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'])


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

Average Importance


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

Total Importance


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

Most important 20 single features


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 [ ]: