This example demonstrates the use of the cross-validation and the generalized matrix Rayleigh quotient (GMRQ) for selecting MSM hyperparameters. The GMRQ is a criterion which "scores" how well the MSM eigenvectors generated on the training dataset serve as slow coordinates for the test dataset [1].

[1] McGibbon, R. T. and V. S. Pande, Variational cross-validation of slow dynamical modes in molecular kinetics (2014)


In [1]:
from msmbuilder.msm import MarkovStateModel
from msmbuilder.featurizer import DihedralFeaturizer
from msmbuilder.decomposition import tICA
from msmbuilder.dataset import dataset
from sklearn.pipeline import Pipeline
from sklearn.cross_validation import KFold
from sklearn.grid_search import RandomizedSearchCV
from scipy.stats.distributions import randint
from msmbuilder.cluster import MiniBatchKMeans
import matplotlib.pyplot as pp
import numpy as np
from mdtraj.utils import timing
import mdtraj as md
%matplotlib inline

Load trajectories using dataset function.


In [2]:
with timing("Loading trajectories as a dataset object..."):
    xyz = dataset("/Users/je714/wt_data/*/05*nc", topology="/Users/je714/wt_data/test.pdb")
print("Loaded %d files\n" % len(xyz))


Loading trajectories as a dataset object...: 0.166 seconds
Loaded 254 files

Load the same trajectories using the load_Trajs function, which returns the trajectory objects in a list.


In [3]:
# def load_Trajs(trajfiles_list, prmtop_file, stride=1, chunk=100):
#     """
#     Iteratively loads a list of NetCDF files and returns them
#     as a list of mdtraj.Trajectory objects

#     Parameters
#     ----------
#     trajfiles_list: list of str
#             List with the names of trajectory files
#     prmtop_file:  str
#             Name of the prmtop file
#     stride: int
#             Frames to be used when loading the trajectories
#     chunk:  int
#             Number of frames to load at once from disk per iteration.
#             If 0, load all.

#     Returns
#     -------
#     list_chunks: list
#             List of mdtraj.Trajectory objects, each of 'chunk' lenght
#     """
#     list_chunks = []
#     for traj in trajfiles_list:
#         for frag in md.iterload(traj, chunk=chunk, top=prmtop_file,
#                                 stride=stride):
#             list_chunks.append(frag)
#     return(list_chunks)

# from glob import glob
# tj_list = sorted(glob("/Users/je714/wt_data/run1/05*nc"))
# tp = "/Users/je714/wt_data/test.pdb"
# with timing("Loading trajectories in a list with md.iterload..."):
#     my_trajs = load_Trajs(tj_list, tp, chunk = 1000)

Now load the example alanine dipeptide trajectories to test the functions in this notebook.


In [4]:
from msmbuilder.example_datasets import fetch_alanine_dipeptide
with timing("Loading alanine dipeptide test trajectories..."):
    ala_trajs = fetch_alanine_dipeptide()["trajectories"]


Loading alanine dipeptide test trajectories...: 0.118 seconds

In [5]:
with timing("Loading alanine as dataset..."):
    xyz_ala = dataset("/Users/je714/msmbuilder_data/alanine_dipeptide/*.dcd",
                      topology="/Users/je714/msmbuilder_data/alanine_dipeptide/ala2.pdb")


Loading alanine as dataset...: 0.002 seconds

Do cross validation on the hyperparameters of the model:

  • the tICA lag time (set to retain 4 tICs)
  • the number of clusters (using MiniBatchKMeans algorithm)
  • the MSM lag time (set to calculate 3 dynamical timescales, and using a maximum likelihood method to enforce the reversibility of the transition matrix).

We first featurize the trajectory on the phi/psi dihedral angles.


In [6]:
model = Pipeline([
    ('featurizer', DihedralFeaturizer(types=['phi', 'psi'])),
    ('tica', tICA(n_components=4)),
    ('clusterer', MiniBatchKMeans()),
    ('msm', MarkovStateModel(n_timescales=3, ergodic_cutoff='on', reversible_type='mle', verbose=False))
])
search = RandomizedSearchCV(model, n_iter=1000, cv=3, refit=False, param_distributions={
        'tica__lag_time':randint(1,200),    
        'clusterer__n_clusters':randint(1,2000),
        'msm__lag_time':randint(1,1200)
})

Alanine dataset

Test the cross-validation on the alanine dataset as a trajectory list and dataset object.

Let's visualize the scores for the three hyperparameters for the alanine dipeptide.


In [7]:
def plot_scores(score_matrix):
    scores = np.array([[np.mean(e.cv_validation_scores),
                        np.std(e.cv_validation_scores),
                        e.parameters['tica__lag_time'],
                        e.parameters['clusterer__n_clusters'],
                        e.parameters['msm__lag_time']]
                        for e in score_matrix.grid_scores_])

    mean_score_value = scores[:,0]
    std_score_value = scores[:,1]
    lags_tica = scores[:,2]
    cluster_number = scores[:,3]
    lags_msm = scores[:,4]

    pp.figure(figsize=(14,4))
    pp.grid(False)
    interval = 2*std_score_value
    # subplot1
    pp.subplot(1,3,1, axisbg='white')
    pp.errorbar(x=lags_tica, y=mean_score_value, yerr=interval, color = 'b', fmt='o')
    pp.plot(pp.xlim(), [search.best_score_]*2, 'k-.', label = 'best')
    pp.xlabel("tICA lag time (ns)")
    pp.ylabel("Score")
    # subplot2
    pp.subplot(1,3,2, axisbg='white')
    pp.errorbar(x=cluster_number, y=mean_score_value, yerr=interval,  color = 'r', fmt='o')
    pp.plot(pp.xlim(), [search.best_score_]*2, 'k-.', label = 'best')
    pp.xlabel("Number of clusters")
    pp.ylabel("Score")
    # subplot3
    pp.subplot(1,3,3, axisbg='white')
    pp.errorbar(x=lags_msm, y=mean_score_value, yerr=interval, color = 'g', fmt='o')
    pp.plot(pp.xlim(), [search.best_score_]*2, 'k-.', label = 'best')
    pp.xlabel("MSM lag time")
    pp.ylabel("Score")

    pp.tight_layout()

In [8]:
with timing('Cross-validation on alanine as list...'):
    ala_scores = search.fit(ala_trajs)
print("Best hyperparameters combination:")
for key, value in ala_scores.best_params_.items():
    print("%s\t%s" % (key, value))
print("Score = %.2f" % ala_scores.best_score_)
plot_scores(ala_scores)


/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1120. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1120. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1120. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1638. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1638. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1638. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1747. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1747. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1747. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1839. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1839. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1839. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1962. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1962. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1962. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1338. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1338. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1338. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1737. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1737. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1737. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1433. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1433. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1433. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1392. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1392. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1392. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1165. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1165. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1165. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1581. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1581. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1581. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=439. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=439. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=439. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=423. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=423. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=423. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1929. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1929. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1929. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=622. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=622. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=622. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=431. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=431. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=431. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=792. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=792. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=792. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1494. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1494. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1494. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1878. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1878. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1878. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1665. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1665. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1665. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=721. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=721. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=721. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1514. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1514. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1514. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1953. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1953. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1953. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1648. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1648. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1648. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1218. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1218. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1218. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=445. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=445. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=445. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=666. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=666. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=666. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=785. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=785. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=785. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=673. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=673. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=673. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1634. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1634. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1634. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1627. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1627. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1627. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1267. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1267. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1267. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=427. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=427. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=427. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1059. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1059. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1059. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=906. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=906. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=906. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1464. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1464. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1464. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=953. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=953. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=953. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=394. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=394. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=394. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=738. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=738. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=738. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1424. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1424. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1424. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=419. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=419. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=419. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=606. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=606. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=606. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=370. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=370. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=370. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1523. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1523. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1523. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1297. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1297. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1297. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1853. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1853. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1853. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=459. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=459. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=459. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1659. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1659. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1659. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1800. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1800. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1800. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=593. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=593. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=593. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1968. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1968. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1968. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=770. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=770. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=770. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1377. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1377. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1377. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1293. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1293. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1293. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=886. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=886. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=886. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1751. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1751. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1751. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1212. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1212. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1212. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1856. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1856. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1856. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1685. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1685. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1685. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=441. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=441. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=441. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1903. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1903. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1903. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1874. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1874. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1874. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=345. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=345. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=345. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1842. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1842. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1842. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1773. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1773. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1773. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1110. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1110. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1110. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1656. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1656. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1656. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1622. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1622. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1622. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=449. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=449. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=449. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=500. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=500. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=500. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=432. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=432. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=432. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1955. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1955. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1955. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=344. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=344. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=344. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1092. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1092. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1092. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=921. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=921. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=921. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1309. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1309. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1309. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1708. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1708. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1708. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1537. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1537. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1537. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1910. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1910. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1910. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1902. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1902. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1902. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1152. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1152. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1152. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1411. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1411. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1411. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=829. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=829. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=829. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=777. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=777. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=777. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1471. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1471. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1471. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1993. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1993. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1993. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1808. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1808. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1808. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1464. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1464. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1464. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=993. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=993. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=993. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1973. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1973. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1973. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1592. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1592. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1592. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1612. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1612. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1612. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1650. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1650. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1650. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=524. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=524. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=524. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1530. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1530. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1530. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1035. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1035. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1035. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=734. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=734. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=734. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1336. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1336. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1336. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1505. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1505. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1505. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=915. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=915. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=915. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1991. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1991. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1991. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1159. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1159. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1159. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1757. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1757. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1757. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=474. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=474. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=474. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=576. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=576. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=576. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=643. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=643. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=643. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1036. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1036. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1036. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=989. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=989. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=989. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=831. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=831. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=831. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1534. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1534. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1534. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1822. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1822. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1822. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=770. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=770. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=770. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=582. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=582. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=582. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1973. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1973. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1973. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=475. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=475. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=475. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1083. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1083. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1083. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=967. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=967. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=967. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1999. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1999. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1999. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1977. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1977. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1977. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1048. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1048. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1048. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1519. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1519. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1519. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1001. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1001. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1001. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1259. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1259. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1259. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=954. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=954. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=954. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=887. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=887. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=887. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=595. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=595. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=595. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1509. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1509. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1509. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=612. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=612. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=612. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=713. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=713. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=713. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1209. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1209. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1209. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=796. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=796. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=796. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=718. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=718. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=718. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1088. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1088. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1088. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=528. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=528. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=528. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=791. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=791. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=791. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=437. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=437. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=437. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1118. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1118. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1118. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1686. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1686. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1686. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=331. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=331. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=331. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1969. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1969. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1969. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=490. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=490. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=490. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1720. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1720. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1720. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=635. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=635. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=635. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1839. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1839. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1839. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1309. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1309. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1309. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=860. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=860. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=860. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1962. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1962. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1962. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=456. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=456. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=456. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1863. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1863. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1863. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=763. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=763. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=763. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1029. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1029. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1029. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1998. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1998. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1998. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1744. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1744. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1744. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=603. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=603. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=603. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=715. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=715. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=715. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=603. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=603. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=603. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=642. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=642. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=642. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1905. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1905. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1905. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=520. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=520. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=520. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1267. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1267. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1267. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1729. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1729. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1729. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=674. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=674. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=674. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1340. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1340. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1340. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1734. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1734. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1734. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=931. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=931. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=931. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1559. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1559. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1559. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1525. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1525. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1525. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1927. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1927. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1927. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=466. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=466. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=466. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1576. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1576. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1576. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=762. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=762. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=762. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=664. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=664. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=664. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=909. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=909. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=909. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=414. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=414. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=414. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1022. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1022. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1022. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1452. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1452. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1452. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=519. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=519. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=519. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1135. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1135. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1135. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=612. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=612. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=612. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=456. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=456. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=456. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1160. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1160. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1160. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=726. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=726. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=726. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=923. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=923. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=923. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=946. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=946. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=946. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1214. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1214. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1214. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1876. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1876. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1876. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1935. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1935. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1935. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=367. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=367. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=367. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1915. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1915. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1915. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1535. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1535. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1535. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=450. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=450. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=450. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1982. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1982. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1982. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=601. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=601. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=601. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1414. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1414. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1414. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=406. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=406. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=406. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=697. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=697. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=697. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1802. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1802. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1802. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=584. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=584. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=584. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1800. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1800. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1800. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1702. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1702. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1702. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=346. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=346. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=346. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=336. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=336. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=336. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=874. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=874. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=874. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=593. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=593. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=593. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=365. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=365. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=365. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1053. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1053. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1053. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1661. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1661. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1661. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=407. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=407. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=407. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1058. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1058. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1058. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=698. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=698. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=698. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=942. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=942. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=942. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=619. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=619. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=619. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1741. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1741. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1741. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=902. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=902. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=902. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=424. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=424. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=424. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1767. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1767. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1767. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1448. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1448. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1448. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1570. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1570. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1570. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=599. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=599. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=599. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1061. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1061. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1061. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1883. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1883. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1883. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1843. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1843. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1843. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=406. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=406. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=406. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1435. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1435. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1435. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1098. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1098. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1098. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1491. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1491. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1491. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1086. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1086. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1086. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1881. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1881. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1881. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=749. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=749. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=749. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=556. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=556. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=556. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1301. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1301. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1301. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1283. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1283. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1283. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=786. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=786. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=786. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1052. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1052. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1052. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=704. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=704. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=704. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=529. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=529. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=529. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1690. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1690. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1690. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=634. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=634. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=634. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1276. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1276. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1276. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1674. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1674. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1674. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1108. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1108. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1108. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=966. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=966. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=966. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1552. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1552. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1552. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1177. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1177. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1177. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1242. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1242. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1242. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1823. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1823. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1823. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=867. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=867. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=867. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1262. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1262. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1262. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1118. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1118. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1118. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=617. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=617. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=617. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=960. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=960. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=960. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1391. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1391. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1391. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1025. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1025. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1025. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1932. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1932. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1932. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1665. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1665. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1665. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1007. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1007. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1007. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=631. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=631. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=631. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1268. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1268. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1268. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1293. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1293. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1293. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1496. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1496. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1496. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=454. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=454. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=454. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1526. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1526. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1526. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=426. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=426. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=426. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1157. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1157. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1157. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=512. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=512. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=512. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1328. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1328. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1328. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=520. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=520. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=520. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1173. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1173. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1173. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1487. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1487. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1487. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=587. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=587. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=587. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1434. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1434. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1434. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=308. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=308. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=308. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1874. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1874. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1874. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1064. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1064. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1064. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1152. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1152. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1152. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1060. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1060. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1060. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=900. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=900. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=900. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=757. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=757. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=757. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=922. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=922. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=922. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=947. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=947. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=947. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1169. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1169. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1169. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=602. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=602. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=602. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1449. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1449. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1449. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1135. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1135. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1135. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1856. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1856. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1856. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1084. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1084. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1084. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1222. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1222. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1222. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=538. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=538. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=538. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=652. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=652. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=652. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1062. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1062. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1062. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1858. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1858. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1858. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=859. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=859. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=859. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1067. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1067. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1067. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1311. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1311. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1311. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1900. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1900. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1900. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1407. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1407. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1407. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1790. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1790. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1790. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1380. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1380. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1380. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1373. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1373. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1373. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1846. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1846. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1846. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1311. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1311. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1311. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=485. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=485. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=485. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=943. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=943. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=943. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1913. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1913. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1913. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=871. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=871. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=871. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1071. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1071. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1071. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1418. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1418. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1418. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=428. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=428. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=428. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=631. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=631. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=631. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=614. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=614. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=614. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1083. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1083. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1083. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1664. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1664. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1664. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=311. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=311. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=311. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1456. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1456. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1456. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=368. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=368. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=368. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=688. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=688. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=688. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=362. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=362. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=362. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=849. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=849. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=849. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1838. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1838. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1838. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1908. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1908. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1908. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1509. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1509. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1509. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=674. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=674. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=674. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1321. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1321. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1321. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1260. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1260. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1260. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1584. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1584. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1584. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1370. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1370. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1370. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1787. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1787. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1787. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=721. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=721. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=721. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1781. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1781. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1781. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1280. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1280. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1280. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1439. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1439. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1439. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=753. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=753. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=753. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1153. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1153. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1153. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=688. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=688. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=688. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=449. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=449. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=449. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1303. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1303. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1303. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1025. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1025. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1025. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=747. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=747. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=747. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1361. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1361. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1361. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=528. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=528. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=528. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=544. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=544. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=544. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=331. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=331. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=331. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=313. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=313. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=313. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=816. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=816. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=816. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1234. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1234. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1234. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1451. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1451. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1451. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=314. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=314. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=314. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=362. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=362. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=362. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=414. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=414. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=414. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1846. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1846. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1846. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1426. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1426. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1426. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=492. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=492. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=492. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1039. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1039. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1039. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1422. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1422. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1422. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=594. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=594. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=594. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1709. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1709. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1709. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=965. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=965. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=965. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=333. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=333. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=333. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=728. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=728. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=728. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=659. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=659. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=659. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1775. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1775. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1775. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=421. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=421. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=421. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=901. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=901. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=901. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1694. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1694. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1694. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1065. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1065. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1065. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1947. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1947. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1947. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=862. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=862. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=862. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=938. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=938. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=938. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1767. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1767. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1767. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=469. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=469. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=469. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=628. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=628. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=628. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=629. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=629. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=629. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=948. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=948. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=948. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=417. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=417. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=417. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1421. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1421. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1421. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=648. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=648. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=648. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1915. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1915. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1915. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1682. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1682. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1682. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=797. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=797. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=797. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1107. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1107. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1107. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1028. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1028. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1028. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1682. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1682. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1682. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1591. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1591. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1591. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1303. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1303. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1303. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=328. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=328. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=328. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1516. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1516. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1516. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1671. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1671. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1671. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1569. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1569. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1569. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=651. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=651. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=651. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1849. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1849. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1849. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1373. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1373. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1373. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1426. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1426. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1426. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=609. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=609. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=609. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1721. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1721. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1721. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=419. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=419. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=419. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1139. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1139. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1139. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1232. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1232. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1232. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=471. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=471. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=471. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1252. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1252. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1252. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=653. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=653. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=653. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1563. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1563. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1563. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1518. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1518. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1518. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1269. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1269. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1269. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=371. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=371. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=371. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1096. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1096. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1096. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=962. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=962. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=962. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1370. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1370. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1370. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1551. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1551. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1551. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1640. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1640. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1640. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1882. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1882. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1882. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1799. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1799. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1799. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=457. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=457. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=457. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=900. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=900. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=900. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1984. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1984. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1984. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1945. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1945. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1945. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1693. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1693. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1693. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1385. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1385. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1385. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=356. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=356. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=356. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1370. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1370. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1370. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1460. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1460. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1460. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=630. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=630. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=630. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1982. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1982. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1982. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=741. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=741. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=741. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=898. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=898. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=898. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=471. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=471. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=471. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1962. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1962. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1962. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1803. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1803. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1803. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1396. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1396. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1396. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1769. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1769. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1769. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1696. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1696. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1696. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1391. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1391. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1391. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=305. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=305. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=305. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=760. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=760. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=760. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=775. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=775. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=775. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1564. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1564. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1564. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1726. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1726. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1726. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1524. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1524. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1524. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1602. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1602. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1602. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1151. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1151. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1151. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=352. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=352. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=352. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1550. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1550. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1550. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1465. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1465. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1465. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1061. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1061. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1061. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=462. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=462. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=462. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=781. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=781. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=781. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1498. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1498. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1498. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1160. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1160. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1160. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1118. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1118. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1118. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1393. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1393. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1393. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=949. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=949. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=949. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1141. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1141. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1141. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=479. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=479. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=479. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1329. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1329. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1329. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=522. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=522. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=522. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=827. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=827. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=827. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1381. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1381. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1381. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=741. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=741. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=741. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1935. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1935. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1935. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1697. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1697. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1697. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1608. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1608. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1608. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1714. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1714. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1714. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=763. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=763. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=763. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1946. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1946. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1946. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1152. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1152. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1152. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1428. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1428. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1428. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=690. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=690. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=690. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=818. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=818. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=818. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1833. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1833. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1833. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1022. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1022. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1022. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1823. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1823. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1823. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1307. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1307. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1307. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=312. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=312. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=312. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1598. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1598. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1598. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1886. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1886. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1886. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=905. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=905. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=905. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1865. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1865. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1865. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1148. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1148. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1148. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=810. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=810. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=810. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1057. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1057. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1057. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1028. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1028. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1028. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=659. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=659. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=659. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1492. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1492. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1492. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=904. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=904. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=904. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=342. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=342. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=342. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1497. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1497. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1497. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1069. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1069. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1069. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1869. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1869. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1869. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=481. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=481. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=481. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1003. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1003. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1003. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1815. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1815. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1815. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1898. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1898. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1898. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1209. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1209. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1209. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1303. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1303. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1303. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1657. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1657. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1657. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1004. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1004. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1004. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=548. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=548. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=548. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=304. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=304. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=304. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1104. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1104. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1104. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=934. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=934. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=934. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=519. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=519. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=519. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=891. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=891. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=891. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=710. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=710. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=710. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1100. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1100. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1100. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1451. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1451. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1451. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=883. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=883. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=883. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1046. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1046. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1046. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=589. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=589. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=589. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=314. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=314. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=314. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1006. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1006. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1006. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1283. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1283. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1283. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=359. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=359. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=359. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=584. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=584. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=584. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=971. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=971. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=971. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=744. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=744. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=744. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=574. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=574. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=574. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=648. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=648. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=648. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=756. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=756. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=756. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1281. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1281. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1281. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1837. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1837. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1837. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=484. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=484. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=484. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=448. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=448. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=448. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1454. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1454. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1454. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=487. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=487. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=487. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1487. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1487. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1487. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=317. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=317. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=317. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1114. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1114. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1114. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=428. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=428. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=428. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1185. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1185. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1185. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1925. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1925. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1925. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1289. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1289. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1289. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=525. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=525. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=525. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=948. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=948. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=948. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=980. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=980. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=980. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=574. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=574. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=574. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1505. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1505. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1505. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1633. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1633. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1633. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1807. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1807. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1807. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1170. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1170. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1170. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=479. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=479. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=479. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1060. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1060. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1060. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=557. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=557. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=557. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1138. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1138. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1138. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1626. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1626. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1626. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1979. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1979. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1979. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1697. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1697. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1697. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=757. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=757. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=757. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=978. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=978. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=978. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=497. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=497. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=497. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1489. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1489. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1489. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=715. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=715. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=715. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=746. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=746. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=746. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1727. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1727. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1727. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1276. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1276. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1276. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1615. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1615. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1615. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=308. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=308. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=308. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=859. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=859. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=859. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1743. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1743. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1743. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1614. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1614. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1614. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1426. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1426. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1426. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1350. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1350. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1350. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=353. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=353. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=353. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1098. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1098. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1098. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1358. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1358. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1358. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1781. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1781. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1781. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=349. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=349. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=349. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1898. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1898. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1898. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=776. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=776. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=776. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1069. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1069. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1069. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1241. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1241. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1241. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=901. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=901. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=901. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1692. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1692. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1692. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=512. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=512. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=512. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=964. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=964. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=964. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1348. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1348. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1348. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=946. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=946. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=946. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1679. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1679. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1679. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=588. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=588. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=588. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1242. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1242. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1242. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1118. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1118. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1118. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1136. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1136. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1136. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=964. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=964. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=964. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1411. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1411. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1411. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=658. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=658. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=658. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1558. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1558. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1558. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1322. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1322. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1322. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=321. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=321. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=321. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=999. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=999. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=999. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1345. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1345. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1345. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1749. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1749. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1749. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=608. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=608. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=608. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=723. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=723. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=723. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1453. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1453. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1453. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1493. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1493. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1493. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=635. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=635. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=635. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1898. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1898. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1898. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1635. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1635. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1635. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1025. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1025. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1025. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=531. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=531. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=531. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=362. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=362. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=362. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=712. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=712. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=712. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=992. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=992. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=992. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1583. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1583. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1583. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=615. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=615. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=615. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1941. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1941. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1941. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1179. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1179. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1179. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=492. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=492. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=492. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1078. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1078. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1078. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=321. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=321. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=321. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1697. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1697. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1697. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=641. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=641. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=641. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=629. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=629. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=629. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=662. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=662. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=662. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=958. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=958. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=958. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=990. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=990. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=990. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1973. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1973. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1973. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1227. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1227. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1227. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1149. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1149. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1149. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=929. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=929. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=929. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=508. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=508. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=508. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=461. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=461. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=461. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1634. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1634. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1634. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=605. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=605. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=605. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1818. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1818. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1818. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1613. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1613. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1613. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1225. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1225. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1225. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1393. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1393. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1393. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1473. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1473. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1473. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1162. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1162. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1162. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=443. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=443. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=443. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1156. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1156. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1156. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=493. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=493. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=493. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1193. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1193. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1193. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=606. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=606. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=606. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1260. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1260. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1260. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=934. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=934. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=934. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1120. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1120. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1120. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1462. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1462. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1462. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1325. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1325. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1325. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1130. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1130. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1130. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=685. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=685. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=685. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=974. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=974. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=974. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=575. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=575. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=575. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1790. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1790. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1790. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1872. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1872. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1872. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=647. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=647. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=647. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=541. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=541. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=541. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=316. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=316. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=316. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1742. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1742. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1742. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=345. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=345. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=345. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1332. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1332. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1332. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1651. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1651. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1651. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=862. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=862. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=862. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1672. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1672. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1672. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=358. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=358. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=358. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=805. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=805. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=805. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=676. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=676. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=676. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=824. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=824. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=824. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=996. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=996. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=996. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1242. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1242. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1242. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=868. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=868. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=868. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=923. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=923. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=923. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1391. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1391. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1391. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1724. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1724. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1724. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=373. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=373. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=373. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1076. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1076. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1076. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1973. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1973. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1973. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=579. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=579. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=579. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1314. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1314. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1314. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1267. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1267. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1267. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=732. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=732. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=732. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=991. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=991. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=991. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1538. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1538. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1538. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1896. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1896. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1896. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1776. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1776. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1776. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1674. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1674. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1674. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1807. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1807. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1807. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=967. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=967. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=967. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1097. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1097. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1097. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1587. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1587. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1587. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1586. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1586. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1586. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=627. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=627. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=627. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=348. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=348. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=348. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1965. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1965. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1965. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=702. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=702. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=702. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1785. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1785. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1785. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=433. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=433. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=433. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=672. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=672. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=672. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1759. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1759. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1759. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=734. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=734. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=734. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1355. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1355. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1355. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1209. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1209. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1209. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=699. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=699. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=699. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1792. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1792. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1792. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1974. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1974. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1974. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=827. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=827. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=827. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1716. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1716. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1716. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=408. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=408. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=408. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=544. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=544. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=544. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1678. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1678. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1678. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=936. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=936. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=936. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1001. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1001. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1001. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1299. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1299. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1299. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1600. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1600. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1600. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=358. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=358. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=358. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1960. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1960. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1960. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=644. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=644. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=644. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1690. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1690. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1690. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1381. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1381. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1381. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1668. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1668. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1668. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=326. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=326. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=326. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=648. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=648. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=648. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1318. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1318. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1318. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1352. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1352. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1352. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=355. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=355. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=355. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1088. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1088. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1088. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1092. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1092. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1092. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=806. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=806. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=806. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1782. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1782. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1782. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=814. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=814. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=814. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1826. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1826. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1826. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1736. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1736. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1736. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1202. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1202. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1202. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=778. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=778. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=778. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1638. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1638. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1638. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=316. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=316. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=316. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1788. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1788. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1788. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1134. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1134. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1134. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1641. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1641. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1641. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1956. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1956. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1956. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1328. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1328. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1328. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1943. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1943. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1943. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=915. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=915. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=915. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=829. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=829. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=829. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=887. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=887. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=887. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=326. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=326. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=326. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=355. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=355. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=355. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=570. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=570. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=570. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=516. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=516. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=516. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=546. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=546. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=546. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1235. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1235. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1235. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=673. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=673. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=673. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1879. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1879. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1879. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1565. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1565. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1565. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1634. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1634. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1634. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1581. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1581. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1581. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1164. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1164. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1164. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=408. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=408. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=408. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1209. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1209. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1209. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=725. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=725. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=725. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1175. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1175. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1175. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1107. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1107. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1107. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=560. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=560. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=560. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1968. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1968. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1968. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1124. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1124. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1124. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=948. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=948. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=948. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=455. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=455. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=455. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=796. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=796. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=796. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=301. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=301. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=301. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1595. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1595. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1595. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1616. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1616. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1616. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=432. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=432. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=432. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1490. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1490. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1490. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1797. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1797. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1797. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1015. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1015. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1015. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=390. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=390. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=390. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1593. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1593. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1593. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1478. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1478. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1478. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1945. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1945. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1945. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=817. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=817. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=817. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1848. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1848. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1848. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1526. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1526. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1526. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1918. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1918. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1918. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=688. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=688. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=688. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1292. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1292. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1292. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1190. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1190. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1190. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1830. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1830. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1830. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=317. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=317. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=317. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1283. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1283. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1283. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1462. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1462. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1462. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1145. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1145. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1145. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=606. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=606. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=606. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1009. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1009. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1009. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=734. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=734. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=734. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=684. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=684. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=684. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1083. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1083. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1083. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1078. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1078. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1078. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1026. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1026. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1026. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1549. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1549. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1549. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1787. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1787. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1787. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1342. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1342. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1342. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1879. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1879. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1879. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1080. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1080. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1080. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1290. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1290. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1290. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1038. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1038. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1038. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1351. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1351. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1351. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1211. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1211. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1211. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1405. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1405. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1405. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1750. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1750. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1750. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1240. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1240. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1240. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1771. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1771. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1771. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1551. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1551. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1551. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1204. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1204. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1204. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=598. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=598. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=598. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=491. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=491. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=491. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=389. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=389. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=389. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=664. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=664. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=664. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1670. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1670. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1670. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=328. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=328. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=328. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1576. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1576. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1576. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=490. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=490. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=490. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=443. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=443. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=443. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1685. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1685. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1685. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=522. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=522. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=522. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1689. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1689. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1689. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1096. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1096. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1096. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=334. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=334. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=334. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1088. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1088. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1088. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=321. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=321. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=321. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=555. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=555. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=555. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=344. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=344. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=344. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1481. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1481. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1481. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=927. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=927. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=927. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1533. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1533. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1533. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1450. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1450. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1450. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1062. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1062. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1062. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1449. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1449. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1449. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1110. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1110. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1110. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1693. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1693. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1693. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1607. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1607. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1607. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=413. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=413. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=413. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=491. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=491. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=491. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1506. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1506. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1506. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=436. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=436. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=436. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1203. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1203. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1203. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1407. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1407. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1407. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=614. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=614. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=614. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1076. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1076. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1076. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1789. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1789. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1789. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=304. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=304. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=304. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=920. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=920. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=920. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=405. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=405. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=405. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=412. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=412. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=412. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=565. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=565. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=565. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1578. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1578. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1578. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1761. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1761. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1761. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=759. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=759. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=759. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=804. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=804. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=804. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=959. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=959. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=959. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1809. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1809. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1809. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=585. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=585. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=585. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=886. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=886. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=886. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1736. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1736. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1736. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1415. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1415. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1415. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1610. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1610. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1610. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1019. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1019. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1019. Setting it to 3*k
  init_size=init_size)
Cross-validation on alanine as list...: 18843.066 seconds
Best hyperparameters combination:
tica__lag_time	194
msm__lag_time	1
clusterer__n_clusters	1097
Score = 3.57

In [9]:
with timing('Cross-validation on alanine as dataset object...'):
    ala_scores = search.fit(xyz_ala)
print("Best hyperparameters combination:")
for key, value in ala_scores.best_params_.items():
    print("%s\t%s" % (key, value))
print("Score = %.2f" % ala_scores.best_score_)
plot_scores(ala_scores)


/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1892. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1892. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1892. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=869. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=869. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=869. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1152. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1152. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1152. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=642. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=642. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=642. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=969. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=969. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=969. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1840. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1840. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1840. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=762. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=762. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=762. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=626. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=626. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=626. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1431. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1431. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1431. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=918. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=918. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=918. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1455. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1455. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1455. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1173. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1173. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1173. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=535. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=535. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=535. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1691. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1691. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1691. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=703. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=703. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=703. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1194. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1194. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1194. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=897. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=897. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=897. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1013. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1013. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1013. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1486. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1486. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1486. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1682. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1682. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1682. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=838. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=838. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=838. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1645. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1645. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1645. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=449. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=449. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=449. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1796. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1796. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1796. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1568. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1568. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1568. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=617. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=617. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=617. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1621. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1621. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1621. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1809. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1809. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1809. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1085. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1085. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1085. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1580. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1580. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1580. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=868. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=868. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=868. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1904. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1904. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1904. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1624. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1624. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1624. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1010. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1010. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1010. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1344. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1344. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1344. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=781. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=781. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=781. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1041. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1041. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1041. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1747. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1747. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1747. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1916. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1916. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1916. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=688. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=688. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=688. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1418. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1418. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1418. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=768. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=768. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=768. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=655. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=655. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=655. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1837. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1837. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1837. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1396. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1396. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1396. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1761. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1761. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1761. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1169. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1169. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1169. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1241. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1241. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1241. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1840. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1840. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1840. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=602. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=602. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=602. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1187. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1187. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1187. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1289. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1289. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1289. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1826. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1826. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1826. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=769. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=769. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=769. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1800. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1800. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1800. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=938. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=938. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=938. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=525. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=525. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=525. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1418. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1418. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1418. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=822. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=822. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=822. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=735. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=735. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=735. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=565. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=565. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=565. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1908. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1908. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1908. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=718. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=718. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=718. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1253. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1253. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1253. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=899. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=899. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=899. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1977. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1977. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1977. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=514. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=514. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=514. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=656. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=656. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=656. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=975. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=975. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=975. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=610. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=610. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=610. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1919. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1919. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1919. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1811. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1811. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1811. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=421. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=421. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=421. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1449. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1449. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1449. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1211. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1211. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1211. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=341. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=341. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=341. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=723. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=723. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=723. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=429. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=429. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=429. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=757. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=757. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=757. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1007. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1007. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1007. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=916. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=916. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=916. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=689. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=689. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=689. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=405. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=405. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=405. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=716. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=716. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=716. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=370. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=370. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=370. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=526. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=526. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=526. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1172. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1172. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1172. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=497. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=497. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=497. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1232. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1232. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1232. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1155. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1155. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1155. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=636. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=636. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=636. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=889. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=889. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=889. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1786. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1786. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1786. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1949. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1949. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1949. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=930. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=930. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=930. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1204. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1204. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1204. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=731. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=731. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=731. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1826. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1826. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1826. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1614. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1614. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1614. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=509. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=509. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=509. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1375. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1375. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1375. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1054. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1054. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1054. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1925. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1925. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1925. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=723. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=723. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=723. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1200. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1200. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1200. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=972. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=972. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=972. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1705. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1705. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1705. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1978. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1978. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1978. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=630. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=630. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=630. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1205. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1205. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1205. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=553. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=553. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=553. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1744. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1744. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1744. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1075. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1075. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1075. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1649. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1649. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1649. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1488. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1488. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1488. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1743. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1743. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1743. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=953. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=953. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=953. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=944. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=944. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=944. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1451. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1451. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1451. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=489. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=489. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=489. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1639. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1639. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1639. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1233. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1233. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1233. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1905. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1905. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1905. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1901. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1901. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1901. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=398. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=398. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=398. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1429. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1429. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1429. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=871. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=871. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=871. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1940. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1940. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1940. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1186. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1186. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1186. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=995. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=995. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=995. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1603. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1603. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1603. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=389. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=389. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=389. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=549. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=549. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=549. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1815. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1815. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1815. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1319. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1319. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1319. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=832. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=832. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=832. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1768. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1768. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1768. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1576. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1576. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1576. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=371. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=371. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=371. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=692. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=692. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=692. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=630. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=630. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=630. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1017. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1017. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1017. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=708. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=708. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=708. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=365. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=365. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=365. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1751. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1751. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1751. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1974. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1974. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1974. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=365. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=365. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=365. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=970. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=970. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=970. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1310. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1310. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1310. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1999. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1999. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1999. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1507. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1507. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1507. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1622. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1622. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1622. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=552. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=552. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=552. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1161. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1161. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1161. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=802. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=802. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=802. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=305. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=305. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=305. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=997. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=997. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=997. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1785. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1785. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1785. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1840. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1840. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1840. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=460. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=460. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=460. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1871. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1871. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1871. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1730. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1730. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1730. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1274. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1274. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1274. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1969. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1969. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1969. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1319. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1319. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1319. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=480. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=480. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=480. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1638. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1638. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1638. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1064. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1064. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1064. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=430. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=430. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=430. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=352. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=352. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=352. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=593. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=593. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=593. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1233. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1233. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1233. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1964. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1964. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1964. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1515. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1515. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1515. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1748. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1748. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1748. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=562. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=562. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=562. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1551. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1551. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1551. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=410. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=410. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=410. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=827. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=827. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=827. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=946. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=946. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=946. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1739. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1739. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1739. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=513. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=513. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=513. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1773. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1773. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1773. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=808. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=808. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=808. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=810. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=810. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=810. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=366. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=366. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=366. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1327. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1327. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1327. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1093. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1093. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1093. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=762. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=762. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=762. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=862. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=862. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=862. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=752. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=752. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=752. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1294. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1294. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1294. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1097. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1097. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1097. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=782. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=782. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=782. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=940. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=940. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=940. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1874. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1874. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1874. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1034. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1034. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1034. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=433. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=433. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=433. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=580. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=580. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=580. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1938. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1938. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1938. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1202. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1202. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1202. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1341. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1341. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1341. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=900. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=900. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=900. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1762. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1762. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1762. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=835. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=835. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=835. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1433. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1433. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1433. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1254. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1254. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1254. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=870. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=870. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=870. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1480. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1480. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1480. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=836. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=836. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=836. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1632. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1632. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1632. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1188. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1188. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1188. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1844. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1844. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1844. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1039. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1039. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1039. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1308. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1308. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1308. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=559. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=559. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=559. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=679. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=679. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=679. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=356. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=356. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=356. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1492. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1492. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1492. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=812. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=812. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=812. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1831. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1831. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1831. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=796. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=796. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=796. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1136. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1136. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1136. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=548. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=548. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=548. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=349. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=349. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=349. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=346. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=346. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=346. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1186. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1186. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1186. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=872. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=872. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=872. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1264. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1264. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1264. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=511. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=511. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=511. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=661. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=661. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=661. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1537. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1537. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1537. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1229. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1229. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1229. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1483. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1483. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1483. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=941. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=941. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=941. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1785. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1785. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1785. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1402. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1402. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1402. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1220. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1220. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1220. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=846. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=846. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=846. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=402. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=402. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=402. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1562. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1562. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1562. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1127. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1127. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1127. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1462. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1462. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1462. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1872. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1872. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1872. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1615. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1615. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1615. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=718. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=718. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=718. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=470. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=470. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=470. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=353. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=353. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=353. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1215. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1215. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1215. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1619. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1619. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1619. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1410. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1410. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1410. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1232. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1232. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1232. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=359. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=359. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=359. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=640. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=640. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=640. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=711. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=711. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=711. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=914. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=914. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=914. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1122. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1122. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1122. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1635. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1635. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1635. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=925. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=925. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=925. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=805. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=805. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=805. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1025. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1025. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1025. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=851. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=851. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=851. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1115. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1115. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1115. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=326. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=326. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=326. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1502. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1502. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1502. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1617. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1617. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1617. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=689. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=689. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=689. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1059. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1059. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1059. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1656. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1656. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1656. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=423. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=423. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=423. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=645. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=645. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=645. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1779. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1779. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1779. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1386. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1386. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1386. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1936. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1936. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1936. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1470. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1470. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1470. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1039. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1039. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1039. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1063. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1063. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1063. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=394. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=394. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=394. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1763. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1763. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1763. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=796. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=796. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=796. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=306. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=306. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=306. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=920. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=920. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=920. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1140. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1140. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1140. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1804. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1804. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1804. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1067. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1067. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1067. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=361. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=361. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=361. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=459. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=459. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=459. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1278. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1278. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1278. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=886. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=886. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=886. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1889. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1889. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1889. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1442. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1442. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1442. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1346. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1346. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1346. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=432. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=432. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=432. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=832. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=832. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=832. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=862. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=862. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=862. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1053. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1053. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1053. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1380. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1380. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1380. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1358. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1358. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1358. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=881. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=881. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=881. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1573. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1573. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1573. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=845. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=845. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=845. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=956. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=956. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=956. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=595. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=595. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=595. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1102. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1102. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1102. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=917. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=917. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=917. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=339. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=339. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=339. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=344. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=344. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=344. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=349. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=349. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=349. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=559. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=559. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=559. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1423. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1423. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1423. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1924. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1924. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1924. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=712. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=712. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=712. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1543. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1543. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1543. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1141. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1141. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1141. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1347. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1347. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1347. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=564. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=564. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=564. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=390. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=390. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=390. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1218. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1218. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1218. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1796. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1796. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1796. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=389. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=389. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=389. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1815. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1815. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1815. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=489. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=489. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=489. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1977. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1977. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1977. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=925. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=925. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=925. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1757. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1757. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1757. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1388. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1388. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1388. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1014. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1014. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1014. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=447. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=447. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=447. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=815. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=815. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=815. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=971. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=971. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=971. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=738. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=738. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=738. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=485. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=485. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=485. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1803. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1803. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1803. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=785. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=785. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=785. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=540. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=540. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=540. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1861. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1861. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1861. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1339. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1339. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1339. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1187. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1187. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1187. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=638. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=638. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=638. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1933. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1933. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1933. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=716. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=716. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=716. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1450. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1450. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1450. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1502. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1502. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1502. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1016. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1016. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1016. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=641. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=641. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=641. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=718. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=718. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=718. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1700. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1700. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1700. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=675. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=675. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=675. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1872. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1872. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1872. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1132. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1132. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1132. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1575. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1575. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1575. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1079. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1079. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1079. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=510. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=510. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=510. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=418. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=418. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=418. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1375. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1375. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1375. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=318. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=318. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=318. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1497. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1497. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1497. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1500. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1500. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1500. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=787. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=787. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=787. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1961. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1961. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1961. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=340. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=340. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=340. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=795. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=795. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=795. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1435. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1435. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1435. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=923. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=923. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=923. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=705. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=705. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=705. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1931. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1931. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1931. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1352. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1352. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1352. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1345. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1345. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1345. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=602. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=602. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=602. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1681. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1681. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1681. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=673. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=673. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=673. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=906. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=906. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=906. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1517. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1517. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1517. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1120. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1120. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1120. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1029. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1029. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1029. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=682. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=682. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=682. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1313. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1313. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1313. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1037. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1037. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1037. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=940. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=940. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=940. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1096. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1096. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1096. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=420. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=420. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=420. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=375. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=375. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=375. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1961. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1961. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1961. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1773. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1773. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1773. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1804. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1804. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1804. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1507. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1507. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1507. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=440. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=440. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=440. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1149. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1149. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1149. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1873. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1873. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1873. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1660. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1660. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1660. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1728. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1728. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1728. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=421. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=421. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=421. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1995. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1995. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1995. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=361. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=361. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=361. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=417. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=417. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=417. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1354. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1354. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1354. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=595. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=595. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=595. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=433. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=433. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=433. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=865. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=865. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=865. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=846. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=846. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=846. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=514. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=514. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=514. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1925. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1925. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1925. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1516. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1516. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1516. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=863. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=863. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=863. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1800. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1800. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1800. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1215. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1215. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1215. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=392. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=392. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=392. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=576. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=576. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=576. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=622. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=622. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=622. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1249. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1249. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1249. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1551. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1551. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1551. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1450. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1450. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1450. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1684. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1684. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1684. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=603. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=603. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=603. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1915. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1915. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1915. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1353. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1353. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1353. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=478. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=478. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=478. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=372. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=372. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=372. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=533. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=533. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=533. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=374. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=374. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=374. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=530. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=530. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=530. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=659. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=659. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=659. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1417. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1417. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1417. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=632. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=632. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=632. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=813. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=813. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=813. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1489. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1489. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1489. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1469. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1469. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1469. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1006. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1006. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1006. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1030. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1030. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1030. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1410. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1410. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1410. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=783. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=783. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=783. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=633. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=633. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=633. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=352. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=352. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=352. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1587. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1587. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1587. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=774. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=774. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=774. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=350. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=350. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=350. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1809. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1809. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1809. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1716. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1716. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1716. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=497. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=497. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=497. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=975. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=975. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=975. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=604. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=604. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=604. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=375. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=375. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=375. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=444. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=444. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=444. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1865. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1865. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1865. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1385. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1385. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1385. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1033. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1033. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1033. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1199. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1199. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1199. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=340. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=340. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=340. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1611. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1611. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1611. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=992. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=992. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=992. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1847. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1847. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1847. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=449. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=449. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=449. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1611. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1611. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1611. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=818. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=818. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=818. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=449. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=449. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=449. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=522. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=522. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=522. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1653. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1653. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1653. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1776. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1776. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1776. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1267. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1267. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1267. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1005. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1005. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1005. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=987. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=987. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=987. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=798. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=798. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=798. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1409. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1409. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1409. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=793. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=793. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=793. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1755. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1755. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1755. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=958. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=958. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=958. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=314. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=314. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=314. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1493. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1493. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1493. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=743. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=743. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=743. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=581. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=581. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=581. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=764. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=764. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=764. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1379. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1379. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1379. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1878. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1878. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1878. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=537. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=537. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=537. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1623. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1623. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1623. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1929. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1929. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1929. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=868. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=868. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=868. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=795. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=795. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=795. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1984. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1984. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1984. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1164. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1164. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1164. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=562. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=562. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=562. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1320. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1320. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1320. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=711. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=711. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=711. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1984. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1984. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1984. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=319. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=319. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=319. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1388. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1388. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1388. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1657. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1657. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1657. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1861. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1861. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1861. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1696. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1696. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1696. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1496. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1496. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1496. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=605. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=605. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=605. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=935. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=935. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=935. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=957. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=957. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=957. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1184. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1184. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1184. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=850. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=850. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=850. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=570. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=570. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=570. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1480. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1480. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1480. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=953. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=953. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=953. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1577. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1577. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1577. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=694. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=694. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=694. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=562. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=562. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=562. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1965. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1965. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1965. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1414. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1414. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1414. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1483. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1483. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1483. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=621. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=621. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=621. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1488. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1488. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1488. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=769. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=769. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=769. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=322. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=322. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=322. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=626. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=626. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=626. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1181. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1181. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1181. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1208. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1208. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1208. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1827. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1827. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1827. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1667. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1667. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1667. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=816. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=816. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=816. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=827. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=827. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=827. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1869. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1869. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1869. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1398. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1398. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1398. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1491. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1491. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1491. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1126. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1126. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1126. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1943. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1943. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1943. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=485. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=485. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=485. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=478. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=478. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=478. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=540. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=540. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=540. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1215. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1215. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1215. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1619. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1619. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1619. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1844. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1844. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1844. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=486. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=486. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=486. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1048. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1048. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1048. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1495. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1495. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1495. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=718. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=718. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=718. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=700. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=700. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=700. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1737. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1737. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1737. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1792. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1792. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1792. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=595. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=595. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=595. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=628. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=628. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=628. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=966. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=966. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=966. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=544. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=544. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=544. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1456. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1456. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1456. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=884. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=884. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=884. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1163. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1163. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1163. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1385. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1385. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1385. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=744. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=744. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=744. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=389. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=389. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=389. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1768. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1768. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1768. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1413. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1413. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1413. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1922. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1922. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1922. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1164. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1164. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1164. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1763. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1763. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1763. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=887. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=887. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=887. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1404. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1404. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1404. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=836. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=836. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=836. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1030. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1030. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1030. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1131. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1131. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1131. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1081. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1081. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1081. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1398. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1398. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1398. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1153. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1153. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1153. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1325. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1325. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1325. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1398. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1398. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1398. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=539. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=539. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=539. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1754. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1754. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1754. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1758. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1758. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1758. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1700. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1700. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1700. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=531. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=531. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=531. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=868. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=868. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=868. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1493. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1493. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1493. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1830. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1830. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1830. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=632. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=632. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=632. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1676. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1676. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1676. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1472. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1472. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1472. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1816. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1816. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1816. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=319. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=319. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=319. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=538. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=538. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=538. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=602. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=602. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=602. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1887. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1887. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1887. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1720. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1720. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1720. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1172. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1172. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1172. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1813. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1813. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1813. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1750. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1750. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1750. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1299. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1299. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1299. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1374. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1374. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1374. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1715. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1715. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1715. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1054. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1054. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1054. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=996. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=996. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=996. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1515. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1515. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1515. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1228. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1228. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1228. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=308. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=308. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=308. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=571. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=571. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=571. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1094. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1094. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1094. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=870. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=870. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=870. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1949. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1949. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1949. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1378. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1378. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1378. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1186. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1186. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1186. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1544. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1544. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1544. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=386. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=386. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=386. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1834. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1834. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1834. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1605. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1605. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1605. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=360. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=360. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=360. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1769. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1769. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1769. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1902. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1902. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1902. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1606. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1606. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1606. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1163. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1163. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1163. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1366. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1366. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1366. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=441. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=441. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=441. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1520. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1520. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1520. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1004. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1004. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1004. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1144. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1144. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1144. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1681. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1681. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1681. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=341. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=341. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=341. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1968. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1968. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1968. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1479. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1479. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1479. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1008. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1008. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1008. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1128. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1128. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1128. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1686. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1686. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1686. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=912. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=912. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=912. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=688. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=688. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=688. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=594. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=594. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=594. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1727. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1727. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1727. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=633. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=633. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=633. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1173. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1173. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1173. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1544. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1544. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1544. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=555. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=555. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=555. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=736. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=736. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=736. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1436. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1436. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1436. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=676. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=676. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=676. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=749. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=749. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=749. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=799. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=799. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=799. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1222. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1222. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1222. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1567. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1567. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1567. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1963. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1963. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1963. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1371. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1371. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1371. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1915. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1915. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1915. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1519. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1519. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1519. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1748. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1748. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1748. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=632. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=632. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=632. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=948. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=948. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=948. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1885. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1885. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1885. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1205. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1205. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1205. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=341. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=341. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=341. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1106. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1106. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1106. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=786. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=786. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=786. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=419. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=419. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=419. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=812. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=812. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=812. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1075. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1075. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1075. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1667. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1667. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1667. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1749. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1749. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1749. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=728. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=728. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=728. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=948. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=948. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=948. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1773. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1773. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1773. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1617. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1617. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1617. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1751. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1751. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1751. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1723. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1723. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1723. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1543. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1543. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1543. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1504. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1504. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1504. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=474. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=474. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=474. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1264. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1264. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1264. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=776. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=776. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=776. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1547. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1547. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1547. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1944. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1944. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1944. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1687. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1687. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1687. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=549. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=549. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=549. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1545. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1545. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1545. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1350. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1350. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1350. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1360. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1360. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1360. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1716. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1716. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1716. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1150. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1150. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1150. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1911. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1911. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1911. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=428. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=428. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=428. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=972. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=972. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=972. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1461. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1461. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1461. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=848. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=848. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=848. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1501. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1501. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1501. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1134. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1134. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1134. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=765. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=765. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=765. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=498. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=498. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=498. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1307. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1307. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1307. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=858. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=858. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=858. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=463. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=463. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=463. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1962. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1962. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1962. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=555. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=555. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=555. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1473. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1473. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1473. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=637. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=637. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=637. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=720. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=720. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=720. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1704. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1704. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1704. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=513. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=513. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=513. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=402. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=402. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=402. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=427. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=427. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=427. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=790. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=790. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=790. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1359. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1359. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1359. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1100. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1100. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1100. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1316. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1316. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1316. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1971. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1971. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1971. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1550. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1550. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1550. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=851. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=851. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=851. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1911. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1911. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1911. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1549. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1549. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1549. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=611. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=611. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=611. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1304. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1304. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1304. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=694. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=694. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=694. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1682. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1682. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1682. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1615. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1615. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1615. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1383. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1383. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1383. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1971. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1971. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1971. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1247. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1247. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1247. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=679. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=679. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=679. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1073. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1073. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1073. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=529. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=529. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=529. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1484. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1484. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1484. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1137. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1137. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1137. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1088. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1088. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1088. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=815. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=815. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=815. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=508. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=508. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=508. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1748. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1748. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1748. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1577. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1577. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1577. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1764. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1764. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1764. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1242. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1242. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1242. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1235. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1235. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1235. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1369. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1369. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1369. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1625. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1625. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1625. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1873. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1873. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1873. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1825. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1825. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1825. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=821. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=821. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=821. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=959. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=959. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=959. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=379. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=379. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=379. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=556. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=556. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=556. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1970. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1970. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1970. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=490. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=490. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=490. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=692. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=692. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=692. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=647. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=647. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=647. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1896. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1896. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1896. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=747. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=747. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=747. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=322. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=322. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=322. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1073. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1073. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1073. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1398. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1398. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1398. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=523. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=523. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=523. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=330. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=330. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=330. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1587. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1587. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1587. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1779. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1779. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1779. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=794. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=794. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=794. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1497. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1497. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1497. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=866. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=866. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=866. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=682. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=682. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=682. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1804. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1804. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1804. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=810. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=810. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=810. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1371. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1371. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1371. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1979. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1979. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1979. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=929. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=929. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=929. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=904. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=904. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=904. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=523. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=523. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=523. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1596. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1596. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1596. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1391. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1391. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1391. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1901. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1901. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1901. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1947. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1947. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1947. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=389. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=389. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=389. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=822. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=822. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=822. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1804. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1804. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1804. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1604. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1604. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1604. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1250. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1250. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1250. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1329. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1329. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1329. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=474. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=474. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=474. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1019. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1019. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1019. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=606. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=606. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=606. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1664. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1664. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1664. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1720. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1720. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1720. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1032. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1032. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1032. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=902. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=902. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=902. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=351. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=351. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=351. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=863. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=863. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=863. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1521. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1521. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1521. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1827. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1827. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1827. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1033. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1033. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1033. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=645. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=645. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=645. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1917. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1917. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1917. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1483. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1483. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1483. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=884. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=884. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=884. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1023. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1023. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1023. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1288. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1288. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1288. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1672. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1672. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1672. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1559. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1559. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1559. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=700. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=700. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=700. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=634. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=634. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=634. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1883. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1883. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1883. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=433. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=433. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=433. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=621. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=621. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=621. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=367. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=367. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=367. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1303. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1303. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1303. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=465. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=465. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=465. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=930. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=930. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=930. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1954. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1954. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1954. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1346. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1346. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1346. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1717. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1717. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1717. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1400. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1400. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1400. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1931. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1931. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1931. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=550. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=550. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=550. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=433. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=433. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=433. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=932. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=932. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=932. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1414. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1414. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1414. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=342. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=342. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=342. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=468. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=468. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=468. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=693. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=693. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=693. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1042. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1042. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1042. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=351. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=351. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=351. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=523. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=523. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=523. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=538. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=538. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=538. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=840. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=840. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=840. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1069. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1069. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1069. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1212. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1212. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1212. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1295. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1295. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1295. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1421. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1421. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1421. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1574. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1574. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1574. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1462. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1462. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1462. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1783. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1783. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1783. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1782. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1782. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1782. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1214. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1214. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1214. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1430. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1430. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1430. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1496. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1496. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1496. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=361. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=361. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=361. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=723. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=723. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=723. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1798. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1798. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1798. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1005. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1005. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1005. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1195. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1195. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1195. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1177. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1177. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1177. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1069. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1069. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1069. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=670. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=670. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=670. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=486. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=486. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=486. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1355. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1355. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1355. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=898. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=898. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=898. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1960. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1960. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1960. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1524. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1524. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1524. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1227. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1227. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1227. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1207. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1207. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1207. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=501. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=501. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=501. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1978. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1978. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1978. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=740. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=740. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=740. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=338. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=338. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=338. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=528. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=528. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=528. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=721. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=721. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=721. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=775. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=775. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=775. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1195. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1195. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1195. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1963. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1963. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1963. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1514. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1514. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1514. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=974. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=974. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=974. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1928. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1928. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1928. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1191. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1191. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1191. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1462. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1462. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1462. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=713. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=713. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=713. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1160. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1160. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1160. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1241. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1241. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1241. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1412. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1412. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1412. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1970. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1970. Setting it to 3*k
  init_size=init_size)
/Users/je714/anaconda3/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1300: RuntimeWarning: init_size=300 should be larger than k=1970. Setting it to 3*k
  init_size=init_size)
Cross-validation on alanine as dataset object...: 18850.966 seconds
Best hyperparameters combination:
tica__lag_time	52
msm__lag_time	2
clusterer__n_clusters	958
Score = 3.27

List of trajectories

Analyzing my trajectories stored in a list (my_trajs), same as ala_trajs in principle.

Both my_trajs and ala_trajs are lists of mdtraj.core.trajectory.Trajectory objects.


In [10]:
#print(type(ala_trajs) == type(my_trajs))
#print(type(ala_trajs[0]))
#print(type(my_trajs[0]))

In [ ]:
#with timing("Cross-validation on my_trajs..."):
#    my_scores = search.fit(my_trajs)

Dataset object

As seen in the introductory notebook, one can directly apply to a dataset object the DihedralFeaturizer.

Nevertheless, if used in the pipeline it crashes.


In [ ]:
type(xyz)
with timing('Cross-validation on the xyz dataset'):
    my_scores = search.fit(xyz)

Even if the model and search objects are redeclared I still get errors.


In [ ]:
model = Pipeline([
    ('featurizer', DihedralFeaturizer(types=['phi', 'psi'])),
    ('tica', tICA(n_components=4)),
    ('clusterer', MiniBatchKMeans()),
    ('msm', MarkovStateModel(n_timescales=3, ergodic_cutoff='on', reversible_type='mle', verbose=False))
])
search = RandomizedSearchCV(model, n_iter=50, cv=3, refit=False, param_distributions={
        'tica__lag_time':randint(1,200),    
        'clusterer__n_clusters':randint(1,200),
        'msm__lag_time':randint(1,200)
})
#with timing("Cross-validation on my_trajs..."):
#    my_scores = search.fit(my_trajs)

In [ ]:
model = Pipeline([
    ('featurizer', DihedralFeaturizer(types=['phi', 'psi'])),
    ('tica', tICA(n_components=4)),
    ('clusterer', MiniBatchKMeans()),
    ('msm', MarkovStateModel(n_timescales=3, ergodic_cutoff='on', reversible_type='mle', verbose=False))
])
search = RandomizedSearchCV(model, n_iter=50, cv=3, refit=False, param_distributions={
        'tica__lag_time':randint(1,200),    
        'clusterer__n_clusters':randint(1,200),
        'msm__lag_time':randint(1,200)
})
with timing('Cross-validation on the xyz dataset'):
    my_scores = search.fit(xyz)

In [ ]: