUG:bubbly.field:Loading a new field at l=320
Loading a new field at l=341
DEBUG:bubbly.field:Loading a new field at l=341
Loading a new field at l=340
DEBUG:bubbly.field:Loading a new field at l=340
Loading a new field at l=49
DEBUG:bubbly.field:Loading a new field at l=49
Loading a new field at l=322
DEBUG:bubbly.field:Loading a new field at l=322
Loading a new field at l=40
DEBUG:bubbly.field:Loading a new field at l=40
Loading a new field at l=316
DEBUG:bubbly.field:Loading a new field at l=316
Loading a new field at l=340
DEBUG:bubbly.field:Loading a new field at l=340
Loading a new field at l=341
DEBUG:bubbly.field:Loading a new field at l=341
Loading a new field at l=40
DEBUG:bubbly.field:Loading a new field at l=40
Loading a new field at l=49
DEBUG:bubbly.field:Loading a new field at l=49
Loading a new field at l=322
DEBUG:bubbly.field:Loading a new field at l=322
Loading a new field at l=341
DEBUG:bubbly.field:Loading a new field at l=341
Loading a new field at l=322
DEBUG:bubbly.field:Loading a new field at l=322
Loading a new field at l=341
DEBUG:bubbly.field:Loading a new field at l=341
Loading a new field at l=340
DEBUG:bubbly.field:Loading a new field at l=340
Loading a new field at l=64
DEBUG:bubbly.field:Loading a new field at l=64
Loading a new field at l=320
DEBUG:bubbly.field:Loading a new field at l=320
Loading a new field at l=310
DEBUG:bubbly.field:Loading a new field at l=310
Loading a new field at l=340
DEBUG:bubbly.field:Loading a new field at l=340
Loading a new field at l=335
DEBUG:bubbly.field:Loading a new field at l=335
Loading a new field at l=320
DEBUG:bubbly.field:Loading a new field at l=320
Loading a new field at l=335
DEBUG:bubbly.field:Loading a new field at l=335
Loading a new field at l=331
DEBUG:bubbly.field:Loading a new field at l=331
Loading a new field at l=320
DEBUG:bubbly.field:Loading a new field at l=320
Loading a new field at l=340
DEBUG:bubbly.field:Loading a new field at l=340
Loading a new field at l=320
DEBUG:bubbly.field:Loading a new field at l=320
Loading a new field at l=323
DEBUG:bubbly.field:Loading a new field at l=323
Loading a new field at l=341
DEBUG:bubbly.field:Loading a new field at l=341
Loading a new field at l=323
DEBUG:bubbly.field:Loading a new field at l=323
Loading a new field at l=341
DEBUG:bubbly.field:Loading a new field at l=341
Loading a new field at l=343
DEBUG:bubbly.field:Loading a new field at l=343
Loading a new field at l=323
DEBUG:bubbly.field:Loading a new field at l=323
Loading a new field at l=322
DEBUG:bubbly.field:Loading a new field at l=322
Loading a new field at l=343
DEBUG:bubbly.field:Loading a new field at l=343
Loading a new field at l=326
DEBUG:bubbly.field:Loading a new field at l=326
Loading a new field at l=322
DEBUG:bubbly.field:Loading a new field at l=322
Loading a new field at l=349
DEBUG:bubbly.field:Loading a new field at l=349
Loading a new field at l=326
DEBUG:bubbly.field:Loading a new field at l=326
Loading a new field at l=335
DEBUG:bubbly.field:Loading a new field at l=335
Loading a new field at l=322
DEBUG:bubbly.field:Loading a new field at l=322
Loading a new field at l=326
DEBUG:bubbly.field:Loading a new field at l=326
Loading a new field at l=349
DEBUG:bubbly.field:Loading a new field at l=349
Loading a new field at l=331
DEBUG:bubbly.field:Loading a new field at l=331
Loading a new field at l=316
DEBUG:bubbly.field:Loading a new field at l=316
Loading a new field at l=320
DEBUG:bubbly.field:Loading a new field at l=320
Loading a new field at l=340
DEBUG:bubbly.field:Loading a new field at l=340
Loading a new field at l=14
DEBUG:bubbly.field:Loading a new field at l=14
Loading a new field at l=64
DEBUG:bubbly.field:Loading a new field at l=64
Loading a new field at l=17
DEBUG:bubbly.field:Loading a new field at l=17
Loading a new field at l=65
DEBUG:bubbly.field:Loading a new field at l=65
Loading a new field at l=14
DEBUG:bubbly.field:Loading a new field at l=14
Loading a new field at l=299
DEBUG:bubbly.field:Loading a new field at l=299
Loading a new field at l=49
DEBUG:bubbly.field:Loading a new field at l=49
Loading a new field at l=58
DEBUG:bubbly.field:Loading a new field at l=58
Loading a new field at l=64
DEBUG:bubbly.field:Loading a new field at l=64
Loading a new field at l=17
DEBUG:bubbly.field:Loading a new field at l=17
Loading a new field at l=61
DEBUG:bubbly.field:Loading a new field at l=61
Loading a new field at l=49
DEBUG:bubbly.field:Loading a new field at l=49
Loading a new field at l=65
DEBUG:bubbly.field:Loading a new field at l=65
Loading a new field at l=52
DEBUG:bubbly.field:Loading a new field at l=52
Loading a new field at l=299
DEBUG:bubbly.field:Loading a new field at l=299
Loading a new field at l=47
DEBUG:bubbly.field:Loading a new field at l=47
Loading a new field at l=49
DEBUG:bubbly.field:Loading a new field at l=49
Loading a new field at l=47
DEBUG:bubbly.field:Loading a new field at l=47
Loading a new field at l=17
DEBUG:bubbly.field:Loading a new field at l=17
Loading a new field at l=49
DEBUG:bubbly.field:Loading a new field at l=49
Loading a new field at l=14
DEBUG:bubbly.field:Loading a new field at l=14
Loading a new field at l=65
DEBUG:bubbly.field:Loading a new field at l=65
Loading a new field at l=52
DEBUG:bubbly.field:Loading a new field at l=52
Loading a new field at l=47
DEBUG:bubbly.field:Loading a new field at l=47
Loading a new field at l=64
DEBUG:bubbly.field:Loading a new field at l=64
Loading a new field at l=17
DEBUG:bubbly.field:Loading a new field at l=17
Loading a new field at l=47
DEBUG:bubbly.field:Loading a new field at l=47
Loading a new field at l=299
DEBUG:bubbly.field:Loading a new field at l=299
Loading a new field at l=326
DEBUG:bubbly.field:Loading a new field at l=326
Loading a new field at l=319
DEBUG:bubbly.field:Loading a new field at l=319
Loading a new field at l=17
DEBUG:bubbly.field:Loading a new field at l=17
Loading a new field at l=331
DEBUG:bubbly.field:Loading a new field at l=331
Loading a new field at l=61
DEBUG:bubbly.field:Loading a new field at l=61
Loading a new field at l=331
DEBUG:bubbly.field:Loading a new field at l=331
Loading a new field at l=52
DEBUG:bubbly.field:Loading a new field at l=52
Loading a new field at l=340
DEBUG:bubbly.field:Loading a new field at l=340
Loading a new field at l=335
DEBUG:bubbly.field:Loading a new field at l=335
Loading a new field at l=349
DEBUG:bubbly.field:Loading a new field at l=349
Loading a new field at l=335
DEBUG:bubbly.field:Loading a new field at l=335
Loading a new field at l=331
DEBUG:bubbly.field:Loading a new field at l=331
Loading a new field at l=335
DEBUG:bubbly.field:Loading a new field at l=335
Loading a new field at l=322
DEBUG:bubbly.field:Loading a new field at l=322
Loading a new field at l=331
DEBUG:bubbly.field:Loading a new field at l=331
Loading a new field at l=47
DEBUG:bubbly.field:Loading a new field at l=47
Loading a new field at l=17
DEBUG:bubbly.field:Loading a new field at l=17
Loading a new field at l=335
DEBUG:bubbly.field:Loading a new field at l=335
Loading a new field at l=47
DEBUG:bubbly.field:Loading a new field at l=47
Loading a new field at l=49
DEBUG:bubbly.field:Loading a new field at l=49
Loading a new field at l=47
DEBUG:bubbly.field:Loading a new field at l=47
Loading a new field at l=52
DEBUG:bubbly.field:Loading a new field at l=52
Loading a new field at l=331
DEBUG:bubbly.field:Loading a new field at l=331
Loading a new field at l=47
DEBUG:bubbly.field:Loading a new field at l=47
Loading a new field at l=299
DEBUG:bubbly.field:Loading a new field at l=299
Loading a new field at l=319
DEBUG:bubbly.field:Loading a new field at l=319
Loading a new field at l=61
DEBUG:bubbly.field:Loading a new field at l=61
Loading a new field at l=65
DEBUG:bubbly.field:Loading a new field at l=65
Loading a new field at l=343
DEBUG:bubbly.field:Loading a new field at l=343
Loading a new field at l=326
DEBUG:bubbly.field:Loading a new field at l=326
Loading a new field at l=322
DEBUG:bubbly.field:Loading a new field at l=322
Loading a new field at l=310
DEBUG:bubbly.field:Loading a new field at l=310
Loading a new field at l=340
DEBUG:bubbly.field:Loading a new field at l=340
Loading a new field at l=47
DEBUG:bubbly.field:Loading a new field at l=47
Loading a new field at l=319
DEBUG:bubbly.field:Loading a new field at l=319
Loading a new field at l=64
DEBUG:bubbly.field:Loading a new field at l=64
Loading a new field at l=49
DEBUG:bubbly.field:Loading a new field at l=49
Loading a new field at l=316
DEBUG:bubbly.field:Loading a new field at l=316
Loading a new field at l=40
DEBUG:bubbly.field:Loading a new field at l=40
Loading a new field at l=349
DEBUG:bubbly.field:Loading a new field at l=349
Loading a new field at l=343
DEBUG:bubbly.field:Loading a new field at l=343
Loading a new field at l=65
DEBUG:bubbly.field:Loading a new field at l=65
Loading a new field at l=340
DEBUG:bubbly.field:Loading a new field at l=340
Loading a new field at l=326
DEBUG:bubbly.field:Loading a new field at l=326
Loading a new field at l=340
DEBUG:bubbly.field:Loading a new field at l=340
Loading a new field at l=335
DEBUG:bubbly.field:Loading a new field at l=335
Loading a new field at l=340
DEBUG:bubbly.field:Loading a new field at l=340
Loading a new field at l=323
DEBUG:bubbly.field:Loading a new field at l=323
Loading a new field at l=326
DEBUG:bubbly.field:Loading a new field at l=326
Loading a new field at l=341
DEBUG:bubbly.field:Loading a new field at l=341
Loading a new field at l=323
DEBUG:bubbly.field:Loading a new field at l=323
Loading a new field at l=335
DEBUG:bubbly.field:Loading a new field at l=335
Loading a new field at l=343
DEBUG:bubbly.field:Loading a new field at l=343
Loading a new field at l=331
DEBUG:bubbly.field:Loading a new field at l=331
Loading a new field at l=40
DEBUG:bubbly.field:Loading a new field at l=40
Loading a new field at l=335
DEBUG:bubbly.field:Loading a new field at l=335
Loading a new field at l=343
DEBUG:bubbly.field:Loading a new field at l=343
Loading a new field at l=340
DEBUG:bubbly.field:Loading a new field at l=340
Loading a new field at l=17
DEBUG:bubbly.field:Loading a new field at l=17
Loading a new field at l=341
DEBUG:bubbly.field:Loading a new field at l=341
Loading a new field at l=52
DEBUG:bubbly.field:Loading a new field at l=52
Loading a new field at l=49
DEBUG:bubbly.field:Loading a new field at l=49
Loading a new field at l=47
DEBUG:bubbly.field:Loading a new field at l=47
Loading a new field at l=340
DEBUG:bubbly.field:Loading a new field at l=340
Loading a new field at l=14
DEBUG:bubbly.field:Loading a new field at l=14
Loading a new field at l=331
DEBUG:bubbly.field:Loading a new field at l=331
Loading a new field at l=310
DEBUG:bubbly.field:Loading a new field at l=310
Loading a new field at l=49
DEBUG:bubbly.field:Loading a new field at l=49
Loading a new field at l=340
DEBUG:bubbly.field:Loading a new field at l=340
Loading a new field at l=335
DEBUG:bubbly.field:Loading a new field at l=335
Loading a new field at l=331
DEBUG:bubbly.field:Loading a new field at l=331
Loading a new field at l=340
DEBUG:bubbly.field:Loading a new field at l=340
Loading a new field at l=319
DEBUG:bubbly.field:Loading a new field at l=319
Loading a new field at l=320
DEBUG:bubbly.field:Loading a new field at l=320
Loading a new field at l=49
DEBUG:bubbly.field:Loading a new field at l=49
Loading a new field at l=64
DEBUG:bubbly.field:Loading a new field at l=64
Loading a new field at l=331
DEBUG:bubbly.field:Loading a new field at l=331
Loading a new field at l=299
DEBUG:bubbly.field:Loading a new field at l=299
Loading a new field at l=331
DEBUG:bubbly.field:Loading a new field at l=331
Loading a new field at l=340
DEBUG:bubbly.field:Loading a new field at l=340
Loading a new field at l=349
DEBUG:bubbly.field:Loading a new field at l=349
Loading a new field at l=343
DEBUG:bubbly.field:Loading a new field at l=343
Loading a new field at l=49
DEBUG:bubbly.field:Loading a new field at l=49
Loading a new field at l=58
DEBUG:bubbly.field:Loading a new field at l=58
Loading a new field at l=349
DEBUG:bubbly.field:Loading a new field at l=349
Loading a new field at l=335
DEBUG:bubbly.field:Loading a new field at l=335
Loading a new field at l=64
DEBUG:bubbly.field:Loading a new field at l=64
Loading a new field at l=331
DEBUG:bubbly.field:Loading a new field at l=331
Loading a new field at l=14
DEBUG:bubbly.field:Loading a new field at l=14
Loading a new field at l=316
DEBUG:bubbly.field:Loading a new field at l=316
Loading a new field at l=340
DEBUG:bubbly.field:Loading a new field at l=340
Loading a new field at l=47
DEBUG:bubbly.field:Loading a new field at l=47
Loading a new field at l=319
DEBUG:bubbly.field:Loading a new field at l=319
Loading a new field at l=340
DEBUG:bubbly.field:Loading a new field at l=340
Loading a new field at l=319
DEBUG:bubbly.field:Loading a new field at l=319
Loading a new field at l=49
DEBUG:bubbly.field:Loading a new field at l=49
Loading a new field at l=40
DEBUG:bubbly.field:Loading a new field at l=40
Loading a new field at l=323
DEBUG:bubbly.field:Loading a new field at l=323
Loading a new field at l=61
DEBUG:bubbly.field:Loading a new field at l=61
Loading a new field at l=40
DEBUG:bubbly.field:Loading a new field at l=40
Loading a new field at l=310
DEBUG:bubbly.field:Loading a new field at l=310
Loading a new field at l=340
DEBUG:bubbly.field:Loading a new field at l=340
Loading a new field at l=49
DEBUG:bubbly.field:Loading a new field at l=49
Loading a new field at l=341
DEBUG:bubbly.field:Loading a new field at l=341
Loading a new field at l=343
DEBUG:bubbly.field:Loading a new field at l=343
Loading a new field at l=299
DEBUG:bubbly.field:Loading a new field at l=299
Loading a new field at l=340
DEBUG:bubbly.field:Loading a new field at l=340
Loading a new field at l=322
DEBUG:bubbly.field:Loading a new field at l=322
Loading a new field at l=323
DEBUG:bubbly.field:Loading a new field at l=323
Loading a new field at l=316
DEBUG:bubbly.field:Loading a new field at l=316
Loading a new field at l=326
DEBUG:bubbly.field:Loading a new field at l=326
Loading a new field at l=65
DEBUG:bubbly.field:Loading a new field at l=65
Loading a new field at l=340
DEBUG:bubbly.field:Loading a new field at l=340
Loading a new field at l=341
DEBUG:bubbly.field:Loading a new field at l=341
Loading a new field at l=343
DEBUG:bubbly.field:Loading a new field at l=343
Loading a new field at l=326
DEBUG:bubbly.field:Loading a new field at l=326
Loading a new field at l=319
DEBUG:bubbly.field:Loading a new field at l=319
Loading a new field at l=320
DEBUG:bubbly.field:Loading a new field at l=320
Loading a new field at l=335
DEBUG:bubbly.field:Loading a new field at l=335
Loading a new field at l=340
DEBUG:bubbly.field:Loading a new field at l=340
Loading a new field at l=343
DEBUG:bubbly.field:Loading a new field at l=343
Loading a new field at l=340
DEBUG:bubbly.field:Loading a new field at l=340
Loading a new field at l=319
DEBUG:bubbly.field:Loading a new field at l=319
Loading a new field at l=64
DEBUG:bubbly.field:Loading a new field at l=64
Loading a new field at l=323
DEBUG:bubbly.field:Loading a new field at l=323
Loading a new field at l=61
DEBUG:bubbly.field:Loading a new field at l=61
Loading a new field at l=340
DEBUG:bubbly.field:Loading a new field at l=340
Loading a new field at l=58
DEBUG:bubbly.field:Loading a new field at l=58
Loading a new field at l=331
DEBUG:bubbly.field:Loading a new field at l=331
Loading a new field at l=64
DEBUG:bubbly.field:Loading a new field at l=64
Loading a new field at l=319
DEBUG:bubbly.field:Loading a new field at l=319
Loading a new field at l=40
DEBUG:bubbly.field:Loading a new field at l=40
Loading a new field at l=49
DEBUG:bubbly.field:Loading a new field at l=49
Loading a new field at l=323
DEBUG:bubbly.field:Loading a new field at l=323
Loading a new field at l=343
DEBUG:bubbly.field:Loading a new field at l=343
Loading a new field at l=61
DEBUG:bubbly.field:Loading a new field at l=61
Loading a new field at l=341
DEBUG:bubbly.field:Loading a new field at l=341
Loading a new field at l=14
DEBUG:bubbly.field:Loading a new field at l=14
Loading a new field at l=316
DEBUG:bubbly.field:Loading a new field at l=316
Loading a new field at l=340
DEBUG:bubbly.field:Loading a new field at l=340
Loading a new field at l=49
DEBUG:bubbly.field:Loading a new field at l=49
Loading a new field at l=65
DEBUG:bubbly.field:Loading a new field at l=65
Loading a new field at l=14
DEBUG:bubbly.field:Loading a new field at l=14
Loading a new field at l=316
DEBUG:bubbly.field:Loading a new field at l=316
Loading a new field at l=326
DEBUG:bubbly.field:Loading a new field at l=326
Loading a new field at l=52
DEBUG:bubbly.field:Loading a new field at l=52
Loading a new field at l=49
DEBUG:bubbly.field:Loading a new field at l=49
Loading a new field at l=47
DEBUG:bubbly.field:Loading a new field at l=47
Loading a new field at l=322
DEBUG:bubbly.field:Loading a new field at l=322
Loading a new field at l=320
DEBUG:bubbly.field:Loading a new field at l=320
Loading a new field at l=331
DEBUG:bubbly.field:Loading a new field at l=331
Loading a new field at l=49
DEBUG:bubbly.field:Loading a new field at l=49
Loading a new field at l=316
DEBUG:bubbly.field:Loading a new field at l=316
Loading a new field at l=322
DEBUG:bubbly.field:Loading a new field at l=322
Loading a new field at l=331
DEBUG:bubbly.field:Loading a new field at l=331
Loading a new field at l=61
DEBUG:bubbly.field:Loading a new field at l=61
Loading a new field at l=349
DEBUG:bubbly.field:Loading a new field at l=349
Loading a new field at l=49
DEBUG:bubbly.field:Loading a new field at l=49
Loading a new field at l=323
DEBUG:bubbly.field:Loading a new field at l=323
Loading a new field at l=326
DEBUG:bubbly.field:Loading a new field at l=326
Loading a new field at l=17
DEBUG:bubbly.field:Loading a new field at l=17
Loading a new field at l=49
DEBUG:bubbly.field:Loading a new field at l=49
Loading a new field at l=64
DEBUG:bubbly.field:Loading a new field at l=64
Loading a new field at l=349
DEBUG:bubbly.field:Loading a new field at l=349
Loading a new field at l=17
DEBUG:bubbly.field:Loading a new field at l=17
Loading a new field at l=320
DEBUG:bubbly.field:Loading a new field at l=320
Loading a new field at l=340
DEBUG:bubbly.field:Loading a new field at l=340
Loading a new field at l=319
DEBUG:bubbly.field:Loading a new field at l=319
Loading a new field at l=349
DEBUG:bubbly.field:Loading a new field at l=349
Loading a new field at l=65
DEBUG:bubbly.field:Loading a new field at l=65
Loading a new field at l=64
DEBUG:bubbly.field:Loading a new field at l=64
Loading a new field at l=14
DEBUG:bubbly.field:Loading a new field at l=14
Loading a new field at l=341
DEBUG:bubbly.field:Loading a new field at l=341
Loading a new field at l=335
DEBUG:bubbly.field:Loading a new field at l=335
Loading a new field at l=17
DEBUG:bubbly.field:Loading a new field at l=17
Loading a new field at l=341
DEBUG:bubbly.field:Loading a new field at l=341
Loading a new field at l=340
DEBUG:bubbly.field:Loading a new field at l=340
Loading a new field at l=58
DEBUG:bubbly.field:Loading a new field at l=58
Loading a new field at l=319
DEBUG:bubbly.field:Loading a new field at l=319
Loading a new field at l=340
DEBUG:bubbly.field:Loading a new field at l=340
Loading a new field at l=310
DEBUG:bubbly.field:Loading a new field at l=310
Loading a new field at l=47
DEBUG:bubbly.field:Loading a new field at l=47
Loading a new field at l=341
DEBUG:bubbly.field:Loading a new field at l=341
Loading a new field at l=320
DEBUG:bubbly.field:Loading a new field at l=320
Loading a new field at l=316
DEBUG:bubbly.field:Loading a new field at l=316
Loading a new field at l=340
DEBUG:bubbly.field:Loading a new field at l=340
Loading a new field at l=322
DEBUG:bubbly.field:Loading a new field at l=322
Loading a new field at l=340
DEBUG:bubbly.field:Loading a new field at l=340
Loading a new field at l=323
DEBUG:bubbly.field:Loading a new field at l=323
Loading a new field at l=14
DEBUG:bubbly.field:Loading a new field at l=14
Loading a new field at l=322
DEBUG:bubbly.field:Loading a new field at l=322
Loading a new field at l=319
DEBUG:bubbly.field:Loading a new field at l=319
Loading a new field at l=331
DEBUG:bubbly.field:Loading a new field at l=331
Loading a new field at l=340
DEBUG:bubbly.field:Loading a new field at l=340
Loading a new field at l=326
DEBUG:bubbly.field:Loading a new field at l=326
Loading a new field at l=349
DEBUG:bubbly.field:Loading a new field at l=349
Loading a new field at l=320
DEBUG:bubbly.field:Loading a new field at l=320
Loading a new field at l=349
DEBUG:bubbly.field:Loading a new field at l=349
Loading a new field at l=52
DEBUG:bubbly.field:Loading a new field at l=52
Loading a new field at l=331
DEBUG:bubbly.field:Loading a new field at l=331
Loading a new field at l=349
DEBUG:bubbly.field:Loading a new field at l=349
Loading a new field at l=320
DEBUG:bubbly.field:Loading a new field at l=320
Loading a new field at l=49
DEBUG:bubbly.field:Loading a new field at l=49
Loading a new field at l=319
DEBUG:bubbly.field:Loading a new field at l=319
Loading a new field at l=64
DEBUG:bubbly.field:Loading a new field at l=64
Loading a new field at l=58
DEBUG:bubbly.field:Loading a new field at l=58
Loading a new field at l=326
DEBUG:bubbly.field:Loading a new field at l=326
Loading a new field at l=61
DEBUG:bubbly.field:Loading a new field at l=61
Loading a new field at l=340
DEBUG:bubbly.field:Loading a new field at l=340
Loading a new field at l=65
DEBUG:bubbly.field:Loading a new field at l=65
Loading a new field at l=61
DEBUG:bubbly.field:Loading a new field at l=61
Loading a new field at l=323
DEBUG:bubbly.field:Loading a new field at l=323
Loading a new field at l=350
DEBUG:bubbly.field:Loading a new field at l=350
Loading a new field at l=335
DEBUG:bubbly.field:Loading a new field at l=335
Loading a new field at l=349
DEBUG:bubbly.field:Loading a new field at l=349
Loading a new field at l=340
DEBUG:bubbly.field:Loading a new field at l=340
Loading a new field at l=331
DEBUG:bubbly.field:Loading a new field at l=331
Loading a new field at l=323
DEBUG:bubbly.field:Loading a new field at l=323
Loading a new field at l=326
DEBUG:bubbly.field:Loading a new field at l=326
Loading a new field at l=47
DEBUG:bubbly.field:Loading a new field at l=47
Loading a new field at l=341
DEBUG:bubbly.field:Loading a new field at l=341
Loading a new field at l=64
DEBUG:bubbly.field:Loading a new field at l=64
Loading a new field at l=14
DEBUG:bubbly.field:Loading a new field at l=14
Loading a new field at l=316
DEBUG:bubbly.field:Loading a new field at l=316
Loading a new field at l=299
DEBUG:bubbly.field:Loading a new field at l=299
Loading a new field at l=14
DEBUG:bubbly.field:Loading a new field at l=14
Loading a new field at l=340
DEBUG:bubbly.field:Loading a new field at l=340
Loading a new field at l=331
DEBUG:bubbly.field:Loading a new field at l=331
Loading a new field at l=49
DEBUG:bubbly.field:Loading a new field at l=49
Loading a new field at l=340
DEBUG:bubbly.field:Loading a new field at l=340
Loading a new field at l=341
DEBUG:bubbly.field:Loading a new field at l=341
Loading a new field at l=316
DEBUG:bubbly.field:Loading a new field at l=316
Loading a new field at l=340
DEBUG:bubbly.field:Loading a new field at l=340
Loading a new field at l=49
DEBUG:bubbly.field:Loading a new field at l=49
Loading a new field at l=331
DEBUG:bubbly.field:Loading a new field at l=331
Loading a new field at l=319
DEBUG:bubbly.field:Loading a new field at l=319
Loading a new field at l=40
DEBUG:bubbly.field:Loading a new field at l=40
Loading a new field at l=47
DEBUG:bubbly.field:Loading a new field at l=47
Loading a new field at l=320
DEBUG:bubbly.field:Loading a new field at l=320
Loading a new field at l=335
DEBUG:bubbly.field:Loading a new field at l=335
Loading a new field at l=331
DEBUG:bubbly.field:Loading a new field at l=331
Loading a new field at l=343
DEBUG:bubbly.field:Loading a new field at l=343
Loading a new field at l=61
DEBUG:bubbly.field:Loading a new field at l=61
Loading a new field at l=343
DEBUG:bubbly.field:Loading a new field at l=343
Loading a new field at l=64
DEBUG:bubbly.field:Loading a new field at l=64
Loading a new field at l=326
DEBUG:bubbly.field:Loading a new field at l=326
Loading a new field at l=49
DEBUG:bubbly.field:Loading a new field at l=49
Loading a new field at l=316
DEBUG:bubbly.field:Loading a new field at l=316
Loading a new field at l=14
DEBUG:bubbly.field:Loading a new field at l=14
Loading a new field at l=319
DEBUG:bubbly.field:Loading a new field at l=319
Loading a new field at l=340
DEBUG:bubbly.field:Loading a new field at l=340
Loading a new field at l=349
DEBUG:bubbly.field:Loading a new field at l=349
Loading a new field at l=340
DEBUG:bubbly.field:Loading a new field at l=340
Loading a new field at l=323
DEBUG:bubbly.field:Loading a new field at l=323
Loading a new field at l=310
DEBUG:bubbly.field:Loading a new field at l=310
Loading a new field at l=64
DEBUG:bubbly.field:Loading a new field at l=64
Loading a new field at l=322
DEBUG:bubbly.field:Loading a new field at l=322
Loading a new field at l=47
DEBUG:bubbly.field:Loading a new field at l=47
Loading a new field at l=14
DEBUG:bubbly.field:Loading a new field at l=14
Loading a new field at l=319
DEBUG:bubbly.field:Loading a new field at l=319
Loading a new field at l=343
DEBUG:bubbly.field:Loading a new field at l=343
Loading a new field at l=40
DEBUG:bubbly.field:Loading a new field at l=40
Loading a new field at l=47
DEBUG:bubbly.field:Loading a new field at l=47
Loading a new field at l=340
DEBUG:bubbly.field:Loading a new field at l=340
Loading a new field at l=349
DEBUG:bubbly.field:Loading a new field at l=349
Loading a new field at l=340
DEBUG:bubbly.field:Loading a new field at l=340
Loading a new field at l=65
DEBUG:bubbly.field:Loading a new field at l=65
Loading a new field at l=340
DEBUG:bubbly.field:Loading a new field at l=340
Loading a new field at l=61
DEBUG:bubbly.field:Loading a new field at l=61
Loading a new field at l=14
DEBUG:bubbly.field:Loading a new field at l=14
Loading a new field at l=47
DEBUG:bubbly.field:Loading a new field at l=47
Loading a new field at l=323
DEBUG:bubbly.field:Loading a new field at l=323
Loading a new field at l=17
DEBUG:bubbly.field:Loading a new field at l=17
Loading a new field at l=323
DEBUG:bubbly.field:Loading a new field at l=323
Loading a new field at l=331
DEBUG:bubbly.field:Loading a new field at l=331
Loading a new field at l=340
DEBUG:bubbly.field:Loading a new field at l=340
Loading a new field at l=61
DEBUG:bubbly.field:Loading a new field at l=61
Loading a new field at l=340
DEBUG:bubbly.field:Loading a new field at l=340
Loading a new field at l=64
DEBUG:bubbly.field:Loading a new field at l=64
Loading a new field at l=17
DEBUG:bubbly.field:Loading a new field at l=17
Loading a new field at l=343
DEBUG:bubbly.field:Loading a new field at l=343
Loading a new field at l=323
DEBUG:bubbly.field:Loading a new field at l=323
Loading a new field at l=52
DEBUG:bubbly.field:Loading a new field at l=52
Loading a new field at l=340
DEBUG:bubbly.field:Loading a new field at l=340
Loading a new field at l=64
DEBUG:bubbly.field:Loading a new field at l=64
Loading a new field at l=331
DEBUG:bubbly.field:Loading a new field at l=331
Loading a new field at l=340
DEBUG:bubbly.field:Loading a new field at l=340
Loading a new field at l=17
DEBUG:bubbly.field:Loading a new field at l=17
Loading a new field at l=326
DEBUG:bubbly.field:Loading a new field at l=326
Loading a new field at l=340
DEBUG:bubbly.field:Loading a new field at l=340
Loading a new field at l=326
DEBUG:bubbly.field:Loading a new field at l=326
Loading a new field at l=52
DEBUG:bubbly.field:Loading a new field at l=52
Loading a new field at l=49
DEBUG:bubbly.field:Loading a new field at l=49
Loading a new field at l=340
DEBUG:bubbly.field:Loading a new field at l=340
Loading a new field at l=323
DEBUG:bubbly.field:Loading a new field at l=323
Loading a new field at l=331
DEBUG:bubbly.field:Loading a new field at l=331
Loading a new field at l=14
DEBUG:bubbly.field:Loading a new field at l=14
Loading a new field at l=322
DEBUG:bubbly.field:Loading a new field at l=322
Loading a new field at l=316
DEBUG:bubbly.field:Loading a new field at l=316
Loading a new field at l=340
DEBUG:bubbly.field:Loading a new field at l=340
Loading a new field at l=326
DEBUG:bubbly.field:Loading a new field at l=326
Loading a new field at l=349
DEBUG:bubbly.field:Loading a new field at l=349
Loading a new field at l=65
DEBUG:bubbly.field:Loading a new field at l=65
Loading a new field at l=47
DEBUG:bubbly.field:Loading a new field at l=47
Loading a new field at l=40
DEBUG:bubbly.field:Loading a new field at l=40
Loading a new field at l=331
DEBUG:bubbly.field:Loading a new field at l=331
Loading a new field at l=343
DEBUG:bubbly.field:Loading a new field at l=343
Loading a new field at l=349
DEBUG:bubbly.field:Loading a new field at l=349
Loading a new field at l=335
DEBUG:bubbly.field:Loading a new field at l=335
Loading a new field at l=40
DEBUG:bubbly.field:Loading a new field at l=40
Loading a new field at l=343
DEBUG:bubbly.field:Loading a new field at l=343
Loading a new field at l=331
DEBUG:bubbly.field:Loading a new field at l=331
Loading a new field at l=17
DEBUG:bubbly.field:Loading a new field at l=17
Loading a new field at l=61
DEBUG:bubbly.field:Loading a new field at l=61
Loading a new field at l=343
DEBUG:bubbly.field:Loading a new field at l=343
Loading a new field at l=299
DEBUG:bubbly.field:Loading a new field at l=299
Loading a new field at l=47
DEBUG:bubbly.field:Loading a new field at l=47
Loading a new field at l=326
DEBUG:bubbly.field:Loading a new field at l=326
Loading a new field at l=323
DEBUG:bubbly.field:Loading a new field at l=323
Loading a new field at l=14
DEBUG:bubbly.field:Loading a new field at l=14
Loading a new field at l=61
DEBUG:bubbly.field:Loading a new field at l=61
Loading a new field at l=341
DEBUG:bubbly.field:Loading a new field at l=341
Loading a new field at l=331
DEBUG:bubbly.field:Loading a new field at l=331
Loading a new field at l=341
DEBUG:bubbly.field:Loading a new field at l=341
Loading a new field at l=17
DEBUG:bubbly.field:Loading a new field at l=17
Loading a new field at l=58
DEBUG:bubbly.field:Loading a new field at l=58
Loading a new field at l=40
DEBUG:bubbly.field:Loading a new field at l=40
Loading a new field at l=331
DEBUG:bubbly.field:Loading a new field at l=331
Loading a new field at l=316
DEBUG:bubbly.field:Loading a new field at l=316
Loading a new field at l=322
DEBUG:bubbly.field:Loading a new field at l=322
Loading a new field at l=61
DEBUG:bubbly.field:Loading a new field at l=61
Loading a new field at l=340
DEBUG:bubbly.field:Loading a new field at l=340
Loading a new field at l=316
DEBUG:bubbly.field:Loading a new field at l=316
Loading a new field at l=326
DEBUG:bubbly.field:Loading a new field at l=326
Loading a new field at l=52
DEBUG:bubbly.field:Loading a new field at l=52
Loading a new field at l=331
DEBUG:bubbly.field:Loading a new field at l=331
Loading a new field at l=316
DEBUG:bubbly.field:Loading a new field at l=316
Loading a new field at l=331
DEBUG:bubbly.field:Loading a new field at l=331
Loading a new field at l=40
DEBUG:bubbly.field:Loading a new field at l=40
Loading a new field at l=61
DEBUG:bubbly.field:Loading a new field at l=61
Loading a new field at l=340
DEBUG:bubbly.field:Loading a new field at l=340
Loading a new field at l=49
DEBUG:bubbly.field:Loading a new field at l=49
Loading a new field at l=326
DEBUG:bubbly.field:Loading a new field at l=326
Loading a new field at l=316
DEBUG:bubbly.field:Loading a new field at l=316
Loading a new field at l=14
DEBUG:bubbly.field:Loading a new field at l=14
Loading a new field at l=319
DEBUG:bubbly.field:Loading a new field at l=319
Loading a new field at l=331
DEBUG:bubbly.field:Loading a new field at l=331
Loading a new field at l=14
DEBUG:bubbly.field:Loading a new field at l=14
Loading a new field at l=40
DEBUG:bubbly.field:Loading a new field at l=40
Loading a new field at l=340
DEBUG:bubbly.field:Loading a new field at l=340
Loading a new field at l=349
DEBUG:bubbly.field:Loading a new field at l=349
Loading a new field at l=319
DEBUG:bubbly.field:Loading a new field at l=319
Loading a new field at l=349
DEBUG:bubbly.field:Loading a new field at l=349
Loading a new field at l=326
DEBUG:bubbly.field:Loading a new field at l=326
Loading a new field at l=322
DEBUG:bubbly.field:Loading a new field at l=322
Loading a new field at l=331
DEBUG:bubbly.field:Loading a new field at l=331
Loading a new field at l=61
DEBUG:bubbly.field:Loading a new field at l=61
Loading a new field at l=322
DEBUG:bubbly.field:Loading a new field at l=322
Loading a new field at l=310
DEBUG:bubbly.field:Loading a new field at l=310
Loading a new field at l=65
DEBUG:bubbly.field:Loading a new field at l=65
Loading a new field at l=14
DEBUG:bubbly.field:Loading a new field at l=14
Loading a new field at l=322
DEBUG:bubbly.field:Loading a new field at l=322
Loading a new field at l=310
DEBUG:bubbly.field:Loading a new field at l=310
Loading a new field at l=58
DEBUG:bubbly.field:Loading a new field at l=58
Loading a new field at l=340
DEBUG:bubbly.field:Loading a new field at l=340
Loading a new field at l=326
DEBUG:bubbly.field:Loading a new field at l=326
Loading a new field at l=17
DEBUG:bubbly.field:Loading a new field at l=17
Loading a new field at l=40
DEBUG:bubbly.field:Loading a new field at l=40
Loading a new field at l=17
DEBUG:bubbly.field:Loading a new field at l=17
Loading a new field at l=49
DEBUG:bubbly.field:Loading a new field at l=49
Loading a new field at l=343
DEBUG:bubbly.field:Loading a new field at l=343
Loading a new field at l=340
DEBUG:bubbly.field:Loading a new field at l=340
Loading a new field at l=326
DEBUG:bubbly.field:Loading a new field at l=326
Loading a new field at l=316
DEBUG:bubbly.field:Loading a new field at l=316
Loading a new field at l=40
DEBUG:bubbly.field:Loading a new field at l=40
Loading a new field at l=58
DEBUG:bubbly.field:Loading a new field at l=58
Loading a new field at l=349
DEBUG:bubbly.field:Loading a new field at l=349
Loading a new field at l=52
DEBUG:bubbly.field:Loading a new field at l=52
Loading a new field at l=349
DEBUG:bubbly.field:Loading a new field at l=349
Loading a new field at l=58
DEBUG:bubbly.field:Loading a new field at l=58
Loading a new field at l=40
DEBUG:bubbly.field:Loading a new field at l=40
Loading a new field at l=349
DEBUG:bubbly.field:Loading a new field at l=349
Loading a new field at l=49
DEBUG:bubbly.field:Loading a new field at l=49
Loading a new field at l=343
DEBUG:bubbly.field:Loading a new field at l=343
Loading a new field at l=299
DEBUG:bubbly.field:Loading a new field at l=299
Loading a new field at l=64
DEBUG:bubbly.field:Loading a new field at l=64
Loading a new field at l=316
DEBUG:bubbly.field:Loading a new field at l=316
Loading a new field at l=52
DEBUG:bubbly.field:Loading a new field at l=52
Loading a new field at l=17
DEBUG:bubbly.field:Loading a new field at l=17
Loading a new field at l=335
DEBUG:bubbly.field:Loading a new field at l=335
Loading a new field at l=320
DEBUG:bubbly.field:Loading a new field at l=320
Loading a new field at l=335
DEBUG:bubbly.field:Loading a new field at l=335
Loading a new field at l=310
DEBUG:bubbly.field:Loading a new field at l=310
Loading a new field at l=319
DEBUG:bubbly.field:Loading a new field at l=319
Loading a new field at l=316
DEBUG:bubbly.field:Loading a new field at l=316
Loading a new field at l=322
DEBUG:bubbly.field:Loading a new field at l=322
Loading a new field at l=14
DEBUG:bubbly.field:Loading a new field at l=14
Loading a new field at l=340
DEBUG:bubbly.field:Loading a new field at l=340
Loading a new field at l=349
DEBUG:bubbly.field:Loading a new field at l=349
Loading a new field at l=47
DEBUG:bubbly.field:Loading a new field at l=47
Loading a new field at l=320
DEBUG:bubbly.field:Loading a new field at l=320
Loading a new field at l=61
DEBUG:bubbly.field:Loading a new field at l=61
Loading a new field at l=340
DEBUG:bubbly.field:Loading a new field at l=340
Loading a new field at l=341
DEBUG:bubbly.field:Loading a new field at l=341
Loading a new field at l=340
DEBUG:bubbly.field:Loading a new field at l=340
Loading a new field at l=349
DEBUG:bubbly.field:Loading a new field at l=349
Loading a new field at l=320
DEBUG:bubbly.field:Loading a new field at l=320
Loading a new field at l=331
DEBUG:bubbly.field:Loading a new field at l=331
Loading a new field at l=52
DEBUG:bubbly.field:Loading a new field at l=52
Loading a new field at l=47
DEBUG:bubbly.field:Loading a new field at l=47
Loading a new field at l=340
DEBUG:bubbly.field:Loading a new field at l=340
Loading a new field at l=47
DEBUG:bubbly.field:Loading a new field at l=47
Loading a new field at l=17
DEBUG:bubbly.field:Loading a new field at l=17
Loading a new field at l=319
DEBUG:bubbly.field:Loading a new field at l=319
Loading a new field at l=340
DEBUG:bubbly.field:Loading a new field at l=340
Loading a new field at l=64
DEBUG:bubbly.field:Loading a new field at l=64
Loading a new field at l=47
DEBUG:bubbly.field:Loading a new field at l=47
Loading a new field at l=331
DEBUG:bubbly.field:Loading a new field at l=331
Loading a new field at l=320
DEBUG:bubbly.field:Loading a new field at l=320
Loading a new field at l=316
DEBUG:bubbly.field:Loading a new field at l=316
Loading a new field at l=323
DEBUG:bubbly.field:Loading a new field at l=323
Loading a new field at l=350
DEBUG:bubbly.field:Loading a new field at l=350
Loading a new field at l=47
DEBUG:bubbly.field:Loading a new field at l=47
Loading a new field at l=331
DEBUG:bubbly.field:Loading a new field at l=331
Loading a new field at l=65
DEBUG:bubbly.field:Loading a new field at l=65
Loading a new field at l=349
DEBUG:bubbly.field:Loading a new field at l=349
Loading a new field at l=340
DEBUG:bubbly.field:Loading a new field at l=340
Loading a new field at l=320
DEBUG:bubbly.field:Loading a new field at l=320
Loading a new field at l=323
DEBUG:bubbly.field:Loading a new field at l=323
Loading a new field at l=17
DEBUG:bubbly.field:Loading a new field at l=17
Loading a new field at l=320
DEBUG:bubbly.field:Loading a new field at l=320
Loading a new field at l=58
DEBUG:bubbly.field:Loading a new field at l=58
Loading a new field at l=331
DEBUG:bubbly.field:Loading a new field at l=331
Loading a new field at l=49
DEBUG:bubbly.field:Loading a new field at l=49
Loading a new field at l=331
DEBUG:bubbly.field:Loading a new field at l=331
Loading a new field at l=343
DEBUG:bubbly.field:Loading a new field at l=343
Loading a new field at l=340
DEBUG:bubbly.field:Loading a new field at l=340
Loading a new field at l=320
DEBUG:bubbly.field:Loading a new field at l=320
Loading a new field at l=331
DEBUG:bubbly.field:Loading a new field at l=331
Loading a new field at l=319
DEBUG:bubbly.field:Loading a new field at l=319
Loading a new field at l=323
DEBUG:bubbly.field:Loading a new field at l=323
Loading a new field at l=350
DEBUG:bubbly.field:Loading a new field at l=350
Loading a new field at l=319
DEBUG:bubbly.field:Loading a new field at l=319
Fitting
DEBUG:bubbly.model:Fitting
Runtime for fit: 199.84 s
INFO:bubbly.decorators:Runtime for fit: 199.84 s






    




WARNING: FITSFixedWarning: RADECSYS= 'ICRS ' / Astrometric system 
RADECSYS is non-standard, use RADESYSa. [astropy.wcs.wcs]






    
Out[4]:





<bubbly.model.Model at 0x10af49bd0>

In [44]:

    

#multiview: orig, small, big, up
#multiview(ring, multiwavelet, compression, daisy)

# ring: 294 = 49 * 6 [r, g, r - g, rnorm, gnorm, rnorm - gnorm]
# multiwavelet: 8174
# compression: 4 (all, r, g, r - g)
# daisy: 3328

#Total: 47200

labels = ['ring'] * 294 + ['wavelet'] * 8174 + ['compression'] * 4 + ['daisy'] * 3328
nl = len(labels)
views = np.array(['orig'] * nl + ['small'] * nl + ['big'] * nl + ['up'] * nl)
labels = np.array(labels * 4)
assert labels.size == forest.feature_importances_.size

df = pd.DataFrame({'importance': forest.feature_importances_, 'label': labels, 'view': views})


    

In [48]:

    

## Number of labels (sanity check)
df.groupby('label').importance.count()


    

    
Out[48]:





label
compression       16
daisy          13312
ring            1176
wavelet        32696
dtype: int64

In [114]:

    

grp = df.groupby('label').aggregate([np.mean, np.sum])
grp = grp / grp.max()
grp


    

    
Out[114]:






  

    

      

      
importance
    
    

      

      
mean
      
sum
    
    

      
label
      

      

    
  
  

    

      
compression
      
 1.000000
      
 0.014395
    
    

      
daisy
      
 0.007069
      
 0.084662
    
    

      
ring
      
 0.945127
      
 1.000000
    
    

      
wavelet
      
 0.009941
      
 0.292446
    
  

In [52]:

    

tot = df.groupby('label').sum()
tot.sort(columns=['importance'], ascending=False)


    

    
Out[52]:






  

    

      

      
importance
    
    

      
label
      

    
  
  

    

      
ring
      
 0.718647
    
    

      
wavelet
      
 0.210166
    
    

      
daisy
      
 0.060842
    
    

      
compression
      
 0.010345
    
  

In [63]:

    

df.sort(columns=['importance'], ascending=False).head(20)


    

    
Out[63]:






  

    

      

      
importance
      
label
      
view
    
  
  

    

      
276  
      
 0.009154
      
    ring
      
  orig
    
    

      
12065
      
 0.008189
      
    ring
      
 small
    
    

      
12064
      
 0.007641
      
    ring
      
 small
    
    

      
12068
      
 0.007311
      
    ring
      
 small
    
    

      
12089
      
 0.007169
      
    ring
      
 small
    
    

      
228  
      
 0.007166
      
    ring
      
  orig
    
    

      
23748
      
 0.007103
      
    ring
      
   big
    
    

      
252  
      
 0.006856
      
    ring
      
  orig
    
    

      
166  
      
 0.006553
      
    ring
      
  orig
    
    

      
226  
      
 0.006405
      
    ring
      
  orig
    
    

      
283  
      
 0.006348
      
    ring
      
  orig
    
    

      
12093
      
 0.006089
      
    ring
      
 small
    
    

      
23811
      
 0.006038
      
    ring
      
   big
    
    

      
23751
      
 0.005821
      
    ring
      
   big
    
    

      
29708
      
 0.005780
      
 wavelet
      
   big
    
    

      
23759
      
 0.005686
      
    ring
      
   big
    
    

      
23805
      
 0.005606
      
    ring
      
   big
    
    

      
23756
      
 0.005542
      
    ring
      
   big
    
    

      
12088
      
 0.005509
      
    ring
      
 small
    
    

      
218  
      
 0.005505
      
    ring
      
  orig
    
  

In [ ]: